diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/patch_verdict_r3_draft.py b/results/hashing/code_scale_v1/drafts_r3_cs1/patch_verdict_r3_draft.py
new file mode 100644
index 0000000000000000000000000000000000000000..884bd5b9a3ab1b7b870ce877d0b47c9c2a0ec13e
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/patch_verdict_r3_draft.py
@@ -0,0 +1,75 @@
+#!/usr/bin/env python3
+"""Fabrique verdict_CS1.r3_draft.py à partir de cs1/verdict_CS1.py r2 (fc8f0861…, lu seulement, NON modifié) par remplacements exacts."""
+import hashlib, os
+D = os.path.dirname(os.path.abspath(__file__)); SRC = f"{D}/../cs1/verdict_CS1.py"
+s = open(SRC).read(); assert hashlib.sha256(s.encode()).hexdigest() == "fc8f0861aa054f4673f96f9d64e49b46d69118b1469bf30607e85614da931749"
+def rep(old, new, n=1):
+    global s; assert s.count(old) == n, (s.count(old), old[:80]); s = s.replace(old, new)
+rep('''(r2-f) bras imposés ctl/ctl (--ref-arm/--cand-arm n'acceptent plus « cm ») ; (r2-g) ALPHA = 0,05 nommé, même valeur partout."""''',
+'''(r2-f) bras imposés ctl/ctl (--ref-arm/--cand-arm n'acceptent plus « cm ») ; (r2-g) ALPHA = 0,05 nommé, même valeur partout.
+RÉVISION r3 — BROUILLON (24 oct. 2026, 14 h 40-15 h 00, Toronto ; NON FIGÉ, non audité ; r2 = fc8f0861… inchangée) — motif : taux d'appariement
+ATTENDUS r2 0,21-0,33 < MATCH_MIN 0,50 sur les 5 fraîches (expected_match_CS1 r2) ⇒ NON MESURABLE quasi certain. Changements, liste complète :
+ (r3-a) TOKENISATION COMMUNE : les deux bras sont entraînés ET évalués avec UNE SEULE EPT, ajustée une fois sur l'échantillon du bras ctl
+     (v1b_sample.bin[:2 000 000], calibrée sur [2 000 000, 2 400 000), recette SPIRA.build) ; empreinte déclarée en dur :
+     sha256(log2p float32 256×256) = COMMON_EPT_LOG2P_SHA, ept_params = COMMON_EPT_PARAMS. Le script relit l'EPT dans le ckpt de CHAQUE bras
+     (<runs>/<arm>.npz, clés log2p / ept_params, écrit par SPIRA.save) ; le sha256 du ckpt doit être égal au ckpt_sha256 de results.jsonl du bras.
+     Ckpt absent, illisible, empreinte différente ou sha ≠ results.jsonl ⇒ NON MESURABLE.
+ (r3-b) contrôle par fenêtre : sur la plage d'octets commune, les cibles (tgt_start, tgt_len) des deux bras doivent être IDENTIQUES (même ordre,
+     même nombre) ; sinon ⇒ NON MESURABLE (anomalie : avec une EPT commune la segmentation est déterministe ; on refuse d'exclure en silence
+     une fenêtre, qui pourrait porter une perte). Avec r3-a/r3-b, les contextes tokenisés sont aussi identiques (la « limite connue » r2 disparaît).
+ (r3-c) INCHANGÉS : MATCH_MIN = 0,50 (même définition plage commune r2, même ≥ inclusif ; attendu non contraignant, taux attendu 1,000),
+     règle B, ALPHA, garde seen non apparié (Fisher ; seen = préfixe [:200 000] de l'échantillon de chaque bras, toujours non appariable),
+     scan de tous les npz, dénominateur plage commune, n_clean par fenêtre, contrôles sha des fenêtres et des recomptes, ctl/ctl imposé.
+     Le scan r2-a couvre déjà <arm>.npz (listé dans inputs_sha256)."""''')
+rep('''ALPHA = 0.05                       # seuil unique : McNemar (gain/perte) ET Fisher seen (r2)''',
+'''ALPHA = 0.05                       # seuil unique : McNemar (gain/perte) ET Fisher seen (r2)
+COMMON_EPT_LOG2P_SHA = "bc3e74d8b2812c4248ccd97bb73fa2e05f9c945fdd79b63487cba1533cf71d2a"   # r3-a : EPT commune (fit v1b_sample [:2 Mo], recette SPIRA.build)
+COMMON_EPT_PARAMS = [16.04248046875, 2.0, 32.0, 0.5]                                         # r3-a : [budget_bits, min_len, max_len, alpha]''')
+# r3-a : contrôle EPT commune, après le bloc budgets
+rep('''TRAINED_MIN = {x: (min(min(TRAINED[x]), BUD["snn_tokens"][x]) if TRAINED[x] and isinstance(BUD["snn_tokens"][x], int) else None) for x in ("ref", "cand")}''',
+'''TRAINED_MIN = {x: (min(min(TRAINED[x]), BUD["snn_tokens"][x]) if TRAINED[x] and isinstance(BUD["snn_tokens"][x], int) else None) for x in ("ref", "cand")}
+# ---- r3-a : tokenisation commune — EPT relue dans le ckpt de chaque bras, comparée à l'empreinte déclarée
+def ept_check(side):
+    p = f"{DR if side == 'ref' else DC}/{ARM[side]}.npz"; k = f"{side}:{ARM[side]}.npz"; r = {"ckpt": p, "present": k in NPZ_SCAN}
+    if not r["present"]: return {**r, "ok": False, "reason": "ckpt absent"}
+    with np.load(p, allow_pickle=False) as Z:
+        if "log2p" not in Z.files or "ept_params" not in Z.files: return {**r, "ok": False, "reason": "log2p / ept_params absents du ckpt"}
+        lp = Z["log2p"]; pr = [float(x) for x in np.asarray(Z["ept_params"]).ravel()]
+    r["log2p_dtype_shape"] = [str(lp.dtype), list(lp.shape)]
+    r["log2p_sha256"] = hashlib.sha256(np.ascontiguousarray(lp).tobytes()).hexdigest() if lp.dtype == np.float32 and lp.shape == (256, 256) else None
+    r["ept_params"] = pr; r["ckpt_sha256_file"] = NPZ_SCAN[k]["sha256_file"]; r["ckpt_sha256_results_jsonl"] = arm_field(side, "ckpt_sha256")
+    r["log2p_ok"] = r["log2p_sha256"] == COMMON_EPT_LOG2P_SHA; r["params_ok"] = pr == COMMON_EPT_PARAMS
+    r["ckpt_is_run_ckpt"] = r["ckpt_sha256_file"] == r["ckpt_sha256_results_jsonl"]
+    r["ok"] = bool(r["log2p_ok"] and r["params_ok"] and r["ckpt_is_run_ckpt"])
+    if not r["ok"]: r["reason"] = ", ".join(n for n, f in (("log2p ≠ EPT commune", r["log2p_ok"]), ("ept_params ≠ EPT commune", r["params_ok"]),
+                                                          ("sha ckpt ≠ ckpt_sha256 results.jsonl", r["ckpt_is_run_ckpt"])) if not f)
+    return r
+EPT_CHECK = {x: ept_check(x) for x in ("ref", "cand")}
+EPT_OK = all(EPT_CHECK[x]["ok"] for x in ("ref", "cand"))''')
+# r3-b : identité des cibles sur la plage commune, par fenêtre
+rep('''    same_tok = na == nb_ and np.array_equal(A["tgt_start"], B["tgt_start"]) and np.array_equal(A["tgt_len"], B["tgt_len"])''',
+'''    same_tok = na == nb_ and np.array_equal(A["tgt_start"], B["tgt_start"]) and np.array_equal(A["tgt_len"], B["tgt_len"])
+    same_common = bool(np.array_equal(A["tgt_start"][ina], B["tgt_start"][inb]) and np.array_equal(A["tgt_len"][ina], B["tgt_len"][inb]))   # r3-b''')
+rep('''"match_ok": rate >= MATCH_MIN, "tokenisation_identical": bool(same_tok)}''',
+'''"match_ok": rate >= MATCH_MIN, "tokenisation_identical": bool(same_tok),
+                "tokenisation_identical_common_range_r3": same_common}''')
+rep('''FV = [w for w in FRESH if R[w]["valid"]]''',
+'''TOK_ID = {w: MATCH[w]["tokenisation_identical_common_range_r3"] for w in EVALW}
+TOK_OK = bool(EPT_OK and all(TOK_ID.values()))   # r3-a + r3-b
+COMMON_TOK = {"declared": {"log2p_sha256": COMMON_EPT_LOG2P_SHA, "ept_params": COMMON_EPT_PARAMS, "fitted_on": "v1b_sample.bin (bras ctl / témoin) [:2 000 000], calibrée [2 000 000, 2 400 000)"},
+              "per_arm": EPT_CHECK, "ept_ok_both": EPT_OK, "targets_identical_common_range_per_window": TOK_ID, "ok": TOK_OK}
+FV = [w for w in FRESH if R[w]["valid"]]''')
+rep('''if not SEEN_OK: why.append("seen d'un bras avec trained_frac < 0,99 ou non vérifiable")''',
+'''if not SEEN_OK: why.append("seen d'un bras avec trained_frac < 0,99 ou non vérifiable")
+if not EPT_OK: why.append("tokenisation commune non vérifiée (r3-a) : " + " / ".join(f"{x} {EPT_CHECK[x].get('reason')}" for x in ("ref", "cand") if not EPT_CHECK[x]["ok"]))
+if not all(TOK_ID.values()): why.append("cibles non identiques sur la plage commune (r3-b) : " + ", ".join(w for w in EVALW if not TOK_ID[w]))''')
+rep('''if BUDGET_OK and SEEN_OK and SCALE_OK and FV:''', '''if BUDGET_OK and SEEN_OK and SCALE_OK and TOK_OK and FV:''')
+rep('''"revision": "r2", "alpha": ALPHA,''', '''"revision": "r3-draft (NON FIGÉ)", "common_tokenisation": COMMON_TOK, "alpha": ALPHA,''')
+rep('''ou aucune fraîche valide",
+       "bootstrap"''', '''ou aucune fraîche valide ; r3 : NON MESURABLE aussi si la tokenisation commune n'est pas vérifiée (EPT des ckpts ≠ empreinte déclarée, ckpt ≠ run) ou si les cibles diffèrent sur la plage commune d'une fenêtre",
+       "bootstrap"''')
+rep('''       f"Budgets : {json.dumps(BUD)}''', '''       f"Tokenisation commune (r3) : EPT {COMMON_EPT_LOG2P_SHA[:16]}… {COMMON_EPT_PARAMS} — réf {EPT_CHECK['ref']['ok']} / cand {EPT_CHECK['cand']['ok']} ; cibles identiques (plage commune) : {json.dumps(TOK_ID)} → {'OK' if TOK_OK else 'NON OK'}.",
+       f"Budgets : {json.dumps(BUD)}''')
+rep('''"Précision fused APPARIÉE (%) sur les cibles identiques (tgt_start, tgt_len) in-vocab dans les DEUX bras (v4.2).", "",''',
+'''"Précision fused APPARIÉE (%) sur les cibles identiques (tgt_start, tgt_len) in-vocab dans les DEUX bras (v4.2) ; r3 : tokenisation commune (même EPT, mêmes cibles, mêmes contextes).", "",''')
+open(f"{D}/verdict_CS1.r3_draft.py", "w").write(s); print("écrit", hashlib.sha256(s.encode()).hexdigest())
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/test_train_patch_r3.py b/results/hashing/code_scale_v1/drafts_r3_cs1/test_train_patch_r3.py
new file mode 100644
index 0000000000000000000000000000000000000000..ae7122ca649f8bee11c0aa013d896bbee35f283d
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/test_train_patch_r3.py
@@ -0,0 +1,27 @@
+#!/usr/bin/env python3
+"""BROUILLON r3 — test LÉGER du remplacement d'EPT de train_cs1_r3_draft.py (aucun entraînement, aucun SPIRA.build complet) :
+reproduit les 2 appels EPT de SPIRA.build (fit [:2 Mo], calibrate [2 ; 2,4 Mo)) sur les 2,4 premiers Mo de chaque échantillon.
+T1 : sans patch, EPT(v1b) == EPT commune (le témoin n'est pas modifié par r3). T2 : avec patch, EPT(mix) == EPT commune.
+T3 : sans patch, EPT(mix) != EPT commune (contrôle : le patch est nécessaire). T4 : segmentation d'une fenêtre identique entre bras patchés."""
+import sys, os, hashlib, importlib.util, numpy as np
+sys.path.insert(0, "/workspace/SPIRA/python"); from spira.ept import EPT; from spira.model import SPIRAConfig
+D = os.path.dirname(os.path.abspath(__file__)); S = "/workspace/spira_shared"
+spec = importlib.util.spec_from_file_location("tr3", f"{D}/train_cs1_r3_draft.py"); tr3 = importlib.util.module_from_spec(spec); spec.loader.exec_module(tr3)
+cfg = SPIRAConfig(vocab_size=16384, d_in=1024, snn_tokens=600000, am_tokens=1200000, epochs=2)
+V1B, MIX = f"{S}/hashing_gen/m8_v1b/sample/v1b_sample.bin", f"{S}/hashing_gen/code_scale_v1/sample/cs1_mix_sample.bin"
+def as_build(path):
+    h = open(path, "rb").read(2_400_000); e = EPT(budget_bits=16.0, min_len=cfg.min_len, max_len=cfg.max_len, alpha=cfg.alpha)
+    e.fit(h[:2_000_000]); e.calibrate(h[2_000_000:2_400_000], target_len=cfg.target_avg_len); return e
+fp = lambda e: (hashlib.sha256(np.ascontiguousarray(e.log2p, np.float32).tobytes()).hexdigest(), [float(e.budget_bits), int(e.min_len), int(e.max_len), float(e.alpha)])
+C = (tr3.COMMON_LOG2P_SHA, tr3.COMMON_PARAMS); R = {}
+R["T1_ctl_sans_patch_egal_commune"] = fp(as_build(V1B)) == C
+R["T3_mix_sans_patch_different"] = fp(as_build(MIX)) != C
+of, oc = EPT.fit, EPT.calibrate; tr3.install_common_ept()
+emix, ev1b = as_build(MIX), as_build(V1B)
+R["T2_mix_avec_patch_egal_commune"] = fp(emix) == C
+R["T2b_ctl_avec_patch_egal_commune"] = fp(ev1b) == C
+wd = open(f"{S}/spira_m7/windows/fresh_fr.bin", "rb").read()
+R["T4_fresh_fr_segmentation_identique"] = bool(np.array_equal(emix.boundaries(wd), ev1b.boundaries(wd)))
+EPT.fit, EPT.calibrate = of, oc
+for k, v in R.items(): print(("PASS " if v else "FAIL ") + k)
+print(f"{sum(R.values())}/{len(R)} PASS"); sys.exit(0 if all(R.values()) else 1)
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/RESULTS_SYNTH_r3.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/RESULTS_SYNTH_r3.json
new file mode 100644
index 0000000000000000000000000000000000000000..eaaf8f5f00e7284d2daf15ae2715ed41c49eb704
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/RESULTS_SYNTH_r3.json
@@ -0,0 +1,1323 @@
+[
+ {
+  "case": "a_gain_frais",
+  "desc": "gain significatif sur fc2, aucune autre différence ; r3 : taux 1,000 partout",
+  "attendu": "ADOPTÉ",
+  "obtenu": "ADOPTÉ",
+  "checks": {
+   "all_rates_1": true
+  },
+  "conforme": true,
+  "raisons": "",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "b1_gain_perte_fraiche",
+  "desc": "gain fc2 + perte significative fresh_en",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "perte(s) significative(s) : fresh_en",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [
+   "fresh_en"
+  ],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "b2_gain_perte_seen",
+  "desc": "gain fc2 + seen cand à 0 % (garde seen non apparié)",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "perte(s) significative(s) : seen (non apparié, Fisher)",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [
+   "seen (non apparié, Fisher)"
+  ],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 3.6910103552267424e-149,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "b3_gain_perte_queries",
+  "desc": "gain fc2 + perte significative queries (hors règle)",
+  "attendu": "ADOPTÉ",
+  "obtenu": "ADOPTÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "b4_gain_perte_test20k",
+  "desc": "gain fc2 + perte significative test20k strict",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "perte(s) significative(s) : test20k",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [
+   "test20k"
+  ],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "b5_seen_un_peu_bas_ns",
+  "desc": "gain fc2 + seen cand −20 hits / 1 000, non significatif",
+  "attendu": "ADOPTÉ",
+  "obtenu": "ADOPTÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.38678602351324315,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "b6_seen_cand_plus_haut",
+  "desc": "gain fc2 + seen cand +200 hits / 1 000",
+  "attendu": "ADOPTÉ",
+  "obtenu": "ADOPTÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 4.141338000811789e-19,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "b7_seen_perte_sans_gain",
+  "desc": "aucun gain + seen cand à 0 %",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "aucun gain significatif sur une fenêtre fraîche valide; perte(s) significative(s) : seen (non apparié, Fisher)",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [],
+  "losses": [
+   "seen (non apparié, Fisher)"
+  ],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 3.6910103552267424e-149,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "c1_aucun_gain",
+  "desc": "bras identiques",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "aucun gain significatif sur une fenêtre fraîche valide",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "c2_gain_queries_seul",
+  "desc": "gain seulement sur queries (hors règle)",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "aucun gain significatif sur une fenêtre fraîche valide",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "d1_scale_ref_bas",
+  "desc": "gain fc2, fusion.scale réf 0,02",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {},
+  "conforme": true,
+  "raisons": "fusion.scale hors [0.03 ; 0.11] : réf 0.02 / cand 0.07",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "d2_scale_cand_haut",
+  "desc": "gain fc2, fusion.scale cand 0,12",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {},
+  "conforme": true,
+  "raisons": "fusion.scale hors [0.03 ; 0.11] : réf 0.07 / cand 0.12",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "d3_scale_bornes",
+  "desc": "gain fc2, fusion.scale 0,03 / 0,11",
+  "attendu": "ADOPTÉ",
+  "obtenu": "ADOPTÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "d4_scale_absent",
+  "desc": "gain fc2, cal.scale absent côté cand",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {},
+  "conforme": true,
+  "raisons": "fusion.scale hors [0.03 ; 0.11] : réf 0.07 / cand None",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "e1_appariement_60",
+  "desc": "cibles fc2 différentes (taux plage commune 0,60), gain fc2",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true,
+   "window_reason_absent": true
+  },
+  "conforme": true,
+  "raisons": "cibles non identiques sur la plage commune (r3-b) : fc2",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 0.6004,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "e2_appariement_40",
+  "desc": "cibles fc2 différentes (taux 0,40), gain fc2",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true,
+   "window_reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "cibles non identiques sur la plage commune (r3-b) : fc2",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 0.4,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "e3_appariement_50",
+  "desc": "cibles fc2 différentes (taux 0,5002), gain fc2",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true,
+   "window_reason_absent": true
+  },
+  "conforme": true,
+  "raisons": "cibles non identiques sur la plage commune (r3-b) : fc2",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 0.5002,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "e3b_appariement_4996",
+  "desc": "cibles fc2 différentes (taux 0,4996), gain fc2",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true,
+   "window_reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "cibles non identiques sur la plage commune (r3-b) : fc2",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 0.4996,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "e4_appariement_45_denominateur",
+  "desc": "cibles fc2 différentes (taux 0,62), perte fc2 + gain fresh_en",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "cibles non identiques sur la plage commune (r3-b) : fc2",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fresh_en"
+  ],
+  "losses": [
+   "fc2"
+  ],
+  "rates": {
+   "fc2": 0.6207,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "e5_tout_sous_50",
+  "desc": "taux 0,40 sur les 5 fraîches",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "cibles non identiques sur la plage commune (r3-b) : fc2, fresh_en, fresh_fr, test20k, test_v3; aucune fenêtre fraîche valide",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 0.4,
+   "fresh_en": 0.4,
+   "fresh_fr": 0.4,
+   "test20k": 0.4,
+   "test_v3": 0.4,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "f1_broad_dans_eval",
+  "desc": "npz fc2 de sha e89725bb…",
+  "attendu": "AssertionError",
+  "obtenu": "AssertionError",
+  "checks": {},
+  "conforme": true,
+  "raisons": "ref:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_ref/ctl__fc2.npz: window_sha256 e89725bb… (broad_*_test) — interdit en CS1"
+ },
+ {
+  "case": "f2_broad_fichier_en_plus",
+  "desc": "ctl__broad_local_v1_test.npz (e89725bb…) en plus",
+  "attendu": "AssertionError",
+  "obtenu": "AssertionError",
+  "checks": {},
+  "conforme": true,
+  "raisons": "ref:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_ref/ctl__broad_local_v1_test.npz: nom de fenêtre EXCLUE (broad_*_test) — interdit en CS1"
+ },
+ {
+  "case": "f3_nom_broad_sha_neutre",
+  "desc": "ctl__broad_gutenberg_v1_test.npz (nom exclu, sha fc2) côté cand",
+  "attendu": "AssertionError",
+  "obtenu": "AssertionError",
+  "checks": {},
+  "conforme": true,
+  "raisons": "cand:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_cand/ctl__broad_gutenberg_v1_test.npz: nom de fenêtre EXCLUE (broad_*_test) — interdit en CS1"
+ },
+ {
+  "case": "f4_broad_sous_dossier",
+  "desc": "npz e89725bb… dans runs_ref/ckpt_ctl/x.npz",
+  "attendu": "AssertionError",
+  "obtenu": "AssertionError",
+  "checks": {},
+  "conforme": true,
+  "raisons": "ref:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_ref/ckpt_ctl/x.npz: window_sha256 e89725bb… (broad_*_test) — interdit en CS1"
+ },
+ {
+  "case": "f5_npz_modele_present",
+  "desc": "ctl.npz (ckpt EPT commune) + ckpt_ctl/epoch1.npz dans les deux dossiers, gain fc2",
+  "attendu": "ADOPTÉ",
+  "obtenu": "ADOPTÉ",
+  "checks": {
+   "n_inputs_npz": true
+  },
+  "conforme": true,
+  "raisons": "",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 18
+ },
+ {
+  "case": "g1_recompte_mix_absent",
+  "desc": "gain fc2, recompte mix absent",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {},
+  "conforme": true,
+  "raisons": "aucune fenêtre fraîche valide",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "g2_recompte_mix_mauvais_sha",
+  "desc": "gain fc2, recompte mix sha faux",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {},
+  "conforme": true,
+  "raisons": "aucune fenêtre fraîche valide",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "g3_recompte_mix_sha_fenetre_faux",
+  "desc": "gain fc2, window_sha256 fc2 faux au recompte mix",
+  "attendu": "AssertionError",
+  "obtenu": "AssertionError",
+  "checks": {},
+  "conforme": true,
+  "raisons": "fc2: window_sha256 recompte mix != npz (r2-e)"
+ },
+ {
+  "case": "h1_test_v3_sans_GO",
+  "desc": "gain test_v3 seul, GO_CS1 absent",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "aucun gain significatif sur une fenêtre fraîche valide",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k"
+  ],
+  "gains": [],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "h2_budget_inegal",
+  "desc": "gain fc2, am_tokens cand 1 000 000",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {},
+  "conforme": true,
+  "raisons": "budgets réf/cand inégaux : am_tokens",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "i1_bras_cm_refuse",
+  "desc": "--cand-arm cm",
+  "attendu": "SystemExit",
+  "obtenu": "SystemExit",
+  "checks": {},
+  "conforme": true,
+  "raisons": "2"
+ },
+ {
+  "case": "j1_ckpt_cand_absent",
+  "desc": "gain fc2, ckpt cand absent (EPT invérifiable)",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "tokenisation commune non vérifiée (r3-a) : cand ckpt absent",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": false
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 15
+ },
+ {
+  "case": "j2_ept_cand_propre_mix",
+  "desc": "gain fc2, cand entraîné avec SON EPT (ajustée sur cs1_mix_sample, comme r2)",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "tokenisation commune non vérifiée (r3-a) : cand log2p ≠ EPT commune, ept_params ≠ EPT commune",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": false
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "j3_budget_bits_cand_different",
+  "desc": "gain fc2, log2p commune mais budget_bits cand 15,489",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "tokenisation commune non vérifiée (r3-a) : cand ept_params ≠ EPT commune",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": false
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "j4_ckpt_sha_different_results",
+  "desc": "gain fc2, sha du ckpt cand ≠ ckpt_sha256 de results.jsonl",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "tokenisation commune non vérifiée (r3-a) : cand sha ckpt ≠ ckpt_sha256 results.jsonl",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": false
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "j5_ckpt_ref_sans_log2p",
+  "desc": "gain fc2, ckpt réf sans log2p / ept_params",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "tokenisation commune non vérifiée (r3-a) : ref log2p / ept_params absents du ckpt",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": false,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "j6_log2p_float64",
+  "desc": "gain fc2, log2p réf en float64 (mêmes valeurs ; SPIRA.save écrit float32)",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "tokenisation commune non vérifiée (r3-a) : ref log2p ≠ EPT commune",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": false,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "j7_eval_cand_tronquee_3000",
+  "desc": "gain fc2, éval cand fc2 tronquée à 3 000 positions (même préfixe) : plage commune, taux 1,000",
+  "attendu": "ADOPTÉ",
+  "obtenu": "ADOPTÉ",
+  "checks": {
+   "all_rates_1": true
+  },
+  "conforme": true,
+  "raisons": "",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "j8_cibles_queries_differentes",
+  "desc": "gain fc2, cibles différentes sur queries seulement (hors règle)",
+  "attendu": "NON MESURABLE",
+  "obtenu": "NON MESURABLE",
+  "checks": {
+   "reason_contains": true
+  },
+  "conforme": true,
+  "raisons": "cibles non identiques sur la plage commune (r3-b) : queries",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 0.6004
+  },
+  "tok_ok": false,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ },
+ {
+  "case": "j9_ept_commune_les_deux_perte",
+  "desc": "gain fc2 + perte fresh_fr, EPT commune OK",
+  "attendu": "REJETÉ",
+  "obtenu": "REJETÉ",
+  "checks": {},
+  "conforme": true,
+  "raisons": "perte(s) significative(s) : fresh_fr",
+  "script_sha256": "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430",
+  "revision": "r3-draft (NON FIGÉ)",
+  "fresh_valid": [
+   "fc2",
+   "fresh_en",
+   "fresh_fr",
+   "test20k",
+   "test_v3"
+  ],
+  "gains": [
+   "fc2"
+  ],
+  "losses": [
+   "fresh_fr"
+  ],
+  "rates": {
+   "fc2": 1.0,
+   "fresh_en": 1.0,
+   "fresh_fr": 1.0,
+   "test20k": 1.0,
+   "test_v3": 1.0,
+   "queries": 1.0
+  },
+  "tok_ok": true,
+  "ept_ok": {
+   "ref": true,
+   "cand": true
+  },
+  "seen_fisher_p": 0.41236097478755496,
+  "n_inputs_npz": 16
+ }
+]
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/RESULTS_SYNTH_r3.md b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/RESULTS_SYNTH_r3.md
new file mode 100644
index 0000000000000000000000000000000000000000..29b6fda7ec267e3816ee02796d705deaef5d573c
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/RESULTS_SYNTH_r3.md
@@ -0,0 +1,44 @@
+# Tests SYNTHÉTIQUES verdict_CS1.r3_draft.py — BROUILLON r3 — 40/40 conformes
+
+| cas | description | attendu r3 | obtenu | contrôles en plus | conforme | raisons (script) |
+|---|---|---|---|---|---|---|
+| a_gain_frais | gain significatif sur fc2, aucune autre différence ; r3 : taux 1,000 partout | ADOPTÉ | **ADOPTÉ** | all_rates_1=True | oui |  |
+| b1_gain_perte_fraiche | gain fc2 + perte significative fresh_en | REJETÉ | **REJETÉ** | — | oui | perte(s) significative(s) : fresh_en |
+| b2_gain_perte_seen | gain fc2 + seen cand à 0 % (garde seen non apparié) | REJETÉ | **REJETÉ** | — | oui | perte(s) significative(s) : seen (non apparié, Fisher) |
+| b3_gain_perte_queries | gain fc2 + perte significative queries (hors règle) | ADOPTÉ | **ADOPTÉ** | — | oui |  |
+| b4_gain_perte_test20k | gain fc2 + perte significative test20k strict | REJETÉ | **REJETÉ** | — | oui | perte(s) significative(s) : test20k |
+| b5_seen_un_peu_bas_ns | gain fc2 + seen cand −20 hits / 1 000, non significatif | ADOPTÉ | **ADOPTÉ** | — | oui |  |
+| b6_seen_cand_plus_haut | gain fc2 + seen cand +200 hits / 1 000 | ADOPTÉ | **ADOPTÉ** | — | oui |  |
+| b7_seen_perte_sans_gain | aucun gain + seen cand à 0 % | REJETÉ | **REJETÉ** | — | oui | aucun gain significatif sur une fenêtre fraîche valide; perte(s) significative(s) : seen (non apparié, Fisher) |
+| c1_aucun_gain | bras identiques | REJETÉ | **REJETÉ** | — | oui | aucun gain significatif sur une fenêtre fraîche valide |
+| c2_gain_queries_seul | gain seulement sur queries (hors règle) | REJETÉ | **REJETÉ** | — | oui | aucun gain significatif sur une fenêtre fraîche valide |
+| d1_scale_ref_bas | gain fc2, fusion.scale réf 0,02 | NON MESURABLE | **NON MESURABLE** | — | oui | fusion.scale hors [0.03 ; 0.11] : réf 0.02 / cand 0.07 |
+| d2_scale_cand_haut | gain fc2, fusion.scale cand 0,12 | NON MESURABLE | **NON MESURABLE** | — | oui | fusion.scale hors [0.03 ; 0.11] : réf 0.07 / cand 0.12 |
+| d3_scale_bornes | gain fc2, fusion.scale 0,03 / 0,11 | ADOPTÉ | **ADOPTÉ** | — | oui |  |
+| d4_scale_absent | gain fc2, cal.scale absent côté cand | NON MESURABLE | **NON MESURABLE** | — | oui | fusion.scale hors [0.03 ; 0.11] : réf 0.07 / cand None |
+| e1_appariement_60 | cibles fc2 différentes (taux plage commune 0,60), gain fc2 | NON MESURABLE | **NON MESURABLE** | reason_contains=True, window_reason_absent=True | oui | cibles non identiques sur la plage commune (r3-b) : fc2 |
+| e2_appariement_40 | cibles fc2 différentes (taux 0,40), gain fc2 | NON MESURABLE | **NON MESURABLE** | reason_contains=True, window_reason_contains=True | oui | cibles non identiques sur la plage commune (r3-b) : fc2 |
+| e3_appariement_50 | cibles fc2 différentes (taux 0,5002), gain fc2 | NON MESURABLE | **NON MESURABLE** | reason_contains=True, window_reason_absent=True | oui | cibles non identiques sur la plage commune (r3-b) : fc2 |
+| e3b_appariement_4996 | cibles fc2 différentes (taux 0,4996), gain fc2 | NON MESURABLE | **NON MESURABLE** | reason_contains=True, window_reason_contains=True | oui | cibles non identiques sur la plage commune (r3-b) : fc2 |
+| e4_appariement_45_denominateur | cibles fc2 différentes (taux 0,62), perte fc2 + gain fresh_en | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | cibles non identiques sur la plage commune (r3-b) : fc2 |
+| e5_tout_sous_50 | taux 0,40 sur les 5 fraîches | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | cibles non identiques sur la plage commune (r3-b) : fc2, fresh_en, fresh_fr, test20k, test_v3; aucune fenêtre fraîche valide |
+| f1_broad_dans_eval | npz fc2 de sha e89725bb… | AssertionError | **AssertionError** | — | oui | ref:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_ref/ctl__fc2.npz: window_sha256 e89725bb… (broad_*_ |
+| f2_broad_fichier_en_plus | ctl__broad_local_v1_test.npz (e89725bb…) en plus | AssertionError | **AssertionError** | — | oui | ref:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_ref/ctl__broad_local_v1_test.npz: nom de fenê |
+| f3_nom_broad_sha_neutre | ctl__broad_gutenberg_v1_test.npz (nom exclu, sha fc2) côté cand | AssertionError | **AssertionError** | — | oui | cand:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_cand/ctl__broad_gutenberg_v1_test.npz: nom de |
+| f4_broad_sous_dossier | npz e89725bb… dans runs_ref/ckpt_ctl/x.npz | AssertionError | **AssertionError** | — | oui | ref:/workspace/spira_shared/hashing_gen/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_ref/ckpt_ctl/x.npz: window_sha256 e89725bb… (bro |
+| f5_npz_modele_present | ctl.npz (ckpt EPT commune) + ckpt_ctl/epoch1.npz dans les deux dossiers, gain fc2 | ADOPTÉ | **ADOPTÉ** | n_inputs_npz=True | oui |  |
+| g1_recompte_mix_absent | gain fc2, recompte mix absent | NON MESURABLE | **NON MESURABLE** | — | oui | aucune fenêtre fraîche valide |
+| g2_recompte_mix_mauvais_sha | gain fc2, recompte mix sha faux | NON MESURABLE | **NON MESURABLE** | — | oui | aucune fenêtre fraîche valide |
+| g3_recompte_mix_sha_fenetre_faux | gain fc2, window_sha256 fc2 faux au recompte mix | AssertionError | **AssertionError** | — | oui | fc2: window_sha256 recompte mix != npz (r2-e) |
+| h1_test_v3_sans_GO | gain test_v3 seul, GO_CS1 absent | REJETÉ | **REJETÉ** | — | oui | aucun gain significatif sur une fenêtre fraîche valide |
+| h2_budget_inegal | gain fc2, am_tokens cand 1 000 000 | NON MESURABLE | **NON MESURABLE** | — | oui | budgets réf/cand inégaux : am_tokens |
+| i1_bras_cm_refuse | --cand-arm cm | SystemExit | **SystemExit** | — | oui | 2 |
+| j1_ckpt_cand_absent | gain fc2, ckpt cand absent (EPT invérifiable) | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | tokenisation commune non vérifiée (r3-a) : cand ckpt absent |
+| j2_ept_cand_propre_mix | gain fc2, cand entraîné avec SON EPT (ajustée sur cs1_mix_sample, comme r2) | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | tokenisation commune non vérifiée (r3-a) : cand log2p ≠ EPT commune, ept_params ≠ EPT commune |
+| j3_budget_bits_cand_different | gain fc2, log2p commune mais budget_bits cand 15,489 | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | tokenisation commune non vérifiée (r3-a) : cand ept_params ≠ EPT commune |
+| j4_ckpt_sha_different_results | gain fc2, sha du ckpt cand ≠ ckpt_sha256 de results.jsonl | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | tokenisation commune non vérifiée (r3-a) : cand sha ckpt ≠ ckpt_sha256 results.jsonl |
+| j5_ckpt_ref_sans_log2p | gain fc2, ckpt réf sans log2p / ept_params | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | tokenisation commune non vérifiée (r3-a) : ref log2p / ept_params absents du ckpt |
+| j6_log2p_float64 | gain fc2, log2p réf en float64 (mêmes valeurs ; SPIRA.save écrit float32) | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | tokenisation commune non vérifiée (r3-a) : ref log2p ≠ EPT commune |
+| j7_eval_cand_tronquee_3000 | gain fc2, éval cand fc2 tronquée à 3 000 positions (même préfixe) : plage commune, taux 1,000 | ADOPTÉ | **ADOPTÉ** | all_rates_1=True | oui |  |
+| j8_cibles_queries_differentes | gain fc2, cibles différentes sur queries seulement (hors règle) | NON MESURABLE | **NON MESURABLE** | reason_contains=True | oui | cibles non identiques sur la plage commune (r3-b) : queries |
+| j9_ept_commune_les_deux_perte | gain fc2 + perte fresh_fr, EPT commune OK | REJETÉ | **REJETÉ** | — | oui | perte(s) significative(s) : fresh_fr |
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ecb3f6686cc1e46c6c7a69cbf39239ef1b6e095
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "a_gain_frais",
+ "description": "gain significatif sur fc2, aucune autre différence ; r3 : taux 1,000 partout",
+ "expected_consigne": "ADOPTÉ",
+ "expected_predecl": "ADOPTÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "all_rates_1": true
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_a_gain_frais/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..19a1222a8455980240e0de220a10db71df25b653
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "b1_gain_perte_fraiche",
+ "description": "gain fc2 + perte significative fresh_en",
+ "expected_consigne": "REJETÉ",
+ "expected_predecl": "REJETÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b1_gain_perte_fraiche/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a0bd6c9076e7470ec9fb129b1b0a26000c9c111
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "b2_gain_perte_seen",
+ "description": "gain fc2 + seen cand à 0 % (garde seen non apparié)",
+ "expected_consigne": "REJETÉ",
+ "expected_predecl": "REJETÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b2_gain_perte_seen/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..35d5a5dcdda066d0a09427f7983a5adad44b2ba4
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "b5_seen_un_peu_bas_ns",
+ "description": "gain fc2 + seen cand −20 hits / 1 000, non significatif",
+ "expected_consigne": "ADOPTÉ",
+ "expected_predecl": "ADOPTÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b5_seen_un_peu_bas_ns/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..a3f78fbc6b6913b21600275f19363c173a1395f5
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "b6_seen_cand_plus_haut",
+ "description": "gain fc2 + seen cand +200 hits / 1 000",
+ "expected_consigne": "ADOPTÉ",
+ "expected_predecl": "ADOPTÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b6_seen_cand_plus_haut/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..b5e0766795e39abc4ba3a6506c51cf8eaa6a80ae
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "b7_seen_perte_sans_gain",
+ "description": "aucun gain + seen cand à 0 %",
+ "expected_consigne": "REJETÉ",
+ "expected_predecl": "REJETÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_b7_seen_perte_sans_gain/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..9e98f66a34db29025afa4901d2dc51d1f99a0149
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "c1_aucun_gain",
+ "description": "bras identiques",
+ "expected_consigne": "REJETÉ",
+ "expected_predecl": "REJETÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_c1_aucun_gain/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..6da4eda7e7cf47f7cb481d6726b9fff93f18d3da
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "d1_scale_ref_bas",
+ "description": "gain fc2, fusion.scale réf 0,02",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e8e6b86745c4ca23b8153ee0023c7be0ab93ba72
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d1_scale_ref_bas/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.02}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..197b028a538811a136699c6e68504d64f40a74e9
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "d2_scale_cand_haut",
+ "description": "gain fc2, fusion.scale cand 0,12",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..607589ca4bf8356e8e9cb6f5d8a1e7d6b7b1e1d2
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.12}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d2_scale_cand_haut/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1ffd74c2adfad680df957884a11e9e427d272fe
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "d3_scale_bornes",
+ "description": "gain fc2, fusion.scale 0,03 / 0,11",
+ "expected_consigne": "ADOPTÉ",
+ "expected_predecl": "ADOPTÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0a5332877979c2ec1456cd822b8ace81b0e5f118
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.11}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..452bc534cc621f423cf458276f1049c9223b93fa
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d3_scale_bornes/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.03}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2fe7826329656b1bdb65f04760727b62c882b80
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "d4_scale_absent",
+ "description": "gain fc2, cal.scale absent côté cand",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c5d96baffac45fbd8e3eeacbee842bb3a7f7d309
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_d4_scale_absent/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd9963d1096e109694f7a79488c6ee2be00f5357
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/case.json
@@ -0,0 +1,16 @@
+{
+ "case": "e1_appariement_60",
+ "description": "cibles fc2 différentes (taux plage commune 0,60), gain fc2",
+ "expected_consigne": "NON MESURABLE (r3-b)",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "cibles non identiques",
+  "window_reason_absent": [
+   "fc2",
+   "appariement"
+  ]
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e1_appariement_60/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..90c1dedb547d1da314af5cdaa5ca3e1e7b830625
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/case.json
@@ -0,0 +1,16 @@
+{
+ "case": "e2_appariement_40",
+ "description": "cibles fc2 différentes (taux 0,40), gain fc2",
+ "expected_consigne": "NON MESURABLE (r3-b)",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "cibles non identiques",
+  "window_reason_contains": [
+   "fc2",
+   "appariement (plage commune) 0.400 < 0.5"
+  ]
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e2_appariement_40/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..9e1abce436c576112ef5065c9b62cd58cef6d2e7
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/case.json
@@ -0,0 +1,16 @@
+{
+ "case": "e3_appariement_50",
+ "description": "cibles fc2 différentes (taux 0,5002), gain fc2",
+ "expected_consigne": "NON MESURABLE (r3-b)",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "cibles non identiques",
+  "window_reason_absent": [
+   "fc2",
+   "appariement"
+  ]
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3_appariement_50/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2635ca35e5a23bc03bc5648e7d4556464a0f43c
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/case.json
@@ -0,0 +1,16 @@
+{
+ "case": "e3b_appariement_4996",
+ "description": "cibles fc2 différentes (taux 0,4996), gain fc2",
+ "expected_consigne": "NON MESURABLE (r3-b)",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "cibles non identiques",
+  "window_reason_contains": [
+   "fc2",
+   "appariement (plage commune) 0.500 < 0.5"
+  ]
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e3b_appariement_4996/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..6a10e33d4cb8b7161e066e6ab1ad98648ee9acda
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "e4_appariement_45_denominateur",
+ "description": "cibles fc2 différentes (taux 0,62), perte fc2 + gain fresh_en",
+ "expected_consigne": "NON MESURABLE (r3-b ; plus d'exclusion silencieuse)",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "cibles non identiques"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e4_appariement_45_denominateur/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebefe30061d960f0566c70bd9be1748ee050574e
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "e5_tout_sous_50",
+ "description": "taux 0,40 sur les 5 fraîches",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "aucune fenêtre fraîche valide"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_e5_tout_sous_50/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..8af4ec629e0d9ff0361401411ab0f3e5c66228f0
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "f1_broad_dans_eval",
+ "description": "npz fc2 de sha e89725bb…",
+ "expected_consigne": "AssertionError",
+ "expected_predecl": "AssertionError",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f1_broad_dans_eval/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..23c377d33a52fce817f8ac32f63d4d0681fade2a
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "f2_broad_fichier_en_plus",
+ "description": "ctl__broad_local_v1_test.npz (e89725bb…) en plus",
+ "expected_consigne": "AssertionError",
+ "expected_predecl": "AssertionError",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f2_broad_fichier_en_plus/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..0367956dced657817a9705b069984c1c55c00e9f
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "f3_nom_broad_sha_neutre",
+ "description": "ctl__broad_gutenberg_v1_test.npz (nom exclu, sha fc2) côté cand",
+ "expected_consigne": "AssertionError",
+ "expected_predecl": "AssertionError",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f3_nom_broad_sha_neutre/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..28b760cb0a577860f2f3fcca41ee8325554b48e4
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "f4_broad_sous_dossier",
+ "description": "npz e89725bb… dans runs_ref/ckpt_ctl/x.npz",
+ "expected_consigne": "AssertionError",
+ "expected_predecl": "AssertionError",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f4_broad_sous_dossier/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..98fff36ea93ed85cfca80319fff5641f775c00eb
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "f5_npz_modele_present",
+ "description": "ctl.npz (ckpt EPT commune) + ckpt_ctl/epoch1.npz dans les deux dossiers, gain fc2",
+ "expected_consigne": "ADOPTÉ",
+ "expected_predecl": "ADOPTÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "n_inputs_npz": 18
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_f5_npz_modele_present/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..78cc43232c0e596fcf863d3033a49d87b8981e79
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "g1_recompte_mix_absent",
+ "description": "gain fc2, recompte mix absent",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g1_recompte_mix_absent/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..ded5b242d5f98d2654bd180473620801e021abd1
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "0000000000000000000000000000000000000000000000000000000000000000",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..01c57d41e9540dac2edff7a235be23535ed43dce
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "g2_recompte_mix_mauvais_sha",
+ "description": "gain fc2, recompte mix sha faux",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g2_recompte_mix_mauvais_sha/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..557ed8c82a595cbb655184aace1df785458af793
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "0000000000000000000000000000000000000000000000000000000000000000"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1fc4b66d43542fcfa140dfcd65ad40c60ac990f
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "g3_recompte_mix_sha_fenetre_faux",
+ "description": "gain fc2, window_sha256 fc2 faux au recompte mix",
+ "expected_consigne": "AssertionError",
+ "expected_predecl": "AssertionError",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_g3_recompte_mix_sha_fenetre_faux/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..154cf57fcce8bc43f755cf933d85f0cd35b5923e
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "h2_budget_inegal",
+ "description": "gain fc2, am_tokens cand 1 000 000",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f1206d1c43324d060d13fac26a0ac4c5223fc161
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1000000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_h2_budget_inegal/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..e7a9038921a4d0fe9529e6e7ac7c4effb88e2372
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/case.json
@@ -0,0 +1,13 @@
+{
+ "case": "i1_bras_cm_refuse",
+ "description": "--cand-arm cm",
+ "expected_consigne": "SystemExit",
+ "expected_predecl": "SystemExit",
+ "SYNTHETIQUE": true,
+ "extra_args": [
+  "--cand-arm",
+  "cm"
+ ],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_i1_bras_cm_refuse/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..1116e347ab12e7bb9f9d2a21e4c6463f2c0e658b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "j1_ckpt_cand_absent",
+ "description": "gain fc2, ckpt cand absent (EPT invérifiable)",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "ckpt absent"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ed0a311053ac1865df19b0ec6470243815b57b11
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": null}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j1_ckpt_cand_absent/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..73dabf2c8521708fdec266353c0100d821fff4de
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "j2_ept_cand_propre_mix",
+ "description": "gain fc2, cand entraîné avec SON EPT (ajustée sur cs1_mix_sample, comme r2)",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "log2p ≠ EPT commune"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b99ad58e39c2ed0c0c630677947f4e933a2ecb3c
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "067126397ed3dc422faec302055e367bda11eed527d462656f11395c1e82954c"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j2_ept_cand_propre_mix/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a9a8be8b21fcdaa3e34f447e45e7847c7ebe4c8
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "j3_budget_bits_cand_different",
+ "description": "gain fc2, log2p commune mais budget_bits cand 15,489",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "ept_params ≠ EPT commune"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6837948a6ca586478c0c3a3a139a07ee8ca842f3
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "a5b905c55c3d77b26c6ca0f1651123ea2bc16965913523181703f56e07d2f366"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j3_budget_bits_cand_different/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..c36c2fe2cfa033132e75102a469e33cefdf7bf83
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "j4_ckpt_sha_different_results",
+ "description": "gain fc2, sha du ckpt cand ≠ ckpt_sha256 de results.jsonl",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "sha ckpt ≠ ckpt_sha256"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..72dd81bd33a3dccfdc94c2ee38b46aed220b646e
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "0000000000000000000000000000000000000000000000000000000000000000"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j4_ckpt_sha_different_results/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..092ff2feb64073e91dc4eb49ccbf02fcf76e70c5
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "j5_ckpt_ref_sans_log2p",
+ "description": "gain fc2, ckpt réf sans log2p / ept_params",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "log2p / ept_params absents"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..14e33f93f9549631c410dd2b5846aa340c23e387
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j5_ckpt_ref_sans_log2p/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "eebb3e22c8a00d98cc388993693826b54dbd28211051b2fd98cfd00dc5344e66"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..213adeaf7b832882562eee5f57fb4b67bd891f30
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "j6_log2p_float64",
+ "description": "gain fc2, log2p réf en float64 (mêmes valeurs ; SPIRA.save écrit float32)",
+ "expected_consigne": "NON MESURABLE",
+ "expected_predecl": "NON MESURABLE",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "reason_contains": "log2p ≠ EPT commune"
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..005f846587a7ce3364fddf19ba54b4178211d61e
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j6_log2p_float64/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "22c5599e8a5c86b8113e5cd4b2df6f23fd3f65f65c16d73cd41f083a8993de72"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..418eb50ad77f0e82f6ad42ff15822a4a18589d46
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/case.json
@@ -0,0 +1,12 @@
+{
+ "case": "j7_eval_cand_tronquee_3000",
+ "description": "gain fc2, éval cand fc2 tronquée à 3 000 positions (même préfixe) : plage commune, taux 1,000",
+ "expected_consigne": "ADOPTÉ",
+ "expected_predecl": "ADOPTÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {
+  "all_rates_1": true
+ },
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j7_eval_cand_tronquee_3000/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_GO_CS1 b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_GO_CS1
new file mode 100644
index 0000000000000000000000000000000000000000..0681b52429af5015dfaa1b53331cd585960b85bd
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_GO_CS1
@@ -0,0 +1 @@
+SYNTHETIQUE — drapeau factice de test
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_recount64_cs1_mix_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_recount64_cs1_mix_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..c08f7013e50c77bf7fd4bc1ece18c2bef6eee6af
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_recount64_cs1_mix_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_recount64_v1b_sample.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_recount64_v1b_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbd8d5dc0568a558aea4be12cf1c31277c3ec828
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_recount64_v1b_sample.json
@@ -0,0 +1,30 @@
+{
+ "SYNTHETIQUE": true,
+ "sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b",
+ "windows": {
+  "fc2": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+  },
+  "m7_fresh_en": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+  },
+  "m7_fresh_fr": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+  },
+  "m7_test20k": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+  },
+  "corpus_v3_test": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "a6730bbe87555555555555555555555555555555555555555555555555555555"
+  },
+  "m7_queries": {
+   "confirmed_window_positions": 0,
+   "window_sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_scan64_code_scale_v1.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_scan64_code_scale_v1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad8bf3a651dec92e02d5a838548cbe2004e23e06
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/aux/SYNTH_scan64_code_scale_v1.json
@@ -0,0 +1,29 @@
+{
+ "SYNTHETIQUE": true,
+ "PASS": true,
+ "test_mode": false,
+ "stage_A": {
+  "code_delta": {
+   "per_window": {
+    "fc2": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_en": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_fresh_fr": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_test20k": {
+     "covered_window_byte_positions": 0
+    },
+    "corpus_v3_test": {
+     "covered_window_byte_positions": 0
+    },
+    "m7_queries": {
+     "covered_window_byte_positions": 0
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/case.json b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/case.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce550e68460b9a36bea813921089a0d3fb5f0ff2
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/case.json
@@ -0,0 +1,10 @@
+{
+ "case": "j9_ept_commune_les_deux_perte",
+ "description": "gain fc2 + perte fresh_fr, EPT commune OK",
+ "expected_consigne": "REJETÉ",
+ "expected_predecl": "REJETÉ",
+ "SYNTHETIQUE": true,
+ "extra_args": [],
+ "checks": {},
+ "r3": true
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/runs_cand/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/runs_cand/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25f96d259cd65b3d7dd74d6286af80dedf941493
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/runs_cand/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/runs_ref/results.jsonl b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/runs_ref/results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f5ccac0622bc570c31b684e2583ab344ea6817b
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/cases/SYNTH_j9_ept_commune_les_deux_perte/runs_ref/results.jsonl
@@ -0,0 +1 @@
+{"arm": "ctl", "snn_tokens": 600000, "am_tokens": 1200000, "epochs": 2, "ticks_per_epoch": [600000, 600000], "data_sha256": "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b", "cal": {"scale": 0.07}, "SYNTHETIQUE": "r\u00e9sultat d'entra\u00eenement FACTICE", "ckpt_sha256": "4b7cbbd3458ffe94acbb78549ec87e3ea9f34170bafd289aa19e6ca4f50e7a51"}
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/harness_SYNTH_r3.py b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/harness_SYNTH_r3.py
new file mode 100644
index 0000000000000000000000000000000000000000..27f013c6f7bf95bb4faab96180b4a3513cecb1d7
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/harness_SYNTH_r3.py
@@ -0,0 +1,41 @@
+#!/usr/bin/env python3
+"""SYNTHÉTIQUE — BROUILLON r3 — harnais de test de verdict_CS1.r3_draft.py (copie du harnais r2, seuls SCRIPT/SCRIPT_SHA changent) (SPIRA Hashing, 24 oct. 2026).
+Exécute le script ORIGINAL, octet pour octet (sha256 vérifié avant exécution), via runpy, sans copie ni modification.
+Seule intervention : redirection en LECTURE de 6 chemins auxiliaires codés en dur (recomptes réf/mix/v1b, scan code, GO_CS1, masque test20k)
+vers les fichiers factices du cas (dossier aux/ du cas). Les échantillons v1b_sample.bin et cs1_mix_sample.bin ne sont PAS redirigés :
+ils sont lus en lecture seule à leur vrai chemin (les contrôles de sha du « seen » passent donc sans toucher aux constantes de sha).
+Garde : toute ouverture en écriture hors de tests_synth/ lève une exception (rien n'est jamais écrit dans cs1/recount_mix/ ni ailleurs)."""
+import sys, os, builtins, hashlib, runpy, traceback
+import numpy as np
+S = "/workspace/spira_shared"; C1 = f"{S}/hashing_gen/code_scale_v1/cs1"; B8 = f"{S}/hashing_gen/m8_v1b"
+SCRIPT = f"{S}/hashing_gen/code_scale_v1/drafts_r3_cs1/verdict_CS1.r3_draft.py"; SCRIPT_SHA = "31f3d1374248d5aed17064862dbb29737af331d437985253cf7823ba7a0b3430"   # r3 BROUILLON (r2 : fc8f0861…)
+TS = os.path.dirname(os.path.abspath(__file__))
+case = os.path.abspath(sys.argv[1]); aux = f"{case}/aux"; out = f"{case}/out"
+REAL = {f"{B8}/sample/recount64_v1b_sample.json": f"{aux}/SYNTH_recount64_v1b_sample.json",
+        f"{C1}/recount_mix/recount64_cs1_mix_sample.json": f"{aux}/SYNTH_recount64_cs1_mix_sample.json",
+        f"{S}/hashing_gen/corpus_v1b/manifest_corpus_diverse_v1b.json": f"{aux}/SYNTH_manifest_corpus_diverse_v1b.json",
+        f"{S}/checker/recount/code_scale_v1_scan/scan64_code_scale_v1.json": f"{aux}/SYNTH_scan64_code_scale_v1.json",
+        f"{C1}/GO_CS1": f"{aux}/SYNTH_GO_CS1",
+        f"{S}/hashing_gen/lever2/verdict_AH1/mask_oldtest_strict.npz": f"{aux}/SYNTH_mask_oldtest_strict.npz"}
+def _map(p):
+    if isinstance(p, (str, bytes, os.PathLike)):
+        ap = os.path.abspath(os.fsdecode(p)); return REAL.get(ap, ap)
+    return p
+_open, _exists, _npload = builtins.open, os.path.exists, np.load
+def g_open(f, mode="r", *a, **k):
+    m = _map(f)
+    if isinstance(m, str) and any(c in mode for c in "wax+") and not m.startswith(TS + "/"):
+        raise PermissionError(f"HARNAIS SYNTHÉTIQUE : écriture interdite hors tests_synth/ : {m}")
+    return _open(m, mode, *a, **k)
+builtins.open = g_open
+os.path.exists = lambda p: _exists(_map(p))
+np.load = lambda f, *a, **k: _npload(_map(f), *a, **k)
+h = hashlib.sha256(_open(SCRIPT, "rb").read()).hexdigest()
+assert h == SCRIPT_SHA, f"script modifié : {h}"
+os.makedirs(out, exist_ok=True)
+import json as _json
+sys.argv = [SCRIPT, "--runs-ref", f"{case}/runs_ref", "--runs-cand", f"{case}/runs_cand", "--outdir", out] + _json.load(_open(f"{case}/case.json")).get("extra_args", [])
+try:
+    runpy.run_path(SCRIPT, run_name="__main__")
+except BaseException as e:
+    print(f"HARNESS_EXCEPTION {type(e).__name__}: {e}", flush=True); traceback.print_exc(); sys.exit(3)
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/make_synth_cases_r3.py b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/make_synth_cases_r3.py
new file mode 100644
index 0000000000000000000000000000000000000000..88d8e272893b506a6bcca3d43bad83d07826a56e
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/make_synth_cases_r3.py
@@ -0,0 +1,99 @@
+#!/usr/bin/env python3
+"""SYNTHÉTIQUE — BROUILLON r3 — fabrique les cas de test de verdict_CS1.r3_draft.py.
+Réutilise build() de cs1/tests_synth/make_synth_cases.py r2 (importé EN LECTURE, non modifié ; seul son CASES est redirigé ici), puis
+finalize() ajoute à chaque bras le ckpt <arm>.npz (log2p / ept_params, poids factices) et son sha dans results.jsonl (ckpt_sha256),
+comme train_m8v1b.py + SPIRA.save. L'EPT commune est la VRAIE (common_ept_cs1_r3.npz) ; l'EPT « propre au mix » (cas j2) est ajustée ici
+sur cs1_mix_sample.bin[:2,4 Mo] (recette SPIRA.build). Rien n'est lu dans les résultats M8 ; rien n'est écrit hors de tests_synth_r3/."""
+import os, sys, json, hashlib, importlib.util, numpy as np
+TS = os.path.dirname(os.path.abspath(__file__)); D = os.path.dirname(TS); S = "/workspace/spira_shared"
+spec = importlib.util.spec_from_file_location("mk2", f"{S}/hashing_gen/code_scale_v1/cs1/tests_synth/make_synth_cases.py")
+mk2 = importlib.util.module_from_spec(spec); spec.loader.exec_module(mk2); mk2.CASES = CASES = f"{TS}/cases"
+Z = np.load(f"{D}/common_ept_cs1_r3.npz"); LP = np.ascontiguousarray(Z["log2p"], np.float32); PR = np.asarray(Z["ept_params"], np.float64)
+sys.path.insert(0, "/workspace/SPIRA/python"); from spira.ept import EPT
+_h = open(f"{S}/hashing_gen/code_scale_v1/sample/cs1_mix_sample.bin", "rb").read(2_400_000)
+_e = EPT(budget_bits=16.0, min_len=2, max_len=32, alpha=0.5); _e.fit(_h[:2_000_000]); _e.calibrate(_h[2_000_000:], target_len=4.5)
+LP_MIX = np.ascontiguousarray(_e.log2p, np.float32); PR_MIX = np.array([_e.budget_bits, 2, 32, 0.5])
+def sha_file(p): return hashlib.sha256(open(p, "rb").read()).hexdigest()
+def ckpt(path, kind):
+    if kind == "absent": return
+    d = {"W_out": np.zeros((4, 4), np.float32), "SYNTHETIQUE": np.array("ckpt FACTICE — seules log2p / ept_params comptent")}
+    if kind != "no_keys":
+        lp, pr = {"own_mix": (LP_MIX, PR_MIX), "float64": (LP.astype(np.float64), PR)}.get(kind, (LP, PR))
+        if kind == "budget_off": pr = PR.copy(); pr[0] = 15.48876953125
+        d.update(log2p=lp, ept_params=pr)
+    np.savez(path, **d)
+def finalize(name, ref="common", cand="common", sha_mismatch=None, truncate=None, desc=None, checks=None):
+    d = f"{CASES}/SYNTH_{name}"
+    for side, kind in (("ref", ref), ("cand", cand)):
+        p = f"{d}/runs_{side}/ctl.npz"
+        if os.path.exists(p): os.remove(p)
+        ckpt(p, kind)
+        rp = f"{d}/runs_{side}/results.jsonl"; recs = [json.loads(l) for l in open(rp) if l.strip()]
+        for r in recs: r["ckpt_sha256"] = (sha_file(p) if os.path.exists(p) else None) if sha_mismatch != side else "0" * 64
+        open(rp, "w").write("".join(json.dumps(r) + "\n" for r in recs))
+    if truncate:   # (side, fenêtre, n) : éval tronquée à n positions (même préfixe)
+        side, w, n = truncate; p = f"{d}/runs_{side}/ctl__{w}.npz"; A = dict(np.load(p)); np.savez(p, **{k: (v[:n] if v.ndim == 1 and len(v) > n else v) for k, v in A.items()})
+    c = json.load(open(f"{d}/case.json")); c["checks"] = checks or {}; c["r3"] = True
+    if desc: c["description"] = desc
+    json.dump(c, open(f"{d}/case.json", "w"), indent=1, ensure_ascii=False)
+B, F = mk2.build, finalize
+G = {"fc2": "gain"}
+if __name__ == "__main__":
+    os.makedirs(CASES, exist_ok=True)
+    # --- cas r2 repris (ckpt EPT commune ajouté) : attendus r3 = attendus r2, sauf e* (tokenisation non identique ⇒ NON MESURABLE en r3-b)
+    B("a_gain_frais", "gain significatif sur fc2, aucune autre différence ; r3 : taux 1,000 partout", "ADOPTÉ", "ADOPTÉ", eff=G); F("a_gain_frais", checks={"all_rates_1": True})
+    B("b1_gain_perte_fraiche", "gain fc2 + perte significative fresh_en", "REJETÉ", "REJETÉ", eff={"fc2": "gain", "fresh_en": "loss"}); F("b1_gain_perte_fraiche")
+    B("b2_gain_perte_seen", "gain fc2 + seen cand à 0 % (garde seen non apparié)", "REJETÉ", "REJETÉ", eff=G, seen_cand_zero=True); F("b2_gain_perte_seen")
+    B("b5_seen_un_peu_bas_ns", "gain fc2 + seen cand −20 hits / 1 000, non significatif", "ADOPTÉ", "ADOPTÉ", eff=G, seen_cand=-20); F("b5_seen_un_peu_bas_ns")
+    B("b6_seen_cand_plus_haut", "gain fc2 + seen cand +200 hits / 1 000", "ADOPTÉ", "ADOPTÉ", eff=G, seen_cand=200); F("b6_seen_cand_plus_haut")
+    B("b7_seen_perte_sans_gain", "aucun gain + seen cand à 0 %", "REJETÉ", "REJETÉ", seen_cand_zero=True); F("b7_seen_perte_sans_gain")
+    B("b3_gain_perte_queries", "gain fc2 + perte significative queries (hors règle)", "ADOPTÉ", "ADOPTÉ", eff={"fc2": "gain", "queries": "loss"}); F("b3_gain_perte_queries")
+    B("b4_gain_perte_test20k", "gain fc2 + perte significative test20k strict", "REJETÉ", "REJETÉ", eff={"fc2": "gain", "test20k": "loss"}); F("b4_gain_perte_test20k")
+    B("c1_aucun_gain", "bras identiques", "REJETÉ", "REJETÉ"); F("c1_aucun_gain")
+    B("c2_gain_queries_seul", "gain seulement sur queries (hors règle)", "REJETÉ", "REJETÉ", eff={"queries": "gain"}); F("c2_gain_queries_seul")
+    B("d1_scale_ref_bas", "gain fc2, fusion.scale réf 0,02", "NON MESURABLE", "NON MESURABLE", eff=G, scale=(0.02, 0.07)); F("d1_scale_ref_bas")
+    B("d2_scale_cand_haut", "gain fc2, fusion.scale cand 0,12", "NON MESURABLE", "NON MESURABLE", eff=G, scale=(0.07, 0.12)); F("d2_scale_cand_haut")
+    B("d3_scale_bornes", "gain fc2, fusion.scale 0,03 / 0,11", "ADOPTÉ", "ADOPTÉ", eff=G, scale=(0.03, 0.11)); F("d3_scale_bornes")
+    B("d4_scale_absent", "gain fc2, cal.scale absent côté cand", "NON MESURABLE", "NON MESURABLE", eff=G, scale=(0.07, None)); F("d4_scale_absent")
+    B("e1_appariement_60", "cibles fc2 différentes (taux plage commune 0,60), gain fc2", "NON MESURABLE (r3-b)", "NON MESURABLE", eff=G, pairing={"fc2": (3, 7)})
+    F("e1_appariement_60", checks={"reason_contains": "cibles non identiques", "window_reason_absent": ["fc2", "appariement"]})
+    B("e2_appariement_40", "cibles fc2 différentes (taux 0,40), gain fc2", "NON MESURABLE (r3-b)", "NON MESURABLE", eff=G, pairing={"fc2": (1, 4)})
+    F("e2_appariement_40", checks={"reason_contains": "cibles non identiques", "window_reason_contains": ["fc2", "appariement (plage commune) 0.400 < 0.5"]})
+    B("e3_appariement_50", "cibles fc2 différentes (taux 0,5002), gain fc2", "NON MESURABLE (r3-b)", "NON MESURABLE", eff=G, pairing={"fc2": (1, 3)})
+    F("e3_appariement_50", checks={"reason_contains": "cibles non identiques", "window_reason_absent": ["fc2", "appariement"]})
+    B("e3b_appariement_4996", "cibles fc2 différentes (taux 0,4996), gain fc2", "NON MESURABLE (r3-b)", "NON MESURABLE", eff=G, pairing={"fc2": (1, 3, 1)})
+    F("e3b_appariement_4996", checks={"reason_contains": "cibles non identiques", "window_reason_contains": ["fc2", "appariement (plage commune) 0.500 < 0.5"]})
+    B("e4_appariement_45_denominateur", "cibles fc2 différentes (taux 0,62), perte fc2 + gain fresh_en", "NON MESURABLE (r3-b ; plus d'exclusion silencieuse)", "NON MESURABLE",
+      eff={"fc2": "loss", "fresh_en": "gain"}, pairing={"fc2": (9, 20)}); F("e4_appariement_45_denominateur", checks={"reason_contains": "cibles non identiques"})
+    B("e5_tout_sous_50", "taux 0,40 sur les 5 fraîches", "NON MESURABLE", "NON MESURABLE", eff=G, pairing={w: (1, 4) for w in ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3"]})
+    F("e5_tout_sous_50", checks={"reason_contains": "aucune fenêtre fraîche valide"})
+    B("f1_broad_dans_eval", "npz fc2 de sha e89725bb…", "AssertionError", "AssertionError", eff=G, broad_in_eval="fc2"); F("f1_broad_dans_eval")
+    B("f2_broad_fichier_en_plus", "ctl__broad_local_v1_test.npz (e89725bb…) en plus", "AssertionError", "AssertionError", eff=G, broad_extra=True); F("f2_broad_fichier_en_plus")
+    B("f3_nom_broad_sha_neutre", "ctl__broad_gutenberg_v1_test.npz (nom exclu, sha fc2) côté cand", "AssertionError", "AssertionError", eff=G,
+      extra_npz=[("runs_cand", "ctl__broad_gutenberg_v1_test.npz", mk2.WSHA["fc2"])]); F("f3_nom_broad_sha_neutre")
+    B("f4_broad_sous_dossier", "npz e89725bb… dans runs_ref/ckpt_ctl/x.npz", "AssertionError", "AssertionError", eff=G, extra_npz=[("runs_ref", "ckpt_ctl/x.npz", mk2.BROAD_SHA)])
+    F("f4_broad_sous_dossier")
+    B("f5_npz_modele_present", "ctl.npz (ckpt EPT commune) + ckpt_ctl/epoch1.npz dans les deux dossiers, gain fc2", "ADOPTÉ", "ADOPTÉ", eff=G,
+      extra_npz=[(s, r, None) for s in ("runs_ref", "runs_cand") for r in ("ctl.npz", "ckpt_ctl/epoch1.npz")]); F("f5_npz_modele_present", checks={"n_inputs_npz": 18})
+    B("g1_recompte_mix_absent", "gain fc2, recompte mix absent", "NON MESURABLE", "NON MESURABLE", eff=G, mix_recount="absent"); F("g1_recompte_mix_absent")
+    B("g2_recompte_mix_mauvais_sha", "gain fc2, recompte mix sha faux", "NON MESURABLE", "NON MESURABLE", eff=G, mix_recount="badsha"); F("g2_recompte_mix_mauvais_sha")
+    B("g3_recompte_mix_sha_fenetre_faux", "gain fc2, window_sha256 fc2 faux au recompte mix", "AssertionError", "AssertionError", eff=G, mix_recount="badwin")
+    F("g3_recompte_mix_sha_fenetre_faux")
+    B("h1_test_v3_sans_GO", "gain test_v3 seul, GO_CS1 absent", "REJETÉ", "REJETÉ", eff={"test_v3": "gain"}, go=False); F("h1_test_v3_sans_GO")
+    B("h2_budget_inegal", "gain fc2, am_tokens cand 1 000 000", "NON MESURABLE", "NON MESURABLE", eff=G, cand_budget={"am_tokens": 1000000}); F("h2_budget_inegal")
+    B("i1_bras_cm_refuse", "--cand-arm cm", "SystemExit", "SystemExit", eff=G, extra_args=["--cand-arm", "cm"]); F("i1_bras_cm_refuse")
+    # --- nouveaux cas r3 (tokenisation commune)
+    for nm, kw, ds, ck in (
+        ("j1_ckpt_cand_absent", {"cand": "absent"}, "gain fc2, ckpt cand absent (EPT invérifiable)", "ckpt absent"),
+        ("j2_ept_cand_propre_mix", {"cand": "own_mix"}, "gain fc2, cand entraîné avec SON EPT (ajustée sur cs1_mix_sample, comme r2)", "log2p ≠ EPT commune"),
+        ("j3_budget_bits_cand_different", {"cand": "budget_off"}, "gain fc2, log2p commune mais budget_bits cand 15,489", "ept_params ≠ EPT commune"),
+        ("j4_ckpt_sha_different_results", {"sha_mismatch": "cand"}, "gain fc2, sha du ckpt cand ≠ ckpt_sha256 de results.jsonl", "sha ckpt ≠ ckpt_sha256"),
+        ("j5_ckpt_ref_sans_log2p", {"ref": "no_keys"}, "gain fc2, ckpt réf sans log2p / ept_params", "log2p / ept_params absents"),
+        ("j6_log2p_float64", {"ref": "float64"}, "gain fc2, log2p réf en float64 (mêmes valeurs ; SPIRA.save écrit float32)", "log2p ≠ EPT commune")):
+        B(nm, ds, "NON MESURABLE", "NON MESURABLE", eff=G); F(nm, **kw, checks={"reason_contains": ck})
+    B("j7_eval_cand_tronquee_3000", "gain fc2, éval cand fc2 tronquée à 3 000 positions (même préfixe) : plage commune, taux 1,000", "ADOPTÉ", "ADOPTÉ", eff=G)
+    F("j7_eval_cand_tronquee_3000", truncate=("cand", "fc2", 3000), checks={"all_rates_1": True})
+    B("j8_cibles_queries_differentes", "gain fc2, cibles différentes sur queries seulement (hors règle)", "NON MESURABLE (r3-b, toutes fenêtres)", "NON MESURABLE", eff=G,
+      pairing={"queries": (3, 7)}); F("j8_cibles_queries_differentes", checks={"reason_contains": "cibles non identiques sur la plage commune (r3-b) : queries"})
+    B("j9_ept_commune_les_deux_perte", "gain fc2 + perte fresh_fr, EPT commune OK", "REJETÉ", "REJETÉ", eff={"fc2": "gain", "fresh_fr": "loss"}); F("j9_ept_commune_les_deux_perte")
+    print("cas SYNTHÉTIQUES r3 écrits :", len(os.listdir(CASES)))
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/run_tests_SYNTH_r3.py b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/run_tests_SYNTH_r3.py
new file mode 100644
index 0000000000000000000000000000000000000000..7a3f3cdd3174ab161fe45c9d0dbf42cf92579e79
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/tests_synth_r3/run_tests_SYNTH_r3.py
@@ -0,0 +1,34 @@
+#!/usr/bin/env python3
+"""SYNTHÉTIQUE — BROUILLON r3 — runner : (re)fabrique les cas, exécute verdict_CS1.r3_draft.py (sha vérifié par le harnais), compare attendu / obtenu
+ET les contrôles supplémentaires du cas (raison globale, raison par fenêtre, taux 1,000 partout, nombre de npz scannés). Conforme = tout vrai."""
+import os, sys, json, subprocess, glob
+TS = os.path.dirname(os.path.abspath(__file__)); PY = "/workspace/SPIRA-venv/bin/python"
+env = dict(os.environ, TMPDIR=f"{TS}/tmp_SYNTH", PYTHONDONTWRITEBYTECODE="1", OMP_NUM_THREADS="1", PYTHONHASHSEED="0"); os.makedirs(env["TMPDIR"], exist_ok=True)
+subprocess.run(["nice", "-n", "10", PY, f"{TS}/make_synth_cases_r3.py"], check=True, env=env)
+rows = []
+for d in sorted(glob.glob(f"{TS}/cases/SYNTH_*")):
+    c = json.load(open(f"{d}/case.json")); p = subprocess.run(["nice", "-n", "10", PY, f"{TS}/harness_SYNTH_r3.py", d], capture_output=True, text=True, env=env)
+    open(f"{d}/run.log", "w").write(p.stdout + "\n--- stderr ---\n" + p.stderr)
+    exc = [l for l in p.stdout.splitlines() if l.startswith("HARNESS_EXCEPTION")]; chk = {}; v = None
+    if exc: got, why = exc[0].split(":", 1)[0].replace("HARNESS_EXCEPTION ", ""), exc[0].split(":", 1)[1].strip()
+    else: v = json.load(open(f"{d}/out/verdict_CS1.json")); got, why = v["decision"], "; ".join(v["reasons"])
+    for k, x in c.get("checks", {}).items():
+        if v is None: chk[k] = False; continue
+        if k == "reason_contains": chk[k] = x in why
+        elif k == "window_reason_contains": chk[k] = any(x[1] in s for s in v["per_window"][x[0]]["invalid_reasons"])
+        elif k == "window_reason_absent": chk[k] = not any(x[1] in s for s in v["per_window"][x[0]]["invalid_reasons"])
+        elif k == "all_rates_1": chk[k] = all(v["pairing"][w]["match_rate"] == 1.0 and v["pairing"][w]["tokenisation_identical_common_range_r3"] for w in v["pairing"])
+        elif k == "n_inputs_npz": chk[k] = len(v["inputs_sha256"]) == x
+    extra = {} if v is None else {"script_sha256": v["script_sha256"], "revision": v["revision"], "fresh_valid": v["fresh_valid"], "gains": v["fresh_gains"], "losses": v["losses"],
+             "rates": {w: round(v["pairing"][w]["match_rate"], 4) for w in v["pairing"]}, "tok_ok": v["common_tokenisation"]["ok"],
+             "ept_ok": {s: v["common_tokenisation"]["per_arm"][s]["ok"] for s in ("ref", "cand")}, "seen_fisher_p": v["seen_guard"]["fisher_p"], "n_inputs_npz": len(v["inputs_sha256"])}
+    norm = lambda s: s.split(" (")[0].strip()
+    ok = norm(c["expected_predecl"]) == got and all(chk.values())
+    rows.append({"case": c["case"], "desc": c["description"], "attendu": c["expected_predecl"], "obtenu": got, "checks": chk, "conforme": ok, "raisons": why, **extra})
+json.dump(rows, open(f"{TS}/RESULTS_SYNTH_r3.json", "w"), indent=1, ensure_ascii=False)
+n_ok = sum(r["conforme"] for r in rows)
+md = [f"# Tests SYNTHÉTIQUES verdict_CS1.r3_draft.py — BROUILLON r3 — {n_ok}/{len(rows)} conformes", "",
+      "| cas | description | attendu r3 | obtenu | contrôles en plus | conforme | raisons (script) |", "|---|---|---|---|---|---|---|"]
+for r in rows:
+    md.append(f"| {r['case']} | {r['desc']} | {r['attendu']} | **{r['obtenu']}** | {', '.join(f'{k}={v}' for k, v in r['checks'].items()) or '—'} | {'oui' if r['conforme'] else 'NON'} | {r['raisons'][:170]} |")
+open(f"{TS}/RESULTS_SYNTH_r3.md", "w").write("\n".join(md) + "\n"); print("\n".join(md)); sys.exit(0 if n_ok == len(rows) else 1)
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/train_cs1_r3_draft.py b/results/hashing/code_scale_v1/drafts_r3_cs1/train_cs1_r3_draft.py
new file mode 100644
index 0000000000000000000000000000000000000000..e5f94867d7e3482cdda885d0d123622df9a97c16
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/train_cs1_r3_draft.py
@@ -0,0 +1,33 @@
+#!/usr/bin/env python3
+"""SPIRA Hashing — BROUILLON r3 CS1 (NON FIGÉ, JAMAIS LANCÉ) — entraînement d'un bras CS1 avec la TOKENISATION COMMUNE.
+Exécute train_m8v1b.py ORIGINAL (sha256 b2b12c8c6beb4b76954b6da99b0f273ca5eefad11268355786b8c3d420719e3c vérifié, via runpy, sans copie ni
+modification) ; seule intervention : EPT.fit et EPT.calibrate sont remplacés AVANT SPIRA.build pour charger l'EPT commune
+(common_ept_cs1_r3.npz : ajustée une fois sur v1b_sample.bin[:2 000 000], calibrée sur [2 000 000, 2 400 000), comme SPIRA.build).
+- bras ctl (v1b_sample.bin) : l'EPT chargée est bit à bit celle que SPIRA.build ajusterait lui-même (vérifié par expected_match_CS1_r3.py
+  et test_train_patch_r3.py) ⇒ le témoin est identique à la recette M8 ctl (contrôle de déterminisme M8 conservé) ;
+- bras mix (cs1_mix_sample.bin) : segmentation du train, vocabulaire top-V, registre, AM et éval utilisent l'EPT commune ⇒ mêmes cibles
+  (tgt_start, tgt_len) ET mêmes contextes que le témoin sur chaque fenêtre.
+L'EPT est sauvegardée dans le ckpt <outdir>/ctl.npz (log2p, ept_params) : verdict_CS1 r3 la relit et exige l'empreinte déclarée.
+Usage (les mêmes arguments que train_m8v1b.py) : train_cs1_r3_draft.py --arm ctl --data <échantillon> --outdir <dir> [...]  (PAS --no-save)."""
+import sys, os, hashlib, runpy, numpy as np
+TRAIN = "/workspace/spira_shared/hashing_gen/m8_v1b/code/train_m8v1b.py"; TRAIN_SHA = "b2b12c8c6beb4b76954b6da99b0f273ca5eefad11268355786b8c3d420719e3c"
+EPT_NPZ = os.path.join(os.path.dirname(os.path.abspath(__file__)), "common_ept_cs1_r3.npz")
+COMMON_LOG2P_SHA = "bc3e74d8b2812c4248ccd97bb73fa2e05f9c945fdd79b63487cba1533cf71d2a"; COMMON_PARAMS = [16.04248046875, 2, 32, 0.5]
+def load_common(path=EPT_NPZ):
+    z = np.load(path, allow_pickle=False); lp = np.ascontiguousarray(z["log2p"], np.float32); pr = [float(x) for x in z["ept_params"]]
+    assert hashlib.sha256(lp.tobytes()).hexdigest() == COMMON_LOG2P_SHA and pr == COMMON_PARAMS, "EPT commune : empreinte inattendue"
+    return lp, pr
+def install_common_ept(path=EPT_NPZ, log=print):
+    sys.path.insert(0, "/workspace/SPIRA/python"); from spira.ept import EPT
+    lp, pr = load_common(path)
+    def fit(self, data):
+        self.log2p = lp.copy(); self.min_len, self.max_len, self.alpha = int(pr[1]), int(pr[2]), float(pr[3]); return self
+    def calibrate(self, sample, target_len=4.5, iters=10):
+        self.budget_bits = float(pr[0]); return self.budget_bits
+    EPT.fit, EPT.calibrate = fit, calibrate
+    log(f"EPT_COMMON installée : log2p {COMMON_LOG2P_SHA[:16]}… params {pr} (fit/calibrate de l'échantillon IGNORÉS)")
+if __name__ == "__main__":
+    assert hashlib.sha256(open(TRAIN, "rb").read()).hexdigest() == TRAIN_SHA, "train_m8v1b.py modifié"
+    assert "--no-save" not in sys.argv, "r3 : --no-save interdit (le verdict relit l'EPT dans le ckpt)"
+    install_common_ept(); sys.argv = [TRAIN] + sys.argv[1:]
+    runpy.run_path(TRAIN, run_name="__main__")
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/verdict_CS1.r3_draft.py b/results/hashing/code_scale_v1/drafts_r3_cs1/verdict_CS1.r3_draft.py
new file mode 100644
index 0000000000000000000000000000000000000000..510b3e8082790809be8f8620bdbc366757f10640
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/verdict_CS1.r3_draft.py
@@ -0,0 +1,301 @@
+#!/usr/bin/env python3
+"""SPIRA Hashing — verdict CS1 (code_scale_v1) : bras « mix » (échantillon v1b ∪ train_delta, cs1_mix_sample.bin) contre témoin « v1b »
+(v1b_sample.bin), MÊME recette = bras ctl de M8 (SPIRA de base, train_m8v1b.py b2b12c8c… inchangé, --arm ctl), budget égal ; seule variable : les octets.
+Dérivé de hashing_gen/m8_v1b/code/verdict_M8v1b.py r3B figé (sha256 b3db0875b6e01d2c2192d9e307d337a3fb908f524f7be5e3a9a5b380eec7d7dc).
+Calculs repris tels quels : in-vocab dans les DEUX bras, taux APPARIÉS même dénominateur, McNemar exact bilatéral, bootstrap apparié blocs 512 o
+B=10 000 seed 0 ; gain = p<0,05 ET c>b ET IC95 > 0 ; perte = p<0,05 ET b>c ; budgets (snn, am, epochs, ticks/époque, ticks × 1 = snn_tokens) ;
+garde fusion.scale bornes EN DUR [0,03 ; 0,11] (non surchargeables, plage PROVISOIRE non tranchée par Philippe-Antoine).
+SEULS changements (liste complète, diff publié) :
+ (1) bras : réf = témoin v1b (runs_ref/<ref_arm>__*.npz), cand = mix (runs_cand/<cand_arm>__*.npz) ; deux results.jsonl ;
+ (2) contrôle data_sha256 : ATTENDU DIFFÉRENT, réf == 9ea562e4… (v1b_sample.bin) et cand == 85e97770… (cs1_mix_sample.bin), sinon NON MESURABLE ;
+ (3) APPARIEMENT PAR CIBLE IDENTIQUE (tgt_start, tgt_len) dans les deux bras (l'EPT est fitté sur chaque échantillon, les tokenisations
+     diffèrent), sur la plage d'octets commune [0, min(fin évaluée réf, fin évaluée cand)) ;
+     r2 : taux DÉCISIONNEL = n apparié / min(n positions réf DANS la plage commune, n positions cand DANS la plage commune) (FAIL Checker 14 h 24) ;
+     l'ancien taux r1 (n apparié / min(n positions réf, n positions cand), toutes positions) est publié POUR INFORMATION seulement ;
+     fenêtre EXCLUE si taux décisionnel < 0,50 (plancher PROVISOIRE) ; les deux taux et n_clean publiés par fenêtre ;
+ (4) seen : chaque bras a son propre seen = son échantillon[:200 000] ; positions NON appariables (échantillons d'entraînement différents) ;
+     trained_frac >= 0,99 exigé dans CHAQUE bras, sinon NON MESURABLE ;
+     r2 : GARDE SEEN NON APPARIÉ (règle B « seen inclus », Philippe-Antoine 13 h 00) : REJETÉ si la précision seen in-vocab du cand est
+     significativement plus basse que celle du réf, test exact de Fisher bilatéral NON APPARIÉ sur les tables 2×2 (hits / non-hits in-vocab
+     de chaque bras), alpha = ALPHA = 0,05 (le même que McNemar) ; ce test n'est pas apparié parce que les deux bras n'évaluent pas les mêmes
+     octets (seen = préfixe de leur propre échantillon), il compare deux proportions indépendantes ; queries reste à part, hors règle ;
+     les pertes de la règle sont cherchées sur les fraîches valides + ce garde seen ;
+ (5) propreté : une fenêtre fraîche n'est valide que si 0 position confirmée au recompte 64 o de v1b_sample (m8) ET de cs1_mix_sample (Checker,
+     fichier RC_MIX, sha de l'échantillon vérifié) ET de code_scale_v1 (scan Checker 13 h 22-13 h 55, code_delta) ; test_v3 exige en plus 0 au
+     recompte v1b complet et le drapeau GO_CS1 ;
+ (6) EXCLUSION (alerte Checker relayée le 24 oct. ~14 h) : broad_local_v1/test, broad_gutenberg_v1/test, corpus_diverse_v1/test et v4_test20k_broad
+     (contenu e89725bb…, recouvert à 41 514 o par corpus_diverse_v1b) ne sont JAMAIS des fenêtres d'éval CS1 ; test20k = old_local_v1/test
+     (= spira_m7/windows/test20k.bin, ce0526c6…) SEULEMENT, vérifié par sha ; tout npz dont le sha vaut e89725bb… fait échouer le script ;
+     r2 : c'est désormais VRAI pour TOUS les npz : tous les *.npz des deux dossiers d'entrée (récursif) sont scannés AVANT tout calcul ;
+     AssertionError si window_sha256 commence par e89725bb OU si le nom contient broad_*_test / un nom de EXCLUDED_WINDOWS ;
+     tous les npz scannés sont listés (sha256 du fichier) dans inputs_sha256 ;
+ (7) NON MESURABLE aussi si aucune fenêtre fraîche valide.
+Règle B (décision écrite de Philippe-Antoine, 24 oct. 13 h 00 : « ADOPTÉ si gain significatif sur une fenêtre fraîche propre ET aucune perte
+significative, seen inclus ») : ADOPTÉ (mix) ssi gain significatif sur >= 1 fenêtre fraîche valide ET aucune perte significative sur aucune fenêtre
+fraîche valide ET pas de perte seen significative (garde non apparié (4)) ; sinon REJETÉ ; NON MESURABLE prioritaire (budgets, passe SNN, seen,
+data_sha, fusion.scale, aucune fraîche).
+RÉVISION r2 (24 oct. 2026, Toronto ; r1 = 7169b071…, gardée en verdict_CS1.py.r1) — changements, liste complète :
+ (r2-a) scan de tous les npz (f2) ; (r2-b) garde seen non apparié (Fisher) ; (r2-c) dénominateur du taux = plage commune, ancien taux publié pour info ;
+ (r2-d) n_clean par fenêtre en tête de la sortie ; (r2-e) assertion window_sha256 recompte mix == npz (comme pour le recompte réf) ;
+ (r2-f) bras imposés ctl/ctl (--ref-arm/--cand-arm n'acceptent plus « cm ») ; (r2-g) ALPHA = 0,05 nommé, même valeur partout.
+RÉVISION r3 — BROUILLON (24 oct. 2026, 14 h 40-15 h 00, Toronto ; NON FIGÉ, non audité ; r2 = fc8f0861… inchangée) — motif : taux d'appariement
+ATTENDUS r2 0,21-0,33 < MATCH_MIN 0,50 sur les 5 fraîches (expected_match_CS1 r2) ⇒ NON MESURABLE quasi certain. Changements, liste complète :
+ (r3-a) TOKENISATION COMMUNE : les deux bras sont entraînés ET évalués avec UNE SEULE EPT, ajustée une fois sur l'échantillon du bras ctl
+     (v1b_sample.bin[:2 000 000], calibrée sur [2 000 000, 2 400 000), recette SPIRA.build) ; empreinte déclarée en dur :
+     sha256(log2p float32 256×256) = COMMON_EPT_LOG2P_SHA, ept_params = COMMON_EPT_PARAMS. Le script relit l'EPT dans le ckpt de CHAQUE bras
+     (<runs>/<arm>.npz, clés log2p / ept_params, écrit par SPIRA.save) ; le sha256 du ckpt doit être égal au ckpt_sha256 de results.jsonl du bras.
+     Ckpt absent, illisible, empreinte différente ou sha ≠ results.jsonl ⇒ NON MESURABLE.
+ (r3-b) contrôle par fenêtre : sur la plage d'octets commune, les cibles (tgt_start, tgt_len) des deux bras doivent être IDENTIQUES (même ordre,
+     même nombre) ; sinon ⇒ NON MESURABLE (anomalie : avec une EPT commune la segmentation est déterministe ; on refuse d'exclure en silence
+     une fenêtre, qui pourrait porter une perte). Avec r3-a/r3-b, les contextes tokenisés sont aussi identiques (la « limite connue » r2 disparaît).
+ (r3-c) INCHANGÉS : MATCH_MIN = 0,50 (même définition plage commune r2, même ≥ inclusif ; attendu non contraignant, taux attendu 1,000),
+     règle B, ALPHA, garde seen non apparié (Fisher ; seen = préfixe [:200 000] de l'échantillon de chaque bras, toujours non appariable),
+     scan de tous les npz, dénominateur plage commune, n_clean par fenêtre, contrôles sha des fenêtres et des recomptes, ctl/ctl imposé.
+     Le scan r2-a couvre déjà <arm>.npz (listé dans inputs_sha256)."""
+import sys, os, json, math, hashlib, argparse, glob, fnmatch, numpy as np
+S = "/workspace/spira_shared"; C1 = f"{S}/hashing_gen/code_scale_v1/cs1"; B8 = f"{S}/hashing_gen/m8_v1b"
+_ap = argparse.ArgumentParser()
+_ap.add_argument("--runs-ref", default=f"{C1}/runs/v1b"); _ap.add_argument("--runs-cand", default=f"{C1}/runs/mix"); _ap.add_argument("--outdir", default=f"{C1}/verdict")
+_ap.add_argument("--ref-arm", default="ctl", choices=["ctl"]); _ap.add_argument("--cand-arm", default="ctl", choices=["ctl"])  # r2 : ctl/ctl IMPOSÉ (mineur b Checker)
+SCALE_LO = 0.03; SCALE_HI = 0.11   # bornes EN DUR, non surchargeables ; plage PROVISOIRE, en attente de la décision de Philippe-Antoine
+MATCH_MIN = 0.50                   # taux d'appariement minimal par fenêtre (en dur) — plancher PROVISOIRE, appliqué au taux plage commune (r2)
+ALPHA = 0.05                       # seuil unique : McNemar (gain/perte) ET Fisher seen (r2)
+COMMON_EPT_LOG2P_SHA = "bc3e74d8b2812c4248ccd97bb73fa2e05f9c945fdd79b63487cba1533cf71d2a"   # r3-a : EPT commune (fit v1b_sample [:2 Mo], recette SPIRA.build)
+COMMON_EPT_PARAMS = [16.04248046875, 2.0, 32.0, 0.5]                                         # r3-a : [budget_bits, min_len, max_len, alpha]
+_a = _ap.parse_args(); DR, DC, OP, RA, CA = _a.runs_ref, _a.runs_cand, _a.outdir, _a.ref_arm, _a.cand_arm
+assert RA == "ctl" and CA == "ctl", "r2 : bras ctl/ctl imposés"
+REF_SAMPLE = f"{B8}/sample/v1b_sample.bin"; REF_SHA = "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b"
+CAND_SAMPLE = f"{S}/hashing_gen/code_scale_v1/sample/cs1_mix_sample.bin"; CAND_SHA = "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453"
+RC_REF = f"{B8}/sample/recount64_v1b_sample.json"; RC_MIX = f"{C1}/recount_mix/recount64_cs1_mix_sample.json"
+RC_V1B = f"{S}/hashing_gen/corpus_v1b/manifest_corpus_diverse_v1b.json"; RC_CODE = f"{S}/checker/recount/code_scale_v1_scan/scan64_code_scale_v1.json"
+GO = f"{C1}/GO_CS1"; MASKP = f"{S}/hashing_gen/lever2/verdict_AH1/mask_oldtest_strict.npz"
+FRESH = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3"]; SEP = ["queries"]; EVALW = FRESH + SEP
+RCNAME = {"fc2": "fc2", "fresh_en": "m7_fresh_en", "fresh_fr": "m7_fresh_fr", "test20k": "m7_test20k", "test_v3": "corpus_v3_test", "queries": "m7_queries"}
+WSHA = {"fc2": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3", "fresh_en": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+        "fresh_fr": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715", "test20k": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22",
+        "test_v3": "a6730bbe87", "queries": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"}   # test_v3 : préfixe (sha complet lu au recompte)
+EXCLUDED_WINDOWS = {"broad_local_v1_test", "broad_gutenberg_v1_test", "corpus_diverse_v1_test", "v4_test20k_broad"}
+EXCLUDED_SHA = "e89725bb"   # préfixe du contenu commun de ces 4 noms (894 718 o)
+BLK, NB, SEED = 512, 10000, 0
+ARM = {"ref": RA, "cand": CA}
+os.makedirs(OP, exist_ok=True); MS = np.load(MASKP)
+def sha_file(p):
+    h = hashlib.sha256()
+    with open(p, "rb") as g:
+        for blk in iter(lambda: g.read(1 << 22), b""): h.update(blk)
+    return h.hexdigest()
+def binp(b, c):
+    n = b + c
+    return 1.0 if n == 0 else min(1.0, 2 * sum(math.comb(n, i) for i in range(min(b, c) + 1)) / 2 ** n)
+def fisher2(a, b, c, d):
+    """Test exact de Fisher BILATÉRAL, table [[a, b], [c, d]] (lignes = bras, colonnes = hit / non-hit) ; NON apparié.
+    p = somme des probabilités hypergéométriques <= p(table observée) (tolérance relative 1e-7, convention usuelle)."""
+    r1, c1, n = a + b, a + c, a + b + c + d
+    if n == 0 or r1 in (0, n) or c1 in (0, n): return 1.0
+    lc = lambda N, K: math.lgamma(N + 1) - math.lgamma(K + 1) - math.lgamma(N - K + 1)
+    lo_, hi_ = max(0, r1 + c1 - n), min(r1, c1); base = lc(n, r1)
+    lp = np.array([lc(c1, x) + lc(n - c1, r1 - x) - base for x in range(lo_, hi_ + 1)])
+    lobs = lp[a - lo_]; return float(min(1.0, np.exp(lp[lp <= lobs + math.log1p(1e-7)]).sum()))
+def blocksums(st, h, iv, nbk):
+    b = st // BLK; return np.bincount(b, weights=h & iv, minlength=nbk), np.bincount(b, weights=iv, minlength=nbk)
+# ---- r2-a : scan de TOUS les npz des deux dossiers d'entrée, AVANT tout calcul (promesse docstring / PREDECL §3)
+NPZ_SCAN = {}
+for _side, _dd in (("ref", DR), ("cand", DC)):
+    for _p in sorted(glob.glob(f"{_dd}/**/*.npz", recursive=True)):
+        _base = os.path.basename(_p)[:-4]
+        assert not (fnmatch.fnmatch(_base, "*broad_*_test*") or any(x in _base for x in EXCLUDED_WINDOWS)), f"{_side}:{_p}: nom de fenêtre EXCLUE (broad_*_test) — interdit en CS1"
+        with np.load(_p) as _Z:
+            _ws = str(_Z["window_sha256"]) if "window_sha256" in _Z.files else None
+        assert not (_ws or "").startswith(EXCLUDED_SHA), f"{_side}:{_p}: window_sha256 {EXCLUDED_SHA}… (broad_*_test) — interdit en CS1"
+        NPZ_SCAN[f"{_side}:{os.path.relpath(_p, _dd)}"] = {"sha256_file": sha_file(_p), "window_sha256": _ws}
+for _side in ("ref", "cand"):
+    for _w in EVALW + ["seen"]: assert f"{_side}:{ARM[_side]}__{_w}.npz" in NPZ_SCAN, f"{_side}: npz {_w} absent"
+# ---- budgets égaux (sinon NON MESURABLE)
+RES = {"ref": [json.loads(l) for l in open(f"{DR}/results.jsonl") if l.strip()], "cand": [json.loads(l) for l in open(f"{DC}/results.jsonl") if l.strip()]}
+def arm_field(side, f):
+    v = {json.dumps(r.get(f), sort_keys=True) for r in RES[side] if r.get("arm") == ARM[side]}; return json.loads(v.pop()) if len(v) == 1 else "INCOHERENT"
+BUD = {f: {x: arm_field(x, f) for x in ("ref", "cand")} for f in ("snn_tokens", "am_tokens", "epochs", "ticks_per_epoch", "data_sha256")}
+TOKENS_PER_TICK = 1   # spira/spiking.py SpikingCore.train_pass : 1 tick = 1 token SNN (repris de verdict_M8v1b r2/r3B)
+EQUAL = {f: (v["ref"] == v["cand"] and v["ref"] != "INCOHERENT" and v["ref"] is not None) for f, v in BUD.items() if f != "data_sha256"}
+DATA_OK = {"ref": BUD["data_sha256"]["ref"] == REF_SHA, "cand": BUD["data_sha256"]["cand"] == CAND_SHA}
+TRAINED = {x: ([t * TOKENS_PER_TICK for t in BUD["ticks_per_epoch"][x]] if isinstance(BUD["ticks_per_epoch"][x], list) else None) for x in ("ref", "cand")}
+FULL = {x: (TRAINED[x] is not None and isinstance(BUD["epochs"][x], int) and len(TRAINED[x]) == BUD["epochs"][x]
+            and all(t == BUD["snn_tokens"][x] for t in TRAINED[x])) for x in ("ref", "cand")}
+BUDGET_OK = all(EQUAL.values()) and all(DATA_OK.values()) and FULL["ref"] and FULL["cand"]
+def _scale(x):
+    c = arm_field(x, "cal"); return c.get("scale") if isinstance(c, dict) else None
+SCALE = {x: _scale(x) for x in ("ref", "cand")}
+SCALE_OK = all(isinstance(SCALE[x], (int, float)) and SCALE_LO <= SCALE[x] <= SCALE_HI for x in ("ref", "cand"))
+SCALE_CHECK = {"scale": SCALE, "lo": SCALE_LO, "hi": SCALE_HI, "ok": SCALE_OK}
+BUDGET_CHECK = {"equal_ref_cand": EQUAL, "data_sha_expected": {"ref": REF_SHA, "cand": CAND_SHA}, "data_sha_ok": DATA_OK, "tokens_per_tick": TOKENS_PER_TICK,
+                "trained_snn_tokens_per_epoch": TRAINED, "full_budget_each_epoch": FULL}
+TRAINED_MIN = {x: (min(min(TRAINED[x]), BUD["snn_tokens"][x]) if TRAINED[x] and isinstance(BUD["snn_tokens"][x], int) else None) for x in ("ref", "cand")}
+# ---- r3-a : tokenisation commune — EPT relue dans le ckpt de chaque bras, comparée à l'empreinte déclarée
+def ept_check(side):
+    p = f"{DR if side == 'ref' else DC}/{ARM[side]}.npz"; k = f"{side}:{ARM[side]}.npz"; r = {"ckpt": p, "present": k in NPZ_SCAN}
+    if not r["present"]: return {**r, "ok": False, "reason": "ckpt absent"}
+    with np.load(p, allow_pickle=False) as Z:
+        if "log2p" not in Z.files or "ept_params" not in Z.files: return {**r, "ok": False, "reason": "log2p / ept_params absents du ckpt"}
+        lp = Z["log2p"]; pr = [float(x) for x in np.asarray(Z["ept_params"]).ravel()]
+    r["log2p_dtype_shape"] = [str(lp.dtype), list(lp.shape)]
+    r["log2p_sha256"] = hashlib.sha256(np.ascontiguousarray(lp).tobytes()).hexdigest() if lp.dtype == np.float32 and lp.shape == (256, 256) else None
+    r["ept_params"] = pr; r["ckpt_sha256_file"] = NPZ_SCAN[k]["sha256_file"]; r["ckpt_sha256_results_jsonl"] = arm_field(side, "ckpt_sha256")
+    r["log2p_ok"] = r["log2p_sha256"] == COMMON_EPT_LOG2P_SHA; r["params_ok"] = pr == COMMON_EPT_PARAMS
+    r["ckpt_is_run_ckpt"] = r["ckpt_sha256_file"] == r["ckpt_sha256_results_jsonl"]
+    r["ok"] = bool(r["log2p_ok"] and r["params_ok"] and r["ckpt_is_run_ckpt"])
+    if not r["ok"]: r["reason"] = ", ".join(n for n, f in (("log2p ≠ EPT commune", r["log2p_ok"]), ("ept_params ≠ EPT commune", r["params_ok"]),
+                                                          ("sha ckpt ≠ ckpt_sha256 results.jsonl", r["ckpt_is_run_ckpt"])) if not f)
+    return r
+EPT_CHECK = {x: ept_check(x) for x in ("ref", "cand")}
+EPT_OK = all(EPT_CHECK[x]["ok"] for x in ("ref", "cand"))
+# ---- propreté des fenêtres (3 recomptes 64 o + exclusion broad_*_test)
+RCR = json.load(open(RC_REF)); assert RCR["sha256"] == REF_SHA, "recompte réf : échantillon différent"
+RCM = json.load(open(RC_MIX)) if os.path.exists(RC_MIX) else None
+RCM_OK = RCM is not None and RCM.get("sha256") == CAND_SHA
+RCV = json.load(open(RC_V1B))["overlap64_recount_v1b"]["per_window"]
+RCC = json.load(open(RC_CODE)); RCC_OK = RCC.get("PASS") is True and RCC.get("test_mode") is False
+CLEAN = {}
+for w, k in RCNAME.items():
+    cr = RCR["windows"][k]["confirmed_window_positions"]
+    cm_ = (RCM["windows"].get(k, {}).get("confirmed_window_positions") if RCM_OK else None)
+    cc = RCC["stage_A"]["code_delta"]["per_window"].get(k, {}).get("covered_window_byte_positions") if RCC_OK else None
+    cv = RCV[k]["confirmed_window_positions"] if k in RCV else None
+    CLEAN[w] = {"ref_sample_confirmed": cr, "mix_sample_confirmed": cm_, "mix_recount_present_and_sha_ok": RCM_OK, "code_delta_covered": cc,
+                "v1b_full_confirmed": cv, "window_sha256_recount": RCR["windows"][k]["window_sha256"]}
+CLEANOK = {w: (CLEAN[w]["ref_sample_confirmed"] == 0 and CLEAN[w]["mix_sample_confirmed"] == 0 and CLEAN[w]["code_delta_covered"] == 0) for w in EVALW}
+CLEANOK["test_v3"] = CLEANOK["test_v3"] and CLEAN["test_v3"]["v1b_full_confirmed"] == 0 and os.path.exists(GO)
+assert WSHA["test20k"].startswith("ce0526c6") and not any(s.startswith(EXCLUDED_SHA) for s in WSHA.values()), "fenêtre exclue dans la liste"
+def load(side, w): return np.load(f"{DR if side == 'ref' else DC}/{ARM[side]}__{w}.npz")
+R = {}; RNG = np.random.default_rng(SEED); EX = {}; MATCH = {}
+for w in EVALW:
+    A = load("ref", w); B = load("cand", w); sa, sb = str(A["window_sha256"]), str(B["window_sha256"])
+    assert sa == sb, f"{w}: octets différents"
+    assert not sa.startswith(EXCLUDED_SHA), f"{w}: fenêtre EXCLUE (broad_*_test / e89725bb) — interdite en CS1"
+    assert sa.startswith(WSHA[w]) and sa == CLEAN[w]["window_sha256_recount"], f"{w}: fenêtre != fenêtre déclarée / recomptée"
+    if RCM_OK: assert RCM["windows"].get(RCNAME[w], {}).get("window_sha256") == sa, f"{w}: window_sha256 recompte mix != npz (r2-e)"
+    # --- appariement par cible identique (tgt_start, tgt_len), plage d'octets commune
+    ea = int((A["tgt_start"] + A["tgt_len"]).max()); eb = int((B["tgt_start"] + B["tgt_len"]).max()); END = min(ea, eb)
+    ka = A["tgt_start"].astype(np.int64) * (1 << 20) + A["tgt_len"].astype(np.int64); kb = B["tgt_start"].astype(np.int64) * (1 << 20) + B["tgt_len"].astype(np.int64)
+    assert int(A["tgt_len"].max()) < (1 << 20) and int(B["tgt_len"].max()) < (1 << 20) and len(np.unique(ka)) == len(ka) and len(np.unique(kb)) == len(kb), f"{w}: clés de cible"
+    ina = (A["tgt_start"] + A["tgt_len"]) <= END; inb = (B["tgt_start"] + B["tgt_len"]) <= END
+    common, ia, ib = np.intersect1d(ka[ina], kb[inb], assume_unique=True, return_indices=True)
+    ia = np.nonzero(ina)[0][ia]; ib = np.nonzero(inb)[0][ib]   # indices dans A et B, triés par clé (donc par tgt_start)
+    na, nb_ = len(ka), len(kb); nm = len(common); rate_all = nm / max(1, min(na, nb_))   # r1, POUR INFORMATION
+    nra, nrb = int(ina.sum()), int(inb.sum()); rate = nm / max(1, min(nra, nrb))           # r2 : DÉCISIONNEL (plage commune)
+    same_tok = na == nb_ and np.array_equal(A["tgt_start"], B["tgt_start"]) and np.array_equal(A["tgt_len"], B["tgt_len"])
+    same_common = bool(np.array_equal(A["tgt_start"][ina], B["tgt_start"][inb]) and np.array_equal(A["tgt_len"][ina], B["tgt_len"][inb]))   # r3-b
+    MATCH[w] = {"n_ref": na, "n_cand": nb_, "common_end_byte": END, "n_ref_in_common_range": nra, "n_cand_in_common_range": nrb,
+                "n_matched": nm, "match_rate": rate, "match_rate_definition": "n_matched / min(n_ref_in_common_range, n_cand_in_common_range) — DÉCISIONNEL (r2)",
+                "match_rate_all_positions_r1_info": rate_all, "match_ok": rate >= MATCH_MIN, "tokenisation_identical": bool(same_tok),
+                "tokenisation_identical_common_range_r3": same_common}
+    st = A["tgt_start"][ia].astype(np.int64); ln = A["tgt_len"][ia].astype(np.int64)
+    iva, ivb = A["invocab"][ia].astype(bool), B["invocab"][ib].astype(bool)
+    ha, hb = A["fused_hit"][ia].astype(bool) & iva, B["fused_hit"][ib].astype(bool) & ivb
+    if w == "test20k":
+        assert str(MS["sha__test20k"]) == sa, "masque : fenêtre différente"
+        bad = lambda cov: np.array([cov[max(0, int(s) - 64):int(s) + int(l)].any() for s, l in zip(st, ln)], bool)
+        bo, bb_ = bad(MS["old_local_v1__covered"]), bad(MS["broad_local_v1__covered"]); k = ~(bo | bb_)
+        EX = {"excluded_by_old_local_v1": int(bo.sum()), "excluded_by_broad_local_v1": int(bb_.sum()), "excluded_union": int((bo | bb_).sum()),
+              "ref_sample_confirmed": CLEAN["test20k"]["ref_sample_confirmed"], "mix_sample_confirmed": CLEAN["test20k"]["mix_sample_confirmed"],
+              "max_byte_evaluated": END, "note": "masque sur les cibles appariées ; échantillons : 0 position exigée (recomptes)"}
+    else: k = np.ones(nm, bool)
+    one_side = int(((iva ^ ivb) & k).sum()); k = k & iva & ivb
+    b = int((ha & ~hb & k).sum()); c = int((~ha & hb & k).sum()); npair = int(k.sum()); p = binp(b, c)
+    acc_a, acc_b = 100 * (ha & k).sum() / max(1, k.sum()), 100 * (hb & k).sum() / max(1, k.sum())
+    nbk = int(st.max() // BLK + 1) if nm else 1
+    sa_h, sa_n = blocksums(st[k], ha[k], k[k], nbk); sb_h, sb_n = blocksums(st[k], hb[k], k[k], nbk)
+    nz = (sa_n + sb_n) > 0; sa_h, sa_n, sb_h, sb_n = sa_h[nz], sa_n[nz], sb_h[nz], sb_n[nz]; m = len(sa_h)
+    if m:
+        idx = RNG.integers(0, m, (NB, m))
+        with np.errstate(invalid="ignore", divide="ignore"):
+            ba = 100 * sa_h[idx].sum(1) / sa_n[idx].sum(1); bb = 100 * sb_h[idx].sum(1) / sb_n[idx].sum(1)
+        d = bb - ba; lo, hi = np.percentile(d, [2.5, 97.5]); pboot = float(min(1.0, 2 * min((d <= 0).mean(), (d >= 0).mean())))
+    else: lo = hi = float("nan"); pboot = float("nan")
+    gain, loss = bool(p < ALPHA and c > b and lo > 0), bool(p < ALPHA and b > c)
+    valid = bool(CLEANOK[w] and MATCH[w]["match_ok"])
+    why_inv = ([] if CLEANOK[w] else ["non propre / recompte absent ou non nul" + (" / GO_CS1 absent" if w == "test_v3" and not os.path.exists(GO) else "")]) + \
+              ([] if MATCH[w]["match_ok"] else [f"appariement (plage commune) {rate:.3f} < {MATCH_MIN}"])
+    R[w] = {"n_positions_ref": na, "n_positions_cand": nb_, "pairing": MATCH[w], "n_clean": npair, "n_invocab_one_side_only_dropped": one_side,
+            "method": "v4.2 : in-vocab deux bras, taux appariés ; appariement par cible identique (tgt_start, tgt_len)",
+            "acc_ref_pct": float(acc_a), "acc_cand_pct": float(acc_b), "delta_pct": float(acc_b - acc_a), "b_ref_only": b, "c_cand_only": c, "mcnemar_p": p,
+            "boot_ci95_delta_pct": [float(lo), float(hi)], "boot_p": pboot, "n_blocks": m, "sig_gain": gain, "sig_loss": loss,
+            "boot_conflict": bool((p < ALPHA and c > b and hi < 0) or (loss and lo > 0)), "window_sha256": sa,
+            "valid": valid, "invalid_reasons": why_inv, "in_rule": w in FRESH, "clean_recount": CLEAN[w]}
+    if w == "test20k": R[w]["strict_mask"] = EX
+    print(w, json.dumps(R[w]), flush=True)
+# ---- seen : HORS RÈGLE, par bras (échantillon propre à chaque bras [:200 000]) ; audit trained_frac par bras
+SEEN = {}
+for side, smp, ssha in (("ref", REF_SAMPLE, REF_SHA), ("cand", CAND_SAMPLE, CAND_SHA)):
+    Z = load(side, "seen"); _st, _ln = Z["tgt_start"].astype(np.int64), Z["tgt_len"].astype(np.int64)
+    _contig = bool(np.all(_st[1:] == _st[:-1] + _ln[:-1]) and _st[0] > 0 and _st[0] <= int(_ln.max()))
+    _sb = open(smp, "rb").read(); _wok = hashlib.sha256(_sb[:200_000]).hexdigest() == str(Z["window_sha256"]) and hashlib.sha256(_sb).hexdigest() == ssha; del _sb
+    _iv = Z["invocab"].astype(bool); _h = Z["fused_hit"].astype(bool) & _iv; _ctx = np.arange(len(_st)); kk = TRAINED_MIN[side]
+    ok = _wok and _contig and isinstance(kk, int); n_tr = int((_iv & (_ctx < kk)).sum()) if ok else None
+    SEEN[side] = {"window_is_own_sample_prefix_200000": _wok, "targets_contiguous_from_patch1": _contig, "snn_tokens_trained": kk, "n_positions": len(_st),
+                  "invocab_n": int(_iv.sum()), "hits_invocab_n": int(_h.sum()), "acc_invocab_pct": float(100 * _h.sum() / max(1, _iv.sum())), "trained_invocab_n": n_tr,
+                  "trained_frac": (n_tr / max(1, int(_iv.sum()))) if n_tr is not None else None, "window_sha256": str(Z["window_sha256"])}
+SEEN_OK = all(SEEN[x]["trained_frac"] is not None and SEEN[x]["trained_frac"] >= 0.99 for x in ("ref", "cand"))
+SEEN["seen_ok_both"] = SEEN_OK
+# r2-b : garde seen NON APPARIÉ (Fisher exact bilatéral sur deux proportions indépendantes ; alpha = ALPHA)
+_hr, _nr, _hc, _nc = SEEN["ref"]["hits_invocab_n"], SEEN["ref"]["invocab_n"], SEEN["cand"]["hits_invocab_n"], SEEN["cand"]["invocab_n"]
+SEEN_P = fisher2(_hr, _nr - _hr, _hc, _nc - _hc)
+SEEN_LOSS = bool(SEEN_OK and SEEN_P < ALPHA and SEEN["cand"]["acc_invocab_pct"] < SEEN["ref"]["acc_invocab_pct"])
+SEEN["guard_unpaired"] = {"test": "Fisher exact bilatéral, NON apparié (tables 2×2 hits/non-hits in-vocab de chaque bras)", "alpha": ALPHA, "fisher_p": SEEN_P,
+                          "delta_pct_cand_minus_ref": SEEN["cand"]["acc_invocab_pct"] - SEEN["ref"]["acc_invocab_pct"], "sig_loss_seen": SEEN_LOSS,
+                          "why_unpaired": "les deux bras n'ont pas le même échantillon d'entraînement : chaque seen = préfixe [:200 000] de SON échantillon, octets et positions différents, aucun appariement possible"}
+SEEN["note"] = "seen par bras ; DANS la règle B via le garde non apparié (r2) ; queries reste à part, hors règle"
+print("seen_per_arm", json.dumps(SEEN), flush=True)
+TOK_ID = {w: MATCH[w]["tokenisation_identical_common_range_r3"] for w in EVALW}
+TOK_OK = bool(EPT_OK and all(TOK_ID.values()))   # r3-a + r3-b
+COMMON_TOK = {"declared": {"log2p_sha256": COMMON_EPT_LOG2P_SHA, "ept_params": COMMON_EPT_PARAMS, "fitted_on": "v1b_sample.bin (bras ctl / témoin) [:2 000 000], calibrée [2 000 000, 2 400 000)"},
+              "per_arm": EPT_CHECK, "ept_ok_both": EPT_OK, "targets_identical_common_range_per_window": TOK_ID, "ok": TOK_OK}
+FV = [w for w in FRESH if R[w]["valid"]]
+L = [w for w in FV if R[w]["sig_loss"]]; GF = [w for w in FV if R[w]["sig_gain"]]
+why = []
+if not BUDGET_OK:
+    if not all(EQUAL.values()): why.append("budgets réf/cand inégaux : " + ", ".join(f for f, ok in EQUAL.items() if not ok))
+    if not DATA_OK["ref"]: why.append(f"données réf != v1b_sample ({BUD['data_sha256']['ref']})")
+    if not DATA_OK["cand"]: why.append(f"données cand != cs1_mix_sample ({BUD['data_sha256']['cand']})")
+    if not (FULL["ref"] and FULL["cand"]): why.append(f"passe SNN incomplète : tokens entraînés/époque (ticks × {TOKENS_PER_TICK}) réf {TRAINED['ref']} / cand {TRAINED['cand']} != snn_tokens {BUD['snn_tokens']['ref']}/{BUD['snn_tokens']['cand']}")
+if not SEEN_OK: why.append("seen d'un bras avec trained_frac < 0,99 ou non vérifiable")
+if not EPT_OK: why.append("tokenisation commune non vérifiée (r3-a) : " + " / ".join(f"{x} {EPT_CHECK[x].get('reason')}" for x in ("ref", "cand") if not EPT_CHECK[x]["ok"]))
+if not all(TOK_ID.values()): why.append("cibles non identiques sur la plage commune (r3-b) : " + ", ".join(w for w in EVALW if not TOK_ID[w]))
+if SEEN_LOSS: L = L + ["seen (non apparié, Fisher)"]
+if not SCALE_OK: why.append(f"fusion.scale hors [{SCALE_LO} ; {SCALE_HI}] : réf {SCALE['ref']} / cand {SCALE['cand']}")
+if not FV: why.append("aucune fenêtre fraîche valide")
+if BUDGET_OK and SEEN_OK and SCALE_OK and TOK_OK and FV:
+    dec = "ADOPTÉ" if (GF and not L) else "REJETÉ"   # L inclut la perte seen (r2-b)
+    if not GF: why.append("aucun gain significatif sur une fenêtre fraîche valide")
+    if L: why.append("perte(s) significative(s) : " + ", ".join(L))
+else: dec = "NON MESURABLE"
+out = {"cand": "mix = SPIRA de base (recette ctl M8) sur cs1_mix_sample.bin", "ref": "témoin = même recette sur v1b_sample.bin, relancé à budget égal",
+       "corpus": {"ref": REF_SHA, "cand": CAND_SHA}, "arms_files": ARM, "budgets": BUD, "budget_check": BUDGET_CHECK, "budget_ok": BUDGET_OK, "scale_check": SCALE_CHECK,
+       "revision": "r3-draft (NON FIGÉ)", "common_tokenisation": COMMON_TOK, "alpha": ALPHA, "match_min": MATCH_MIN, "match_rate_definition": "décisionnel = n apparié / min(n réf, n cand) DANS la plage commune (r2) ; r1 (toutes positions) publié pour info",
+       "n_clean_per_window": {w: R[w]["n_clean"] for w in EVALW}, "seen_guard": SEEN["guard_unpaired"], "pairing": MATCH, "windows_rule": FRESH, "fresh_valid": FV, "windows_invalid": {w: R[w]["invalid_reasons"] for w in FRESH if not R[w]["valid"]},
+       "reported_separately": SEP, "excluded_windows": sorted(EXCLUDED_WINDOWS) + ["neither_code", "freshcode m7"],
+       "exclusion_note": "broad_*_test / corpus_diverse_v1_test / v4_test20k_broad (e89725bb…) : recouverts par corpus_diverse_v1b (41 514 o, alerte Checker) ; test20k = old_local_v1/test ce0526c6 seulement",
+       "decision": dec, "reasons": why, "losses": L, "fresh_gains": GF,
+       "rule": "règle B (Philippe-Antoine 13 h 00, seen inclus) : ADOPTÉ ssi gain significatif (McNemar exact p<0,05, c>b, IC95 bootstrap > 0) sur >=1 fenêtre fraîche valide ET aucune perte significative (p<0,05, b>c) sur aucune fenêtre fraîche valide ET pas de perte seen significative (Fisher exact bilatéral NON apparié p<0,05, cand < réf) ; queries à part, hors règle ; NON MESURABLE si budgets inégaux, passe SNN incomplète, data_sha != déclaré, seen d'un bras trained_frac<0,99, fusion.scale hors [0,03 ; 0,11], ou aucune fraîche valide ; r3 : NON MESURABLE aussi si la tokenisation commune n'est pas vérifiée (EPT des ckpts ≠ empreinte déclarée, ckpt ≠ run) ou si les cibles diffèrent sur la plage commune d'une fenêtre",
+       "bootstrap": {"block_bytes": BLK, "B": NB, "seed": SEED}, "per_window": R, "seen_per_arm": SEEN, "go_flag_present": os.path.exists(GO),
+       "script_sha256": sha_file(os.path.abspath(__file__)),
+       "inputs_sha256": {k: v["sha256_file"] for k, v in NPZ_SCAN.items()}, "npz_scan": NPZ_SCAN,
+       "results_jsonl_sha256": {"ref": sha_file(f"{DR}/results.jsonl"), "cand": sha_file(f"{DC}/results.jsonl")},
+       "recount_sha256": {"ref_sample": sha_file(RC_REF), "mix_sample": (sha_file(RC_MIX) if os.path.exists(RC_MIX) else None), "code_scale_v1_scan": sha_file(RC_CODE)},
+       "mask_sha256": sha_file(MASKP)}
+json.dump(out, open(f"{OP}/verdict_CS1.json", "w"), indent=1, ensure_ascii=False)
+md = [f"# Verdict CS1 — mix (v1b ∪ delta code_scale_v1, {CAND_SHA[:8]}…) contre témoin v1b ({REF_SHA[:8]}…), recette ctl M8, budget égal\n",
+      f"**{dec}** — " + ("; ".join(why) if why else "critère rempli"), "",
+      "Précision fused APPARIÉE (%) sur les cibles identiques (tgt_start, tgt_len) in-vocab dans les DEUX bras (v4.2) ; r3 : tokenisation commune (même EPT, mêmes cibles, mêmes contextes).", "",
+      "| fenêtre | valide | taux appariement plage commune (r1 info) | n_clean (apparié in-vocab) | mix % | v1b % | Δ pts | b (v1b seul) / c (mix seul) | p McNemar exact | IC95 Δ bootstrap (512 o, B=10 000, seed 0) | décision |",
+      "|---|---|---|---|---|---|---|---|---|---|---|"]
+for w in EVALW:
+    r = R[w]; dd = "GAIN" if r["sig_gain"] else ("PERTE" if r["sig_loss"] else "n.s.")
+    if w in SEP: dd += " (à part, hors règle)"
+    elif not r["valid"]: dd = "EXCLUE (" + " ; ".join(r["invalid_reasons"]) + ")"
+    md.append(f"| {w}{' strict' if w == 'test20k' else ''} | {r['valid']} | {r['pairing']['match_rate']:.3f} ({r['pairing']['match_rate_all_positions_r1_info']:.3f}) | {r['n_clean']} | {r['acc_cand_pct']:.3f} | {r['acc_ref_pct']:.3f} | {r['delta_pct']:+.3f} | {r['b_ref_only']}/{r['c_cand_only']} | {r['mcnemar_p']:.3g} | [{r['boot_ci95_delta_pct'][0]:+.3f} ; {r['boot_ci95_delta_pct'][1]:+.3f}] | {dd} |")
+md += ["", f"seen (par bras, garde NON apparié, Fisher exact bilatéral) : v1b {SEEN['ref']['acc_invocab_pct']:.3f} % (trained_frac {SEEN['ref']['trained_frac']}) ; mix {SEEN['cand']['acc_invocab_pct']:.3f} % (trained_frac {SEEN['cand']['trained_frac']}) ; p = {SEEN_P:.3g} → " + ("PERTE seen (REJETÉ)" if SEEN_LOSS else "pas de perte seen significative") + ".",
+       "Fenêtres exclues : broad_local_v1/test, broad_gutenberg_v1/test, corpus_diverse_v1/test, v4_test20k_broad (e89725bb…, recouvertes par v1b), neither_code, freshcode m7. test20k = old_local_v1/test (ce0526c6) seulement.",
+       f"Tokenisation commune (r3) : EPT {COMMON_EPT_LOG2P_SHA[:16]}… {COMMON_EPT_PARAMS} — réf {EPT_CHECK['ref']['ok']} / cand {EPT_CHECK['cand']['ok']} ; cibles identiques (plage commune) : {json.dumps(TOK_ID)} → {'OK' if TOK_OK else 'NON OK'}.",
+       f"Budgets : {json.dumps(BUD)} → {'OK' if BUDGET_OK else 'NON OK'} ; fusion.scale {json.dumps(SCALE)} (bornes [{SCALE_LO} ; {SCALE_HI}], provisoires).",
+       f"Script sha256 {out['script_sha256']}.", ""]
+open(f"{OP}/verdict_CS1.md", "w").write("\n".join(md) + "\n"); print("\n".join(md))
diff --git a/results/hashing/code_scale_v1/drafts_r3_cs1/verdict_CS1_r3draft_vs_r2.diff b/results/hashing/code_scale_v1/drafts_r3_cs1/verdict_CS1_r3draft_vs_r2.diff
new file mode 100644
index 0000000000000000000000000000000000000000..457e353fc53391c2587e3b6abd4a75b28eca1777
--- /dev/null
+++ b/results/hashing/code_scale_v1/drafts_r3_cs1/verdict_CS1_r3draft_vs_r2.diff
@@ -0,0 +1,128 @@
+--- ../cs1/verdict_CS1.py	2026-10-24 11:28:21.843488275 -0700
++++ verdict_CS1.r3_draft.py	2026-10-24 11:44:44.323774614 -0700
+@@ -37,7 +37,21 @@
+ RÉVISION r2 (24 oct. 2026, Toronto ; r1 = 7169b071…, gardée en verdict_CS1.py.r1) — changements, liste complète :
+  (r2-a) scan de tous les npz (f2) ; (r2-b) garde seen non apparié (Fisher) ; (r2-c) dénominateur du taux = plage commune, ancien taux publié pour info ;
+  (r2-d) n_clean par fenêtre en tête de la sortie ; (r2-e) assertion window_sha256 recompte mix == npz (comme pour le recompte réf) ;
+- (r2-f) bras imposés ctl/ctl (--ref-arm/--cand-arm n'acceptent plus « cm ») ; (r2-g) ALPHA = 0,05 nommé, même valeur partout."""
++ (r2-f) bras imposés ctl/ctl (--ref-arm/--cand-arm n'acceptent plus « cm ») ; (r2-g) ALPHA = 0,05 nommé, même valeur partout.
++RÉVISION r3 — BROUILLON (24 oct. 2026, 14 h 40-15 h 00, Toronto ; NON FIGÉ, non audité ; r2 = fc8f0861… inchangée) — motif : taux d'appariement
++ATTENDUS r2 0,21-0,33 < MATCH_MIN 0,50 sur les 5 fraîches (expected_match_CS1 r2) ⇒ NON MESURABLE quasi certain. Changements, liste complète :
++ (r3-a) TOKENISATION COMMUNE : les deux bras sont entraînés ET évalués avec UNE SEULE EPT, ajustée une fois sur l'échantillon du bras ctl
++     (v1b_sample.bin[:2 000 000], calibrée sur [2 000 000, 2 400 000), recette SPIRA.build) ; empreinte déclarée en dur :
++     sha256(log2p float32 256×256) = COMMON_EPT_LOG2P_SHA, ept_params = COMMON_EPT_PARAMS. Le script relit l'EPT dans le ckpt de CHAQUE bras
++     (<runs>/<arm>.npz, clés log2p / ept_params, écrit par SPIRA.save) ; le sha256 du ckpt doit être égal au ckpt_sha256 de results.jsonl du bras.
++     Ckpt absent, illisible, empreinte différente ou sha ≠ results.jsonl ⇒ NON MESURABLE.
++ (r3-b) contrôle par fenêtre : sur la plage d'octets commune, les cibles (tgt_start, tgt_len) des deux bras doivent être IDENTIQUES (même ordre,
++     même nombre) ; sinon ⇒ NON MESURABLE (anomalie : avec une EPT commune la segmentation est déterministe ; on refuse d'exclure en silence
++     une fenêtre, qui pourrait porter une perte). Avec r3-a/r3-b, les contextes tokenisés sont aussi identiques (la « limite connue » r2 disparaît).
++ (r3-c) INCHANGÉS : MATCH_MIN = 0,50 (même définition plage commune r2, même ≥ inclusif ; attendu non contraignant, taux attendu 1,000),
++     règle B, ALPHA, garde seen non apparié (Fisher ; seen = préfixe [:200 000] de l'échantillon de chaque bras, toujours non appariable),
++     scan de tous les npz, dénominateur plage commune, n_clean par fenêtre, contrôles sha des fenêtres et des recomptes, ctl/ctl imposé.
++     Le scan r2-a couvre déjà <arm>.npz (listé dans inputs_sha256)."""
+ import sys, os, json, math, hashlib, argparse, glob, fnmatch, numpy as np
+ S = "/workspace/spira_shared"; C1 = f"{S}/hashing_gen/code_scale_v1/cs1"; B8 = f"{S}/hashing_gen/m8_v1b"
+ _ap = argparse.ArgumentParser()
+@@ -46,6 +60,8 @@
+ SCALE_LO = 0.03; SCALE_HI = 0.11   # bornes EN DUR, non surchargeables ; plage PROVISOIRE, en attente de la décision de Philippe-Antoine
+ MATCH_MIN = 0.50                   # taux d'appariement minimal par fenêtre (en dur) — plancher PROVISOIRE, appliqué au taux plage commune (r2)
+ ALPHA = 0.05                       # seuil unique : McNemar (gain/perte) ET Fisher seen (r2)
++COMMON_EPT_LOG2P_SHA = "bc3e74d8b2812c4248ccd97bb73fa2e05f9c945fdd79b63487cba1533cf71d2a"   # r3-a : EPT commune (fit v1b_sample [:2 Mo], recette SPIRA.build)
++COMMON_EPT_PARAMS = [16.04248046875, 2.0, 32.0, 0.5]                                         # r3-a : [budget_bits, min_len, max_len, alpha]
+ _a = _ap.parse_args(); DR, DC, OP, RA, CA = _a.runs_ref, _a.runs_cand, _a.outdir, _a.ref_arm, _a.cand_arm
+ assert RA == "ctl" and CA == "ctl", "r2 : bras ctl/ctl imposés"
+ REF_SAMPLE = f"{B8}/sample/v1b_sample.bin"; REF_SHA = "9ea562e44f708adda470c53144dcae748796d77b98039b5fc52ac962d877370b"
+@@ -114,6 +130,24 @@
+ BUDGET_CHECK = {"equal_ref_cand": EQUAL, "data_sha_expected": {"ref": REF_SHA, "cand": CAND_SHA}, "data_sha_ok": DATA_OK, "tokens_per_tick": TOKENS_PER_TICK,
+                 "trained_snn_tokens_per_epoch": TRAINED, "full_budget_each_epoch": FULL}
+ TRAINED_MIN = {x: (min(min(TRAINED[x]), BUD["snn_tokens"][x]) if TRAINED[x] and isinstance(BUD["snn_tokens"][x], int) else None) for x in ("ref", "cand")}
++# ---- r3-a : tokenisation commune — EPT relue dans le ckpt de chaque bras, comparée à l'empreinte déclarée
++def ept_check(side):
++    p = f"{DR if side == 'ref' else DC}/{ARM[side]}.npz"; k = f"{side}:{ARM[side]}.npz"; r = {"ckpt": p, "present": k in NPZ_SCAN}
++    if not r["present"]: return {**r, "ok": False, "reason": "ckpt absent"}
++    with np.load(p, allow_pickle=False) as Z:
++        if "log2p" not in Z.files or "ept_params" not in Z.files: return {**r, "ok": False, "reason": "log2p / ept_params absents du ckpt"}
++        lp = Z["log2p"]; pr = [float(x) for x in np.asarray(Z["ept_params"]).ravel()]
++    r["log2p_dtype_shape"] = [str(lp.dtype), list(lp.shape)]
++    r["log2p_sha256"] = hashlib.sha256(np.ascontiguousarray(lp).tobytes()).hexdigest() if lp.dtype == np.float32 and lp.shape == (256, 256) else None
++    r["ept_params"] = pr; r["ckpt_sha256_file"] = NPZ_SCAN[k]["sha256_file"]; r["ckpt_sha256_results_jsonl"] = arm_field(side, "ckpt_sha256")
++    r["log2p_ok"] = r["log2p_sha256"] == COMMON_EPT_LOG2P_SHA; r["params_ok"] = pr == COMMON_EPT_PARAMS
++    r["ckpt_is_run_ckpt"] = r["ckpt_sha256_file"] == r["ckpt_sha256_results_jsonl"]
++    r["ok"] = bool(r["log2p_ok"] and r["params_ok"] and r["ckpt_is_run_ckpt"])
++    if not r["ok"]: r["reason"] = ", ".join(n for n, f in (("log2p ≠ EPT commune", r["log2p_ok"]), ("ept_params ≠ EPT commune", r["params_ok"]),
++                                                          ("sha ckpt ≠ ckpt_sha256 results.jsonl", r["ckpt_is_run_ckpt"])) if not f)
++    return r
++EPT_CHECK = {x: ept_check(x) for x in ("ref", "cand")}
++EPT_OK = all(EPT_CHECK[x]["ok"] for x in ("ref", "cand"))
+ # ---- propreté des fenêtres (3 recomptes 64 o + exclusion broad_*_test)
+ RCR = json.load(open(RC_REF)); assert RCR["sha256"] == REF_SHA, "recompte réf : échantillon différent"
+ RCM = json.load(open(RC_MIX)) if os.path.exists(RC_MIX) else None
+@@ -149,9 +183,11 @@
+     na, nb_ = len(ka), len(kb); nm = len(common); rate_all = nm / max(1, min(na, nb_))   # r1, POUR INFORMATION
+     nra, nrb = int(ina.sum()), int(inb.sum()); rate = nm / max(1, min(nra, nrb))           # r2 : DÉCISIONNEL (plage commune)
+     same_tok = na == nb_ and np.array_equal(A["tgt_start"], B["tgt_start"]) and np.array_equal(A["tgt_len"], B["tgt_len"])
++    same_common = bool(np.array_equal(A["tgt_start"][ina], B["tgt_start"][inb]) and np.array_equal(A["tgt_len"][ina], B["tgt_len"][inb]))   # r3-b
+     MATCH[w] = {"n_ref": na, "n_cand": nb_, "common_end_byte": END, "n_ref_in_common_range": nra, "n_cand_in_common_range": nrb,
+                 "n_matched": nm, "match_rate": rate, "match_rate_definition": "n_matched / min(n_ref_in_common_range, n_cand_in_common_range) — DÉCISIONNEL (r2)",
+-                "match_rate_all_positions_r1_info": rate_all, "match_ok": rate >= MATCH_MIN, "tokenisation_identical": bool(same_tok)}
++                "match_rate_all_positions_r1_info": rate_all, "match_ok": rate >= MATCH_MIN, "tokenisation_identical": bool(same_tok),
++                "tokenisation_identical_common_range_r3": same_common}
+     st = A["tgt_start"][ia].astype(np.int64); ln = A["tgt_len"][ia].astype(np.int64)
+     iva, ivb = A["invocab"][ia].astype(bool), B["invocab"][ib].astype(bool)
+     ha, hb = A["fused_hit"][ia].astype(bool) & iva, B["fused_hit"][ib].astype(bool) & ivb
+@@ -209,6 +245,10 @@
+                           "why_unpaired": "les deux bras n'ont pas le même échantillon d'entraînement : chaque seen = préfixe [:200 000] de SON échantillon, octets et positions différents, aucun appariement possible"}
+ SEEN["note"] = "seen par bras ; DANS la règle B via le garde non apparié (r2) ; queries reste à part, hors règle"
+ print("seen_per_arm", json.dumps(SEEN), flush=True)
++TOK_ID = {w: MATCH[w]["tokenisation_identical_common_range_r3"] for w in EVALW}
++TOK_OK = bool(EPT_OK and all(TOK_ID.values()))   # r3-a + r3-b
++COMMON_TOK = {"declared": {"log2p_sha256": COMMON_EPT_LOG2P_SHA, "ept_params": COMMON_EPT_PARAMS, "fitted_on": "v1b_sample.bin (bras ctl / témoin) [:2 000 000], calibrée [2 000 000, 2 400 000)"},
++              "per_arm": EPT_CHECK, "ept_ok_both": EPT_OK, "targets_identical_common_range_per_window": TOK_ID, "ok": TOK_OK}
+ FV = [w for w in FRESH if R[w]["valid"]]
+ L = [w for w in FV if R[w]["sig_loss"]]; GF = [w for w in FV if R[w]["sig_gain"]]
+ why = []
+@@ -218,22 +258,24 @@
+     if not DATA_OK["cand"]: why.append(f"données cand != cs1_mix_sample ({BUD['data_sha256']['cand']})")
+     if not (FULL["ref"] and FULL["cand"]): why.append(f"passe SNN incomplète : tokens entraînés/époque (ticks × {TOKENS_PER_TICK}) réf {TRAINED['ref']} / cand {TRAINED['cand']} != snn_tokens {BUD['snn_tokens']['ref']}/{BUD['snn_tokens']['cand']}")
+ if not SEEN_OK: why.append("seen d'un bras avec trained_frac < 0,99 ou non vérifiable")
++if not EPT_OK: why.append("tokenisation commune non vérifiée (r3-a) : " + " / ".join(f"{x} {EPT_CHECK[x].get('reason')}" for x in ("ref", "cand") if not EPT_CHECK[x]["ok"]))
++if not all(TOK_ID.values()): why.append("cibles non identiques sur la plage commune (r3-b) : " + ", ".join(w for w in EVALW if not TOK_ID[w]))
+ if SEEN_LOSS: L = L + ["seen (non apparié, Fisher)"]
+ if not SCALE_OK: why.append(f"fusion.scale hors [{SCALE_LO} ; {SCALE_HI}] : réf {SCALE['ref']} / cand {SCALE['cand']}")
+ if not FV: why.append("aucune fenêtre fraîche valide")
+-if BUDGET_OK and SEEN_OK and SCALE_OK and FV:
++if BUDGET_OK and SEEN_OK and SCALE_OK and TOK_OK and FV:
+     dec = "ADOPTÉ" if (GF and not L) else "REJETÉ"   # L inclut la perte seen (r2-b)
+     if not GF: why.append("aucun gain significatif sur une fenêtre fraîche valide")
+     if L: why.append("perte(s) significative(s) : " + ", ".join(L))
+ else: dec = "NON MESURABLE"
+ out = {"cand": "mix = SPIRA de base (recette ctl M8) sur cs1_mix_sample.bin", "ref": "témoin = même recette sur v1b_sample.bin, relancé à budget égal",
+        "corpus": {"ref": REF_SHA, "cand": CAND_SHA}, "arms_files": ARM, "budgets": BUD, "budget_check": BUDGET_CHECK, "budget_ok": BUDGET_OK, "scale_check": SCALE_CHECK,
+-       "revision": "r2", "alpha": ALPHA, "match_min": MATCH_MIN, "match_rate_definition": "décisionnel = n apparié / min(n réf, n cand) DANS la plage commune (r2) ; r1 (toutes positions) publié pour info",
++       "revision": "r3-draft (NON FIGÉ)", "common_tokenisation": COMMON_TOK, "alpha": ALPHA, "match_min": MATCH_MIN, "match_rate_definition": "décisionnel = n apparié / min(n réf, n cand) DANS la plage commune (r2) ; r1 (toutes positions) publié pour info",
+        "n_clean_per_window": {w: R[w]["n_clean"] for w in EVALW}, "seen_guard": SEEN["guard_unpaired"], "pairing": MATCH, "windows_rule": FRESH, "fresh_valid": FV, "windows_invalid": {w: R[w]["invalid_reasons"] for w in FRESH if not R[w]["valid"]},
+        "reported_separately": SEP, "excluded_windows": sorted(EXCLUDED_WINDOWS) + ["neither_code", "freshcode m7"],
+        "exclusion_note": "broad_*_test / corpus_diverse_v1_test / v4_test20k_broad (e89725bb…) : recouverts par corpus_diverse_v1b (41 514 o, alerte Checker) ; test20k = old_local_v1/test ce0526c6 seulement",
+        "decision": dec, "reasons": why, "losses": L, "fresh_gains": GF,
+-       "rule": "règle B (Philippe-Antoine 13 h 00, seen inclus) : ADOPTÉ ssi gain significatif (McNemar exact p<0,05, c>b, IC95 bootstrap > 0) sur >=1 fenêtre fraîche valide ET aucune perte significative (p<0,05, b>c) sur aucune fenêtre fraîche valide ET pas de perte seen significative (Fisher exact bilatéral NON apparié p<0,05, cand < réf) ; queries à part, hors règle ; NON MESURABLE si budgets inégaux, passe SNN incomplète, data_sha != déclaré, seen d'un bras trained_frac<0,99, fusion.scale hors [0,03 ; 0,11], ou aucune fraîche valide",
++       "rule": "règle B (Philippe-Antoine 13 h 00, seen inclus) : ADOPTÉ ssi gain significatif (McNemar exact p<0,05, c>b, IC95 bootstrap > 0) sur >=1 fenêtre fraîche valide ET aucune perte significative (p<0,05, b>c) sur aucune fenêtre fraîche valide ET pas de perte seen significative (Fisher exact bilatéral NON apparié p<0,05, cand < réf) ; queries à part, hors règle ; NON MESURABLE si budgets inégaux, passe SNN incomplète, data_sha != déclaré, seen d'un bras trained_frac<0,99, fusion.scale hors [0,03 ; 0,11], ou aucune fraîche valide ; r3 : NON MESURABLE aussi si la tokenisation commune n'est pas vérifiée (EPT des ckpts ≠ empreinte déclarée, ckpt ≠ run) ou si les cibles diffèrent sur la plage commune d'une fenêtre",
+        "bootstrap": {"block_bytes": BLK, "B": NB, "seed": SEED}, "per_window": R, "seen_per_arm": SEEN, "go_flag_present": os.path.exists(GO),
+        "script_sha256": sha_file(os.path.abspath(__file__)),
+        "inputs_sha256": {k: v["sha256_file"] for k, v in NPZ_SCAN.items()}, "npz_scan": NPZ_SCAN,
+@@ -243,7 +285,7 @@
+ json.dump(out, open(f"{OP}/verdict_CS1.json", "w"), indent=1, ensure_ascii=False)
+ md = [f"# Verdict CS1 — mix (v1b ∪ delta code_scale_v1, {CAND_SHA[:8]}…) contre témoin v1b ({REF_SHA[:8]}…), recette ctl M8, budget égal\n",
+       f"**{dec}** — " + ("; ".join(why) if why else "critère rempli"), "",
+-      "Précision fused APPARIÉE (%) sur les cibles identiques (tgt_start, tgt_len) in-vocab dans les DEUX bras (v4.2).", "",
++      "Précision fused APPARIÉE (%) sur les cibles identiques (tgt_start, tgt_len) in-vocab dans les DEUX bras (v4.2) ; r3 : tokenisation commune (même EPT, mêmes cibles, mêmes contextes).", "",
+       "| fenêtre | valide | taux appariement plage commune (r1 info) | n_clean (apparié in-vocab) | mix % | v1b % | Δ pts | b (v1b seul) / c (mix seul) | p McNemar exact | IC95 Δ bootstrap (512 o, B=10 000, seed 0) | décision |",
+       "|---|---|---|---|---|---|---|---|---|---|---|"]
+ for w in EVALW:
+@@ -253,6 +295,7 @@
+     md.append(f"| {w}{' strict' if w == 'test20k' else ''} | {r['valid']} | {r['pairing']['match_rate']:.3f} ({r['pairing']['match_rate_all_positions_r1_info']:.3f}) | {r['n_clean']} | {r['acc_cand_pct']:.3f} | {r['acc_ref_pct']:.3f} | {r['delta_pct']:+.3f} | {r['b_ref_only']}/{r['c_cand_only']} | {r['mcnemar_p']:.3g} | [{r['boot_ci95_delta_pct'][0]:+.3f} ; {r['boot_ci95_delta_pct'][1]:+.3f}] | {dd} |")
+ md += ["", f"seen (par bras, garde NON apparié, Fisher exact bilatéral) : v1b {SEEN['ref']['acc_invocab_pct']:.3f} % (trained_frac {SEEN['ref']['trained_frac']}) ; mix {SEEN['cand']['acc_invocab_pct']:.3f} % (trained_frac {SEEN['cand']['trained_frac']}) ; p = {SEEN_P:.3g} → " + ("PERTE seen (REJETÉ)" if SEEN_LOSS else "pas de perte seen significative") + ".",
+        "Fenêtres exclues : broad_local_v1/test, broad_gutenberg_v1/test, corpus_diverse_v1/test, v4_test20k_broad (e89725bb…, recouvertes par v1b), neither_code, freshcode m7. test20k = old_local_v1/test (ce0526c6) seulement.",
++       f"Tokenisation commune (r3) : EPT {COMMON_EPT_LOG2P_SHA[:16]}… {COMMON_EPT_PARAMS} — réf {EPT_CHECK['ref']['ok']} / cand {EPT_CHECK['cand']['ok']} ; cibles identiques (plage commune) : {json.dumps(TOK_ID)} → {'OK' if TOK_OK else 'NON OK'}.",
+        f"Budgets : {json.dumps(BUD)} → {'OK' if BUDGET_OK else 'NON OK'} ; fusion.scale {json.dumps(SCALE)} (bornes [{SCALE_LO} ; {SCALE_HI}], provisoires).",
+        f"Script sha256 {out['script_sha256']}.", ""]
+ open(f"{OP}/verdict_CS1.md", "w").write("\n".join(md) + "\n"); print("\n".join(md))
diff --git a/results/hashing/code_scale_v1/lic_inventory.json b/results/hashing/code_scale_v1/lic_inventory.json
new file mode 100644
index 0000000000000000000000000000000000000000..e49c2b02237fd7086309fbf07394123b5ae5ab95
--- /dev/null
+++ b/results/hashing/code_scale_v1/lic_inventory.json
@@ -0,0 +1,7054 @@
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+   "other": []
+  }
+ ],
+ "vapor_vapor": [
+  {
+   "path": "LICENSE",
+   "sha256": "eca7cc8beb0840e78a7007e9df1530132c1940d890006bbf0b51bdff089d927d",
+   "bytes": 1080,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "NOTICES.txt",
+   "sha256": "d3aa27ec3a16a64472d02a8b16684253868990255883f5bd6e5ff31a3b7f3a4c",
+   "bytes": 631,
+   "copyleft": [],
+   "allowed": [],
+   "other": []
+  }
+ ],
+ "vuejs_core": [
+  {
+   "path": "LICENSE",
+   "sha256": "49190d1f742dd61e47fe816df4963e5186a2a62100d9122f9883a60ea32973ac",
+   "bytes": 1112,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/compiler-core/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/compiler-dom/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/compiler-sfc/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/compiler-ssr/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/reactivity/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/runtime-core/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/runtime-dom/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/runtime-test/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/server-renderer/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/shared/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/vue-compat/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "packages/vue/LICENSE",
+   "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+   "bytes": 1091,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  }
+ ],
+ "webpack_webpack": [
+  {
+   "path": "LICENSE",
+   "sha256": "9068a8782d2fb4c6e432cfa25334efa56f722822180570802bf86e71b6003b1e",
+   "bytes": 1071,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+   "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+   "bytes": 1070,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+   "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+   "bytes": 1070,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+   "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+   "bytes": 1070,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+   "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+   "bytes": 1070,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+   "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+   "bytes": 1070,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+   "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+   "bytes": 1070,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  },
+  {
+   "path": "test/configCases/asset-modules/http-url/server/LICENSE",
+   "sha256": "9068a8782d2fb4c6e432cfa25334efa56f722822180570802bf86e71b6003b1e",
+   "bytes": 1071,
+   "copyleft": [],
+   "allowed": [
+    "MIT"
+   ],
+   "other": []
+  }
+ ]
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/lic_inventory.py b/results/hashing/code_scale_v1/lic_inventory.py
new file mode 100644
index 0000000000000000000000000000000000000000..aab8b8b2b738fd00fe2b2f1ccb8c1c98380e88ca
--- /dev/null
+++ b/results/hashing/code_scale_v1/lic_inventory.py
@@ -0,0 +1,16 @@
+import os, sys, json, hashlib, subprocess, re
+sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))); from lic_rules import classify
+RAW = "/workspace/spira_shared/multi_lang_v1/raw"; R = {}
+LF = re.compile(r"(^|/)(licen[cs]e|copying|unlicense|notice|third.?party.?notices?)[^/]*$", re.I)
+for d in sorted(os.listdir(RAW)):
+    p = f"{RAW}/{d}"; fl = [f.decode() for f in subprocess.check_output(["git","-C",p,"ls-files","-z"]).split(b"\0") if f]
+    ent = []
+    for f in fl:
+        if not LF.search(f) or not os.path.isfile(f"{p}/{f}") or f.endswith((".json",".py",".js",".ts",".rs",".go",".java",".cs",".php",".rb",".kt",".swift",".scala",".sh",".c",".h",".cc",".cpp",".hpp")): continue
+        b = open(f"{p}/{f}","rb").read(); cl, pm, ot = classify(b.decode("utf-8","ignore"))
+        ent.append({"path": f, "sha256": hashlib.sha256(b).hexdigest(), "bytes": len(b), "copyleft": cl, "allowed": pm, "other": ot})
+    R[d] = ent
+json.dump(R, open("lic_inventory.json","w"), indent=1)
+for d, ent in R.items():
+    print("==", d)
+    for e in ent: print("  ", e["path"], e["copyleft"], e["allowed"], e["other"])
diff --git a/results/hashing/code_scale_v1/lic_inventory.txt b/results/hashing/code_scale_v1/lic_inventory.txt
new file mode 100644
index 0000000000000000000000000000000000000000..caf8799e8c7117b1bb7b42356511876f9b0bf55d
--- /dev/null
+++ b/results/hashing/code_scale_v1/lic_inventory.txt
@@ -0,0 +1,755 @@
+== Alamofire_Alamofire
+   LICENSE [] ['MIT'] []
+== AutoMapper_AutoMapper
+   LICENSE.md ['RPL'] [] []
+   docs/source/License-configuration.md [] [] []
+== BurntSushi_ripgrep
+   COPYING [] [] []
+   LICENSE-MIT [] ['MIT'] []
+   UNLICENSE [] [] ['Unlicense']
+   crates/cli/LICENSE-MIT [] ['MIT'] []
+   crates/cli/UNLICENSE [] [] ['Unlicense']
+   crates/globset/COPYING [] [] []
+   crates/globset/LICENSE-MIT [] ['MIT'] []
+   crates/globset/UNLICENSE [] [] ['Unlicense']
+   crates/grep/COPYING [] [] []
+   crates/grep/LICENSE-MIT [] ['MIT'] []
+   crates/grep/UNLICENSE [] [] ['Unlicense']
+   crates/ignore/COPYING [] [] []
+   crates/ignore/LICENSE-MIT [] ['MIT'] []
+   crates/ignore/UNLICENSE [] [] ['Unlicense']
+   crates/matcher/LICENSE-MIT [] ['MIT'] []
+   crates/matcher/UNLICENSE [] [] ['Unlicense']
+   crates/pcre2/LICENSE-MIT [] ['MIT'] []
+   crates/pcre2/UNLICENSE [] [] ['Unlicense']
+   crates/printer/LICENSE-MIT [] ['MIT'] []
+   crates/printer/UNLICENSE [] [] ['Unlicense']
+   crates/regex/LICENSE-MIT [] ['MIT'] []
+   crates/regex/UNLICENSE [] [] ['Unlicense']
+   crates/searcher/LICENSE-MIT [] ['MIT'] []
+   crates/searcher/UNLICENSE [] [] ['Unlicense']
+== JamesNK_Newtonsoft.Json
+   Doc/license.txt [] ['MIT'] []
+   LICENSE.md [] ['MIT'] []
+== JetBrains_kotlin-web-site
+   LICENSE [] ['Apache-2.0'] []
+== Kotlin_kotlinx.coroutines
+   LICENSE.txt [] ['Apache-2.0'] []
+   license/NOTICE.txt [] ['Apache-2.0'] []
+== Moya_Moya
+   License.md [] ['MIT'] []
+== ReactiveX_RxSwift
+   LICENSE.md [] ['MIT'] []
+   assets/LICENSE.txt [] ['Apache-2.0'] []
+== SwiftyJSON_SwiftyJSON
+   LICENSE [] ['MIT'] []
+== akka_akka
+   COPYING.protobuf [] ['BSD-3-Clause'] []
+   LICENSE ['BUSL-1.1'] ['Apache-2.0'] []
+   akka-actor-testkit-typed/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-actor-tests/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-actor-typed-tests/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-actor-typed/src/main/mima-filters/2.9.x.backwards.excludes/licenseKeyExpiry.excludes [] [] []
+   akka-actor/src/main/mima-filters/2.9.x.backwards.excludes/licenseKeyExpiry.excludes [] [] []
+   akka-bench-jmh/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-metrics/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-metrics/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-sharding-typed/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-sharding-typed/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-sharding/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-sharding/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-tools/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-tools/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-typed/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster-typed/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster/jmx-client/LICENSES [] [] []
+   akka-cluster/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-cluster/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-coordination/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-discovery/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-distributed-data/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-distributed-data/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-docs/LICENSE ['GPL', 'MPL'] [] []
+   akka-docs/src/main/paradox/project/licenses.md [] [] []
+   akka-docs/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-persistence-query/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-persistence-shared/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-persistence-tck/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-persistence-testkit/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-persistence-typed-tests/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-persistence-typed/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-persistence/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-pki/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-remote-tests/src/multi-jvm/LICENSE ['GPL', 'MPL'] [] []
+   akka-remote-tests/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-remote/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-serialization-jackson/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-slf4j/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-stream-testkit/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-stream-tests-tck/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-stream-tests/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-stream-typed/src/test/LICENSE ['GPL', 'MPL'] [] []
+   akka-testkit/src/test/LICENSE ['GPL', 'MPL'] [] []
+   native-image-tests/LICENSE ['GPL', 'MPL'] [] []
+   samples/akka-quickstart-java/COPYING [] [] ['CC0']
+   samples/akka-quickstart-java/LICENSE [] [] ['CC0']
+   samples/akka-quickstart-scala/COPYING [] [] ['CC0']
+   samples/akka-quickstart-scala/LICENSE [] [] ['CC0']
+   samples/akka-sample-cluster-java/COPYING [] [] ['CC0']
+   samples/akka-sample-cluster-java/LICENSE [] [] ['CC0']
+   samples/akka-sample-cluster-scala/COPYING [] [] ['CC0']
+   samples/akka-sample-cluster-scala/LICENSE [] [] ['CC0']
+   samples/akka-sample-distributed-data-java/COPYING [] [] ['CC0']
+   samples/akka-sample-distributed-data-java/LICENSE [] [] ['CC0']
+   samples/akka-sample-distributed-data-scala/COPYING [] [] ['CC0']
+   samples/akka-sample-distributed-data-scala/LICENSE [] [] ['CC0']
+   samples/akka-sample-fsm-java/COPYING [] [] ['CC0']
+   samples/akka-sample-fsm-java/LICENSE [] [] ['CC0']
+   samples/akka-sample-fsm-scala/COPYING [] [] ['CC0']
+   samples/akka-sample-fsm-scala/LICENSE [] [] ['CC0']
+   samples/akka-sample-kafka-to-sharding-scala/COPYING [] [] ['CC0']
+   samples/akka-sample-kafka-to-sharding-scala/LICENSE [] [] ['CC0']
+   samples/akka-sample-sharding-java/COPYING [] [] ['CC0']
+   samples/akka-sample-sharding-java/LICENSE [] [] ['CC0']
+   samples/akka-sample-sharding-scala/LICENSE [] [] ['CC0']
+== alacritty_alacritty
+   LICENSE-APACHE [] ['Apache-2.0'] []
+   LICENSE-MIT [] ['MIT'] []
+   alacritty/LICENSE-APACHE [] ['Apache-2.0'] []
+   alacritty/windows/wix/license.rtf [] ['Apache-2.0'] []
+   alacritty_config/LICENSE-APACHE [] ['Apache-2.0'] []
+   alacritty_config/LICENSE-MIT [] ['MIT'] []
+   alacritty_config_derive/LICENSE-APACHE [] ['Apache-2.0'] []
+   alacritty_config_derive/LICENSE-MIT [] ['MIT'] []
+   alacritty_terminal/LICENSE-APACHE [] ['Apache-2.0'] []
+== angular_angular
+   LICENSE [] ['MIT'] []
+   adev/src/content/reference/license.md [] ['MIT'] []
+   ngp-vscode-ng-language-service/tests/test-workspace/mock_packages/@angular/core/third_party/@mcp-b/webmcp-types/LICENSE [] ['MIT'] []
+   ngp-vscode-ng-language-service/tests/test-workspace/mock_packages/@angular/core/third_party/@modelcontextprotocol/server/LICENSE [] ['Apache-2.0', 'MIT'] ['CC-BY']
+   packages/compiler-cli/preprocessor/language-service/tests/test-workspace/mock_packages/@angular/core/third_party/@mcp-b/webmcp-types/LICENSE [] ['MIT'] []
+   packages/compiler-cli/preprocessor/language-service/tests/test-workspace/mock_packages/@angular/core/third_party/@modelcontextprotocol/server/LICENSE [] ['Apache-2.0', 'MIT'] ['CC-BY']
+   packages/license-banner.txt [] [] []
+   third_party/fonts.google.com/material-symbols-outlined/LICENSE [] ['Apache-2.0'] []
+   third_party/fonts.google.com/open-sans/LICENSE.txt [] ['Apache-2.0'] []
+== apache_commons-lang
+   LICENSE.txt [] ['Apache-2.0'] []
+   NOTICE.txt [] [] []
+== apple_swift-argument-parser
+   LICENSE.txt [] ['Apache-2.0'] []
+== apple_swift-nio
+   LICENSE.txt [] ['Apache-2.0'] []
+   NOTICE.txt [] [] []
+   Sources/CNIOLLHTTP/LICENSE [] ['MIT'] []
+== axios_axios
+   LICENSE [] ['MIT'] []
+== bats-core_bats-core
+   LICENSE.md [] ['MIT'] []
+   NOTICE.md [] [] []
+== curl_curl
+   COPYING [] [] ['curl']
+== django_django
+   LICENSE [] ['BSD-3-Clause'] []
+   LICENSE.python ['GPL'] ['ISC'] ['PSF']
+   django/contrib/admin/static/admin/css/vendor/select2/LICENSE-SELECT2.md [] ['MIT'] []
+   django/contrib/admin/static/admin/js/vendor/jquery/LICENSE.txt [] ['MIT'] []
+   django/contrib/admin/static/admin/js/vendor/select2/LICENSE.md [] ['MIT'] []
+   django/contrib/admin/static/admin/js/vendor/xregexp/LICENSE.txt [] ['MIT'] []
+   django/contrib/gis/gdal/LICENSE [] ['BSD-3-Clause'] []
+   django/contrib/gis/geos/LICENSE [] ['BSD-3-Clause'] []
+   django/dispatch/license.txt [] ['BSD-2-Clause'] []
+== dotnet_aspnetcore
+   LICENSE.txt [] ['MIT'] []
+   THIRD-PARTY-NOTICES.txt ['GPL'] ['Apache-2.0', 'MIT', 'BSD-3-Clause'] []
+   eng/LicenseHeader.txt [] [] []
+   src/Components/THIRD-PARTY-NOTICES.txt ['GPL'] ['Apache-2.0', 'MIT', 'BSD-3-Clause'] []
+   src/Components/benchmarkapps/BlazingPizza.Server/THIRD-PARTY-NOTICES.md [] [] []
+   src/Grpc/THIRD-PARTY-NOTICES [] ['Apache-2.0'] []
+   src/Identity/UI/src/THIRD-PARTY-NOTICES.txt [] ['MIT'] []
+   src/Identity/UI/src/assets/V4/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Identity/UI/src/assets/V4/lib/jquery-validation-unobtrusive/LICENSE.txt [] ['MIT'] []
+   src/Identity/UI/src/assets/V4/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Identity/UI/src/assets/V4/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Identity/UI/src/assets/V5/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Identity/UI/src/assets/V5/lib/jquery-validation-unobtrusive/LICENSE.txt [] ['MIT'] []
+   src/Identity/UI/src/assets/V5/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Identity/UI/src/assets/V5/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Identity/testassets/Identity.DefaultUI.WebSite/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Identity/testassets/Identity.DefaultUI.WebSite/wwwroot/lib/jquery-validation-unobtrusive/LICENSE.txt [] ['MIT'] []
+   src/Identity/testassets/Identity.DefaultUI.WebSite/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Identity/testassets/Identity.DefaultUI.WebSite/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Installers/Windows/AspNetCoreModule-Setup/IIS-Setup/IIS-Common/LICENSE [] ['MIT'] []
+   src/Installers/Windows/AspNetCoreModule-Setup/IIS-Setup/LICENSE [] ['MIT'] []
+   src/Installers/Windows/AspNetCoreModule-Setup/license/license.rtf [] [] []
+   src/ProjectTemplates/THIRD-PARTY-NOTICES [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/RazorPagesWeb-CSharp/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/RazorPagesWeb-CSharp/wwwroot/lib/jquery-validation-unobtrusive/LICENSE.txt [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/RazorPagesWeb-CSharp/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/RazorPagesWeb-CSharp/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-CSharp/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-CSharp/wwwroot/lib/jquery-validation-unobtrusive/LICENSE.txt [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-CSharp/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-CSharp/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-FSharp/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-FSharp/wwwroot/lib/jquery-validation-unobtrusive/LICENSE.txt [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-FSharp/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/ProjectTemplates/Web.ProjectTemplates/content/StarterWeb-FSharp/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Security/samples/ClaimsTransformation/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Security/samples/ClaimsTransformation/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Security/samples/ClaimsTransformation/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Security/samples/Cookies/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Security/samples/Cookies/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Security/samples/Cookies/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Security/samples/DynamicSchemes/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Security/samples/DynamicSchemes/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Security/samples/DynamicSchemes/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Security/samples/Identity.ExternalClaims/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Security/samples/Identity.ExternalClaims/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Security/samples/Identity.ExternalClaims/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Security/samples/PathSchemeSelection/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Security/samples/PathSchemeSelection/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Security/samples/PathSchemeSelection/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/Security/samples/StaticFilesAuth/wwwroot/lib/bootstrap/LICENSE [] ['MIT'] []
+   src/Security/samples/StaticFilesAuth/wwwroot/lib/jquery-validation/LICENSE.md [] ['MIT'] []
+   src/Security/samples/StaticFilesAuth/wwwroot/lib/jquery/LICENSE.txt [] ['MIT'] []
+   src/SignalR/THIRD-PARTY-NOTICES [] ['Apache-2.0', 'MIT', 'ISC', 'BSD-3-Clause'] []
+   src/SignalR/clients/ts/signalr-protocol-msgpack/src/third-party-notices.txt [] ['MIT', 'ISC', 'BSD-3-Clause'] []
+   src/SignalR/clients/ts/signalr/src/third-party-notices.txt [] ['MIT'] []
+== dylanaraps_neofetch
+   LICENSE.md [] ['MIT'] []
+== encode_httpx
+   LICENSE.md [] ['BSD-3-Clause'] []
+== expressjs_express
+   LICENSE [] ['MIT'] []
+== fmtlib_fmt
+   LICENSE [] ['MIT'] []
+   doc/LICENSE-exception [] ['MIT'] []
+== gin-gonic_gin
+   LICENSE [] ['MIT'] []
+== gohugoio_hugo
+   LICENSE [] ['Apache-2.0'] []
+   docs/LICENSE.md [] [] []
+   docs/content/LICENSE.md [] ['Apache-2.0'] []
+   docs/content/en/about/license.md [] [] []
+   resources/testdata/bep/license.txt [] [] ['CC-BY']
+== google_guava
+   LICENSE [] ['Apache-2.0'] []
+== google_leveldb
+   LICENSE [] ['BSD-3-Clause'] []
+== guzzle_guzzle
+   LICENSE [] ['MIT'] []
+== hashicorp_terraform
+   LICENSE ['BUSL-1.1'] [] []
+   docs/plugin-protocol/LICENSE ['GPL', 'MPL'] [] []
+   internal/ipaddr/LICENSE [] ['BSD-3-Clause'] []
+   internal/tfplugin5/LICENSE ['GPL', 'MPL'] [] []
+   internal/tfplugin6/LICENSE ['GPL', 'MPL'] [] []
+== jekyll_jekyll
+   LICENSE [] ['MIT'] []
+   lib/theme_template/LICENSE.txt.erb [] ['MIT'] []
+== jqlang_jq
+   COPYING [] ['MIT', 'BSD-2-Clause'] []
+== ktorio_ktor
+   LICENSE [] ['Apache-2.0'] []
+== laravel_framework
+   LICENSE.md [] ['MIT'] []
+   src/Illuminate/Auth/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Broadcasting/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Bus/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Cache/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Collections/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Concurrency/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Conditionable/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Config/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Console/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Container/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Contracts/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Cookie/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Database/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Encryption/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Events/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Filesystem/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Hashing/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Http/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Image/LICENSE.md [] ['MIT'] []
+   src/Illuminate/JsonSchema/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Log/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Macroable/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Mail/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Notifications/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Pagination/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Pipeline/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Process/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Queue/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Redis/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Reflection/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Routing/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Session/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Support/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Testing/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Translation/LICENSE.md [] ['MIT'] []
+   src/Illuminate/Validation/LICENSE.md [] ['MIT'] []
+   src/Illuminate/View/LICENSE.md [] ['MIT'] []
+== libuv_libuv
+   LICENSE [] ['MIT'] []
+   LICENSE-docs [] [] ['CC0', 'CC-BY']
+   LICENSE-extra [] ['MIT'] []
+== lodash_lodash
+   LICENSE [] ['MIT'] ['CC0']
+   vendor/backbone/LICENSE [] ['MIT'] []
+   vendor/firebug-lite/license.txt [] ['BSD-3-Clause'] []
+   vendor/underscore/LICENSE [] ['MIT'] []
+== madler_zlib
+   LICENSE [] [] ['zlib']
+   contrib/dotzlib/LICENSE_1_0.txt [] ['MIT'] ['BSL-1.0']
+   contrib/minizip/LICENSE.Info-Zip [] [] []
+== microsoft_vscode
+   LICENSE.txt [] ['MIT'] []
+   ThirdPartyNotices.txt ['GPL'] ['Apache-2.0', 'MIT', 'ISC', 'BSD-3-Clause'] ['PSF', 'CC0', 'CC-BY', 'Unicode']
+   cli/ThirdPartyNotices.txt ['LGPL', 'GPL', 'MPL'] ['Apache-2.0', 'MIT', 'BSD-3-Clause'] ['zlib']
+   extensions/copilot/LICENSE.txt [] ['MIT'] []
+   extensions/copilot/chat-lib/LICENSE.txt [] ['MIT'] []
+   extensions/copilot/test/scenarios/test-notebook-tools/LICENSE [] ['Apache-2.0'] []
+   extensions/copilot/test/scenarios/test-notebooks/LICENSE [] ['Apache-2.0'] []
+   extensions/copilot/test/simulation/fixtures/notebook/LICENSE [] ['Apache-2.0'] []
+   extensions/mermaid-markdown-features/ThirdPartyNotices.txt ['GPL', 'EPL'] [] []
+   extensions/terminal-suggest/ThirdPartyNotices.txt [] ['MIT'] []
+   extensions/theme-modern-icons/fileicons/images/license.svg [] [] []
+   extensions/theme-seti/ThirdPartyNotices.txt [] ['MIT'] []
+== mrdoob_three.js
+   LICENSE [] ['MIT'] []
+   examples/fonts/LICENSE [] ['MIT'] []
+   examples/fonts/droid/NOTICE [] ['Apache-2.0'] []
+   examples/textures/decal/LICENSE.TXT [] [] ['CC0']
+   examples/textures/lensflare/LICENSE.txt ['CC-SA/NC'] [] []
+   manual/examples/resources/data/world/license.md ['CC-SA/NC'] [] []
+   manual/examples/resources/images/minecraft/license.md ['CC-SA/NC'] [] []
+   manual/examples/resources/models/3dbustchallange_submission/license.md [] [] []
+   manual/examples/resources/models/cartoon_lowpoly_small_city_free_pack/license.md [] [] []
+   manual/examples/resources/models/windmill/license.md ['CC-SA/NC'] [] []
+   manual/examples/resources/models/windmill_2/license.md ['CC-SA/NC'] [] []
+== nestjs_nest
+   LICENSE [] ['MIT'] []
+== nlohmann_json
+   LICENSE.MIT [] ['MIT'] []
+   docs/mkdocs/docs/home/license.md [] ['MIT'] ['CC0', 'BSL-1.0']
+== nvm-sh_nvm
+   LICENSE.md [] ['MIT'] []
+== ohmyzsh_ohmyzsh
+   LICENSE.txt [] ['MIT'] []
+   plugins/gradle/LICENSE [] ['MIT'] []
+   plugins/ipfs/LICENSE [] ['MIT'] []
+   plugins/kube-ps1/LICENSE [] ['Apache-2.0'] []
+   plugins/lando/LICENSE [] ['MIT'] []
+   plugins/wd/LICENSE [] ['MIT'] []
+   plugins/z/LICENSE [] ['MIT'] []
+   plugins/zsh-autosuggestions/LICENSE [] ['MIT'] []
+   plugins/zsh-interactive-cd/LICENSE ['GPL', 'MPL'] [] []
+   plugins/zsh-navigation-tools/LICENSE ['GPL'] ['MIT'] []
+   plugins/zsh-syntax-highlighting/LICENSE [] ['BSD-3-Clause'] []
+== opencv_opencv
+   3rdparty/cpufeatures/LICENSE [] ['Apache-2.0'] []
+   3rdparty/dlpack/LICENSE [] ['Apache-2.0'] []
+   3rdparty/ffmpeg/license.txt ['LGPL', 'GPL'] [] []
+   3rdparty/flatbuffers/LICENSE.txt [] ['Apache-2.0'] []
+   3rdparty/harfbuzz/COPYING [] [] []
+   3rdparty/include/opencl/LICENSE.txt [] ['MIT'] []
+   3rdparty/libjasper/LICENSE [] ['MIT'] []
+   3rdparty/libjpeg-turbo/LICENSE.md [] ['BSD-3-Clause'] []
+   3rdparty/libpng/LICENSE [] [] []
+   3rdparty/libspng/LICENSE [] ['BSD-2-Clause'] []
+   3rdparty/libtiff/LICENSE.md [] ['BSD-2-Clause'] []
+   3rdparty/libwebp/COPYING [] ['BSD-3-Clause'] []
+   3rdparty/mlas/LICENSE [] ['MIT'] []
+   3rdparty/openjpeg/LICENSE [] ['BSD-2-Clause'] []
+   3rdparty/protobuf/LICENSE [] ['BSD-3-Clause'] []
+   3rdparty/zlib-ng/LICENSE.md [] [] ['zlib']
+   3rdparty/zlib/LICENSE [] [] ['zlib']
+   LICENSE [] ['Apache-2.0'] []
+   doc/LICENSE_BSD.txt [] ['BSD-3-Clause'] []
+   doc/LICENSE_CHANGE_NOTICE.txt [] ['BSD-3-Clause'] []
+   modules/core/3rdparty/SoftFloat/COPYING.txt [] ['BSD-3-Clause'] []
+   modules/features/3rdparty/annoy/LICENSE [] ['Apache-2.0'] []
+   modules/highgui/src/files_Qt/Material/LICENSE [] ['Apache-2.0'] []
+   samples/data/licenseplate_motion.jpg [] [] []
+== pallets_flask
+   LICENSE.txt [] ['BSD-3-Clause'] []
+   docs/license.rst [] [] []
+   examples/javascript/LICENSE.txt [] ['BSD-3-Clause'] []
+   examples/tutorial/LICENSE.txt [] ['BSD-3-Clause'] []
+== playframework_playframework
+   LICENSE [] ['Apache-2.0'] []
+== prometheus_prometheus
+   LICENSE [] ['Apache-2.0'] []
+   NOTICE [] ['Apache-2.0'] []
+== protocolbuffers_protobuf
+   LICENSE [] ['BSD-3-Clause'] []
+   third_party/utf8_range/LICENSE [] ['MIT'] []
+== psf_requests
+   LICENSE [] ['Apache-2.0'] []
+   NOTICE [] [] []
+   docs/_themes/LICENSE [] ['BSD-2-Clause'] []
+   ext/LICENSE [] [] []
+== rails_rails
+   tools/rail_inspector/LICENSE [] ['MIT'] []
+== redis_redis
+   LICENSE.txt ['AGPL', 'GPL', 'SSPL/RSAL'] [] []
+   deps/croaring/LICENSE [] ['Apache-2.0', 'MIT'] []
+   deps/fpconv/LICENSE.txt [] ['MIT'] ['BSL-1.0']
+   deps/hdr_histogram/COPYING.txt [] [] ['CC0']
+   deps/hdr_histogram/LICENSE.txt [] ['BSD-2-Clause'] ['CC0']
+   deps/hiredis/COPYING [] ['BSD-3-Clause'] []
+   deps/jemalloc/COPYING [] ['BSD-2-Clause'] []
+   deps/tre/LICENSE [] ['BSD-2-Clause'] []
+   deps/xxhash/LICENSE [] ['BSD-2-Clause'] []
+== rust-lang_cargo
+   LICENSE-APACHE [] ['Apache-2.0'] []
+   LICENSE-MIT [] ['MIT'] []
+   LICENSE-THIRD-PARTY ['LGPL', 'GPL'] ['MIT', 'BSD-3-Clause'] ['Unlicense', 'zlib', 'curl']
+   crates/cargo-platform/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/cargo-platform/LICENSE-MIT [] ['MIT'] []
+   crates/cargo-test-macro/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/cargo-test-macro/LICENSE-MIT [] ['MIT'] []
+   crates/cargo-test-support/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/cargo-test-support/LICENSE-MIT [] ['MIT'] []
+   crates/cargo-util-schemas/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/cargo-util-schemas/LICENSE-MIT [] ['MIT'] []
+   crates/cargo-util-terminal/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/cargo-util-terminal/LICENSE-MIT [] ['MIT'] []
+   crates/cargo-util/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/cargo-util/LICENSE-MIT [] ['MIT'] []
+   crates/crates-io/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/crates-io/LICENSE-MIT [] ['MIT'] []
+   crates/home/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/home/LICENSE-MIT [] ['MIT'] []
+   crates/rustfix/LICENSE-APACHE [] ['Apache-2.0'] []
+   crates/rustfix/LICENSE-MIT [] ['MIT'] []
+   credential/cargo-credential-1password/LICENSE-APACHE [] ['Apache-2.0'] []
+   credential/cargo-credential-1password/LICENSE-MIT [] ['MIT'] []
+   credential/cargo-credential-libsecret/LICENSE-APACHE [] ['Apache-2.0'] []
+   credential/cargo-credential-libsecret/LICENSE-MIT [] ['MIT'] []
+   credential/cargo-credential-macos-keychain/LICENSE-APACHE [] ['Apache-2.0'] []
+   credential/cargo-credential-macos-keychain/LICENSE-MIT [] ['MIT'] []
+   credential/cargo-credential-wincred/LICENSE-APACHE [] ['Apache-2.0'] []
+   credential/cargo-credential-wincred/LICENSE-MIT [] ['MIT'] []
+   credential/cargo-credential/LICENSE-APACHE [] ['Apache-2.0'] []
+   credential/cargo-credential/LICENSE-MIT [] ['MIT'] []
+== sbt_sbt
+   LICENSE [] ['Apache-2.0'] []
+   NOTICE [] ['Apache-2.0'] []
+   internal/util-complete/NOTICE [] [] []
+   internal/util-control/NOTICE [] [] []
+   internal/util-logging/NOTICE [] [] []
+   launch/NOTICE [] ['Apache-2.0'] []
+   launcher-package/LICENSE [] ['Apache-2.0'] []
+   launcher-package/NOTICE [] ['Apache-2.0', 'BSD-3-Clause'] []
+   launcher-package/src/windows/License.rtf [] ['BSD-2-Clause'] []
+   licenses/LICENSE_Apache [] ['Apache-2.0'] []
+   licenses/LICENSE_JLine [] ['BSD-3-Clause'] []
+   licenses/LICENSE_MetaScala [] ['BSD-3-Clause'] []
+   licenses/LICENSE_SBinary [] ['MIT'] []
+   licenses/LICENSE_Scala [] [] []
+   licenses/LICENSE_jdepend [] ['BSD-3-Clause'] []
+   lm-core/NOTICE [] ['Apache-2.0'] []
+   lm-coursier/NOTICE [] ['Apache-2.0'] []
+   main/NOTICE [] [] []
+   run/NOTICE [] ['Apache-2.0'] []
+   sbt-app/src/sbt-test/dependency-graph/output/expected/licenses.txt [] [] []
+   sbt-app/src/sbt-test/project/scala3-example-project/LICENSE [] ['BSD-2-Clause'] []
+   sbt-app/src/sbt-test/project/scala3-semanticdb/LICENSE [] ['BSD-2-Clause'] []
+   scripted-sbt/NOTICE [] [] []
+   tasks-standard/NOTICE [] [] []
+   tasks/NOTICE [] [] []
+   testing/NOTICE [] [] []
+   util-cache/NOTICE [] [] []
+   util-collection/NOTICE [] [] []
+   util-tracking/NOTICE [] [] []
+== scala_scala
+   LICENSE [] ['Apache-2.0'] []
+   NOTICE [] ['Apache-2.0'] []
+   doc/LICENSE.md [] ['Apache-2.0'] []
+   doc/License.rtf [] ['Apache-2.0'] []
+   spec/public/octicons/LICENSE.txt [] [] []
+   spec/public/scripts/LICENSE-highlight [] ['BSD-3-Clause'] []
+   spec/public/scripts/LICENSE-toc [] ['MIT'] []
+== scikit-learn_scikit-learn
+   COPYING [] ['BSD-3-Clause'] []
+   build_tools/wheels/LICENSE_linux.txt ['GPL'] [] []
+   build_tools/wheels/LICENSE_macos.txt ['GPL'] ['Apache-2.0', 'MIT'] []
+   build_tools/wheels/LICENSE_windows.txt [] [] []
+   sklearn/externals/array_api_compat/LICENSE [] ['MIT'] []
+   sklearn/externals/array_api_extra/LICENSE [] ['MIT'] []
+== serde-rs_serde
+   LICENSE-APACHE [] ['Apache-2.0'] []
+   LICENSE-MIT [] ['MIT'] []
+   serde/LICENSE-APACHE [] ['Apache-2.0'] []
+   serde/LICENSE-MIT [] ['MIT'] []
+   serde_core/LICENSE-APACHE [] ['Apache-2.0'] []
+   serde_core/LICENSE-MIT [] ['MIT'] []
+   serde_derive/LICENSE-APACHE [] ['Apache-2.0'] []
+   serde_derive/LICENSE-MIT [] ['MIT'] []
+   serde_derive_internals/LICENSE-APACHE [] ['Apache-2.0'] []
+   serde_derive_internals/LICENSE-MIT [] ['MIT'] []
+== sinatra_sinatra
+   LICENSE [] ['MIT'] []
+   rack-protection/License [] ['MIT'] []
+   sinatra-contrib/LICENSE [] ['MIT'] []
+== spf13_cobra
+   LICENSE.txt [] ['Apache-2.0'] []
+== spring-projects_spring-framework
+   LICENSE.txt [] ['Apache-2.0'] []
+== square_kotlinpoet
+   LICENSE.txt [] ['Apache-2.0'] []
+== square_okhttp
+   LICENSE.txt [] ['Apache-2.0'] []
+   okhttp/src/jvmTest/resources/okhttp3/internal/publicsuffix/NOTICE ['MPL'] [] []
+== symfony_symfony
+   LICENSE [] ['MIT'] []
+   src/Symfony/Bridge/Doctrine/LICENSE [] ['MIT'] []
+   src/Symfony/Bridge/Monolog/LICENSE [] ['MIT'] []
+   src/Symfony/Bridge/PhpUnit/LICENSE [] ['MIT'] []
+   src/Symfony/Bridge/PsrHttpMessage/LICENSE [] ['MIT'] []
+   src/Symfony/Bridge/Twig/LICENSE [] ['MIT'] []
+   src/Symfony/Bundle/DebugBundle/LICENSE [] ['MIT'] []
+   src/Symfony/Bundle/FrameworkBundle/LICENSE [] ['MIT'] []
+   src/Symfony/Bundle/SecurityBundle/LICENSE [] ['MIT'] []
+   src/Symfony/Bundle/TwigBundle/LICENSE [] ['MIT'] []
+   src/Symfony/Bundle/WebProfilerBundle/LICENSE [] ['MIT'] []
+   src/Symfony/Bundle/WebProfilerBundle/Resources/fonts/LICENSE.txt [] [] []
+   src/Symfony/Bundle/WebProfilerBundle/Resources/views/Icon/LICENSE.txt [] ['MIT'] []
+   src/Symfony/Component/Asset/LICENSE [] ['MIT'] []
+   src/Symfony/Component/AssetMapper/LICENSE [] ['MIT'] []
+   src/Symfony/Component/BrowserKit/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Cache/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Clock/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Config/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Console/LICENSE [] ['MIT'] []
+   src/Symfony/Component/CssSelector/LICENSE [] ['MIT'] []
+   src/Symfony/Component/DependencyInjection/LICENSE [] ['MIT'] []
+   src/Symfony/Component/DomCrawler/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Dotenv/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Emoji/LICENSE [] ['MIT'] []
+   src/Symfony/Component/ErrorHandler/LICENSE [] ['MIT'] []
+   src/Symfony/Component/EventDispatcher/LICENSE [] ['MIT'] []
+   src/Symfony/Component/ExpressionLanguage/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Filesystem/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Finder/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Form/LICENSE [] ['MIT'] []
+   src/Symfony/Component/HtmlSanitizer/LICENSE [] ['MIT'] []
+   src/Symfony/Component/HttpClient/LICENSE [] ['MIT'] []
+   src/Symfony/Component/HttpFoundation/LICENSE [] ['MIT'] []
+   src/Symfony/Component/HttpKernel/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Intl/LICENSE [] ['MIT'] []
+   src/Symfony/Component/JsonPath/LICENSE [] ['MIT'] []
+   src/Symfony/Component/JsonSchema/LICENSE [] ['MIT'] []
+   src/Symfony/Component/JsonStreamer/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/AwsKms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/AzureKeyVault/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/DoctrineDbal/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/DoctrineOrm/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/Flysystem/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/GoogleCloudKms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/HashiCorpVault/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/Kmip/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/Bridge/Scaleway/LICENSE [] ['MIT'] []
+   src/Symfony/Component/KeyManagement/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Ldap/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Lock/Bridge/DynamoDb/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Lock/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/AhaSend/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Amazon/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Azure/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Brevo/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Cloudflare/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Google/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Infobip/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/MailKite/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/MailPace/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Mailchimp/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/MailerSend/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Mailgun/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Mailjet/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Mailomat/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Mailtrap/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/MicrosoftGraph/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Postal/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Postmark/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/PufferPost/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Resend/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Scaleway/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Sendgrid/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/Sweego/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/TurboSmtp/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/Bridge/ZohoCpaas/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mailer/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/Bridge/AmazonSqs/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/Bridge/AmpSql/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/Bridge/Amqp/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/Bridge/Beanstalkd/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/Bridge/Doctrine/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/Bridge/MongoDb/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/Bridge/Redis/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Messenger/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Mime/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/AllMySms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/AmazonSns/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Bandwidth/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Bluesky/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Brevo/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Chatwork/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/ClickSend/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Clickatell/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/ContactEveryone/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Discord/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Engagespot/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Esendex/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Expo/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/FacebookPage/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/FakeChat/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/FakeSms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Firebase/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/FortySixElks/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/FreeMobile/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/GatewayApi/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/GoIp/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/GoogleChat/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Infobip/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Instagram/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Iqsms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Isendpro/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/JoliNotif/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/KazInfoTeh/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/LightSms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/LineBot/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/LineNotify/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/LinkedIn/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Lox24/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Mailjet/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Mastodon/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Matrix/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Mattermost/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Mercure/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/MessageBird/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/MessageMedia/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/MicrosoftTeams/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Mobyt/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Novu/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Ntfy/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Octopush/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/OneSignal/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/OrangeSms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/OvhCloud/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/PagerDuty/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Plivo/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Prelude/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Primotexto/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Pushover/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Pushy/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Redlink/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/RingCentral/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/RocketChat/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Sendberry/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Sevenio/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/SimpleTextin/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Sinch/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Sipgate/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Slack/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/SmsBiuras/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/SmsFactor/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/SmsProxima/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/SmsSluzba/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Smsapi/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Smsbox/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Smsc/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Smsense/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Smsmode/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/SpotHit/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Sweego/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Telegram/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Telnyx/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Termii/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Threads/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/TurboSms/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Twilio/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Twitter/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Unifonic/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Vonage/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/WhatsApp/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Yunpian/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Zendesk/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/Bridge/Zulip/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Notifier/LICENSE [] ['MIT'] []
+   src/Symfony/Component/ObjectMapper/LICENSE [] ['MIT'] []
+   src/Symfony/Component/OptionsResolver/LICENSE [] ['MIT'] []
+   src/Symfony/Component/PasswordHasher/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Process/LICENSE [] ['MIT'] []
+   src/Symfony/Component/PropertyAccess/LICENSE [] ['MIT'] []
+   src/Symfony/Component/PropertyInfo/LICENSE [] ['MIT'] []
+   src/Symfony/Component/RateLimiter/LICENSE [] ['MIT'] []
+   src/Symfony/Component/RemoteEvent/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Routing/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Runtime/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Scheduler/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Security/Core/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Security/Csrf/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Security/Http/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Semaphore/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Serializer/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Stopwatch/LICENSE [] ['MIT'] []
+   src/Symfony/Component/String/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Translation/Bridge/Crowdin/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Translation/Bridge/Loco/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Translation/Bridge/Lokalise/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Translation/Bridge/Phrase/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Translation/Bridge/PoEditor/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Translation/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Tui/LICENSE [] ['MIT'] []
+   src/Symfony/Component/TypeInfo/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Uid/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Validator/LICENSE [] ['MIT'] []
+   src/Symfony/Component/VarDumper/LICENSE [] ['MIT'] []
+   src/Symfony/Component/VarExporter/LICENSE [] ['MIT'] []
+   src/Symfony/Component/WebLink/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Webhook/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Workflow/LICENSE [] ['MIT'] []
+   src/Symfony/Component/Yaml/LICENSE [] ['MIT'] []
+   src/Symfony/Contracts/Cache/LICENSE [] ['MIT'] []
+   src/Symfony/Contracts/Deprecation/LICENSE [] ['MIT'] []
+   src/Symfony/Contracts/EventDispatcher/LICENSE [] ['MIT'] []
+   src/Symfony/Contracts/HttpClient/LICENSE [] ['MIT'] []
+   src/Symfony/Contracts/LICENSE [] ['MIT'] []
+   src/Symfony/Contracts/Service/LICENSE [] ['MIT'] []
+   src/Symfony/Contracts/Translation/LICENSE [] ['MIT'] []
+== tokio-rs_tokio
+   LICENSE [] ['MIT'] []
+   tokio-macros/LICENSE [] ['MIT'] []
+   tokio-stream/LICENSE [] ['MIT'] []
+   tokio-test/LICENSE [] ['MIT'] []
+   tokio-util/LICENSE [] ['MIT'] []
+   tokio/LICENSE [] ['MIT'] []
+== vapor_vapor
+   LICENSE [] ['MIT'] []
+   NOTICES.txt [] [] []
+== vuejs_core
+   LICENSE [] ['MIT'] []
+   packages/compiler-core/LICENSE [] ['MIT'] []
+   packages/compiler-dom/LICENSE [] ['MIT'] []
+   packages/compiler-sfc/LICENSE [] ['MIT'] []
+   packages/compiler-ssr/LICENSE [] ['MIT'] []
+   packages/reactivity/LICENSE [] ['MIT'] []
+   packages/runtime-core/LICENSE [] ['MIT'] []
+   packages/runtime-dom/LICENSE [] ['MIT'] []
+   packages/runtime-test/LICENSE [] ['MIT'] []
+   packages/server-renderer/LICENSE [] ['MIT'] []
+   packages/shared/LICENSE [] ['MIT'] []
+   packages/vue-compat/LICENSE [] ['MIT'] []
+   packages/vue/LICENSE [] ['MIT'] []
+== webpack_webpack
+   LICENSE [] ['MIT'] []
+   test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410 [] ['MIT'] []
+   test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f [] ['MIT'] []
+   test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410 [] ['MIT'] []
+   test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f [] ['MIT'] []
+   test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410 [] ['MIT'] []
+   test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f [] ['MIT'] []
+   test/configCases/asset-modules/http-url/server/LICENSE [] ['MIT'] []
diff --git a/results/hashing/code_scale_v1/lic_rules.py b/results/hashing/code_scale_v1/lic_rules.py
new file mode 100644
index 0000000000000000000000000000000000000000..1df1580944401a0cd6190aeabb22dbab8624c7a4
--- /dev/null
+++ b/results/hashing/code_scale_v1/lic_rules.py
@@ -0,0 +1,24 @@
+"""SPIRA Hashing — code_scale_v1 licence classifier (text rules on local LICENSE/COPYING files)."""
+import re
+COPYLEFT = [("AGPL", r"GNU AFFERO GENERAL PUBLIC LICENSE|\bAGPL-?[0-9]"), ("LGPL", r"GNU (LESSER|LIBRARY) GENERAL PUBLIC LICENSE|\bLGPL-?[0-9v]"),
+ ("GPL", r"GNU GENERAL PUBLIC LICENSE|\bGPL-?[0-9v]|GPL version [0-9]|General Public License"), ("MPL", r"Mozilla Public License|\bMPL-?[0-9]"),
+ ("EPL", r"Eclipse Public License|\bEPL-?[0-9]"), ("CDDL", r"Common Development and Distribution License|\bCDDL"),
+ ("CC-SA/NC", r"ShareAlike|NonCommercial|CC-BY-SA|CC-BY-NC"), ("BUSL-1.1", r"Business Source License"), ("RPL", r"Reciprocal Public License"),
+ ("SSPL/RSAL", r"Server Side Public License|Source Available License"), ("OSL", r"Open Software License"), ("EUPL", r"European Union Public Licen")]
+PERM = [("Apache-2.0", r"Apache License,?\s+Version 2\.0"), ("MIT", r"Permission is hereby granted,?\s+free of charge"),
+ ("ISC", r"Permission to use, copy, modify, and/?or distribute this software for any\s+purpose with or without fee is hereby granted"),
+ ("BSD-3-Clause", r"Neither the name|names of (its|the)\s+contributors may be used|name of the copyright holder"),
+ ("BSD-2-Clause", r"Redistribution and use in source and binary forms")]
+OTHER_PERM = [("Unlicense", r"This is free and unencumbered software released into the public domain"), ("zlib", r"This software is provided 'as-is'"),
+ ("curl", r"Permission to use, copy, modify, and distribute this software for any purpose\s+with or without fee is hereby granted, provided that the above copyright"),
+ ("PSF", r"PYTHON SOFTWARE FOUNDATION LICENSE|Python Software Foundation"), ("CC0", r"CC0|Creative Commons Zero|No Copyright"),
+ ("CC-BY", r"Creative Commons Attribution"), ("OFL", r"SIL OPEN FONT LICENSE"), ("BSL-1.0", r"Boost Software License"), ("Unicode", r"UNICODE, INC\. LICENSE|Unicode License")]
+ALLOWED = {"Apache-2.0", "MIT", "ISC", "BSD-3-Clause", "BSD-2-Clause"}
+def classify(t):
+    t2 = re.sub(r"[ \t]*\n[ \t]*", " ", t)
+    cl = [n for n, p in COPYLEFT if re.search(p, t2, re.I if n in ("MPL", "EPL", "CDDL") else 0)]
+    pm = [n for n, p in PERM if re.search(p, t2)]
+    if "BSD-3-Clause" in pm and "BSD-2-Clause" in pm: pm.remove("BSD-2-Clause")
+    if "BSD-3-Clause" in pm and "BSD-2-Clause" not in pm and not re.search(r"Redistribution and use", t2): pm.remove("BSD-3-Clause")
+    ot = [n for n, p in OTHER_PERM if re.search(p, t2)]
+    return cl, pm, ot
diff --git a/results/hashing/code_scale_v1/licence_policy.json b/results/hashing/code_scale_v1/licence_policy.json
new file mode 100644
index 0000000000000000000000000000000000000000..c946894aad37abd69eeeb9d44933fb86363b6a6c
--- /dev/null
+++ b/results/hashing/code_scale_v1/licence_policy.json
@@ -0,0 +1,7099 @@
+[
+ {
+  "repo": "akka/akka",
+  "verdict": "EXCLUDE",
+  "licence": "BUSL-1.1",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "aefe5e8ddc6abed89a690e3477d54fdfcea1b4175e49a82a6dadfb052af5d935"
+   }
+  ],
+  "note": "Business Source License 1.1 : non permissive (+ LICENSE GPL/MPL dans les dossiers de test)",
+  "root_licence_files": [
+   {
+    "path": "COPYING.protobuf",
+    "sha256": "31c7505c31a1ea8557a5362cd69946dc9f5ee80fac8fa1d1b1531c08530497b0",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "BSD-3-Clause"
+    ],
+    "other_markers": []
+   },
+   {
+    "path": "LICENSE",
+    "sha256": "aefe5e8ddc6abed89a690e3477d54fdfcea1b4175e49a82a6dadfb052af5d935",
+    "copyleft_markers": [
+     "BUSL-1.1"
+    ],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "alacritty/alacritty",
+  "verdict": "KEEP",
+  "licence": "Apache-2.0 OR MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE-APACHE",
+    "sha256": "8884289e3969c089cd556c53fa1d3f51d86b29e52a8c1d660a55ce8292986910"
+   },
+   {
+    "path": "LICENSE-MIT",
+    "sha256": "23f18e03dc49df91622fe2a76176497404e46ced8a715d9d2b67a7446571cca3"
+   }
+  ],
+  "note": "",
+  "root_licence_files": [
+   {
+    "path": "LICENSE-APACHE",
+    "sha256": "8884289e3969c089cd556c53fa1d3f51d86b29e52a8c1d660a55ce8292986910",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": []
+   },
+   {
+    "path": "LICENSE-MIT",
+    "sha256": "23f18e03dc49df91622fe2a76176497404e46ced8a715d9d2b67a7446571cca3",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [
+   {
+    "path": "alacritty/LICENSE-APACHE",
+    "sha256": "8884289e3969c089cd556c53fa1d3f51d86b29e52a8c1d660a55ce8292986910",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "alacritty/windows/wix/license.rtf",
+    "sha256": "221d0a7a2fa08fa996424e922b71884c3ec17a462318c97ad9ff22efc8fe88d2",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "alacritty_config/LICENSE-APACHE",
+    "sha256": "8884289e3969c089cd556c53fa1d3f51d86b29e52a8c1d660a55ce8292986910",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "alacritty_config/LICENSE-MIT",
+    "sha256": "23f18e03dc49df91622fe2a76176497404e46ced8a715d9d2b67a7446571cca3",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "alacritty_config_derive/LICENSE-APACHE",
+    "sha256": "8884289e3969c089cd556c53fa1d3f51d86b29e52a8c1d660a55ce8292986910",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "alacritty_config_derive/LICENSE-MIT",
+    "sha256": "23f18e03dc49df91622fe2a76176497404e46ced8a715d9d2b67a7446571cca3",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "alacritty_terminal/LICENSE-APACHE",
+    "sha256": "8884289e3969c089cd556c53fa1d3f51d86b29e52a8c1d660a55ce8292986910",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   }
+  ],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "Alamofire/Alamofire",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "3ef1fbd5fd9cb08a9e071d6c0c6f68322deda2b93a814e5135a7829495dae698"
+   }
+  ],
+  "note": "",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "3ef1fbd5fd9cb08a9e071d6c0c6f68322deda2b93a814e5135a7829495dae698",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "angular/angular",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "15e77c4692114f87c2020353626c868472c23954a4ed37ecc4c1522d14be1eb7"
+   }
+  ],
+  "note": "",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "15e77c4692114f87c2020353626c868472c23954a4ed37ecc4c1522d14be1eb7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [
+   {
+    "path": "ngp-vscode-ng-language-service/tests/test-workspace/mock_packages/@angular/core/third_party/@mcp-b/webmcp-types/LICENSE",
+    "sha256": "94c733ee952e0c922e566db77612b773e29c19f4fc926c29c1708e8ab92a823a",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "ngp-vscode-ng-language-service/tests/test-workspace/mock_packages/@angular/core/third_party/@modelcontextprotocol/server/LICENSE",
+    "sha256": "0382b0057770ca05e9c350a50aa3b1c1fea84da0bc81d723bf00b9aa841be58a",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0",
+     "MIT"
+    ],
+    "other_markers": [
+     "CC-BY"
+    ],
+    "decision": "exclude_dir_mixed_non_listed"
+   },
+   {
+    "path": "packages/compiler-cli/preprocessor/language-service/tests/test-workspace/mock_packages/@angular/core/third_party/@mcp-b/webmcp-types/LICENSE",
+    "sha256": "94c733ee952e0c922e566db77612b773e29c19f4fc926c29c1708e8ab92a823a",
+    "copyleft_markers": [],
+    "allowed_markers": [
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+  "root_licence_files": [
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+    "allowed_markers": [
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+    "other_markers": [
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+    "copyleft_markers": [],
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+    "decision": "ok_allowed"
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+    "other_markers": [],
+    "decision": "ok_manual_review: seule mention GPL = reste de Valgrind ; le fichier incorpore memcheck.h est BSD"
+   },
+   {
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+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/JsonSchema/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Log/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Macroable/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Mail/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Notifications/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Pagination/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Pipeline/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Process/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Queue/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Redis/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Reflection/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Routing/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Session/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Support/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Testing/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Translation/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/Validation/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "src/Illuminate/View/LICENSE.md",
+    "sha256": "7b4f9149597fbae2ce689bc9317d1869e17f1b3fa5f01c289998c108f8c37cf7",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   }
+  ],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "libuv/libuv",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "16de0c32b265cb7d46a6d3bd614f259dd4d693a5e26b3407b04aae8d73041f0c"
+   },
+   {
+    "path": "LICENSE-extra",
+    "sha256": "262c44bd2cdba037e6d2a82fba15f5800d292bc993a6f5d6b6ea487744d02836"
+   }
+  ],
+  "note": "LICENSE-docs = CC-BY-4.0 pour docs/ -> docs/ exclu",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "16de0c32b265cb7d46a6d3bd614f259dd4d693a5e26b3407b04aae8d73041f0c",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   },
+   {
+    "path": "LICENSE-docs",
+    "sha256": "cce5d01fa4a83b794271bd2c28cffdf99afd43c803e6ddefddae39b591ea7448",
+    "copyleft_markers": [],
+    "allowed_markers": [],
+    "other_markers": [
+     "CC0",
+     "CC-BY"
+    ]
+   },
+   {
+    "path": "LICENSE-extra",
+    "sha256": "262c44bd2cdba037e6d2a82fba15f5800d292bc993a6f5d6b6ea487744d02836",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [],
+  "excluded_prefixes": [
+   "docs/"
+  ]
+ },
+ {
+  "repo": "lodash/lodash",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "f71e8ed126b46346494aad5486874cd8f0aafe95092ed67d2e3cb6110f939abc"
+   }
+  ],
+  "note": "clause CC0 = seulement le code d'exemple affiche dans la prose de la documentation (pas de fichier source)",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "f71e8ed126b46346494aad5486874cd8f0aafe95092ed67d2e3cb6110f939abc",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [
+     "CC0"
+    ]
+   }
+  ],
+  "subdir_licence_files": [
+   {
+    "path": "vendor/backbone/LICENSE",
+    "sha256": "abe559ae494a727645a624f9a133caf69a3c005be58a569bc79fea55f0fed771",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "vendor/firebug-lite/license.txt",
+    "sha256": "dd59d3d35808bbf57c60d6b6f5b7c02e21b87ce4917fe55bfe43ce81634bf897",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "BSD-3-Clause"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "vendor/underscore/LICENSE",
+    "sha256": "afd29890d30d6bd4cb9b186d5c86c9a2ca796bd5bc822896f0dd3283e5159a9c",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   }
+  ],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "madler/zlib",
+  "verdict": "EXCLUDE",
+  "licence": "zlib",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "e32ff4e00d9d94930537635291da39e7e612703334bf6fde8c7f1686fe8a45a2"
+   }
+  ],
+  "note": "licence zlib : permissive mais HORS liste MIT/BSD/Apache-2.0/ISC -> exclu par prudence",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "e32ff4e00d9d94930537635291da39e7e612703334bf6fde8c7f1686fe8a45a2",
+    "copyleft_markers": [],
+    "allowed_markers": [],
+    "other_markers": [
+     "zlib"
+    ]
+   }
+  ],
+  "subdir_licence_files": [],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "microsoft/vscode",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE.txt",
+    "sha256": "cce33203a80863c22499035b1cfb6aba5df5f02e4ea2669cf5bc5730c1864236"
+   }
+  ],
+  "note": "ThirdPartyNotices : fish (GPL) et zsh incorpores via extensions/terminal-suggest (cgmanifest) -> exclu ; extensions/mermaid-markdown-features (EPL elkjs) -> exclu",
+  "root_licence_files": [
+   {
+    "path": "LICENSE.txt",
+    "sha256": "cce33203a80863c22499035b1cfb6aba5df5f02e4ea2669cf5bc5730c1864236",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   },
+   {
+    "path": "ThirdPartyNotices.txt",
+    "sha256": "51b3fd6b279f33c324ba7d32ed9f8849bb51cc2d7c61eaf13c2e8eba5efdd523",
+    "copyleft_markers": [
+     "GPL"
+    ],
+    "allowed_markers": [
+     "Apache-2.0",
+     "MIT",
+     "ISC",
+     "BSD-3-Clause"
+    ],
+    "other_markers": [
+     "PSF",
+     "CC0",
+     "CC-BY",
+     "Unicode"
+    ]
+   }
+  ],
+  "subdir_licence_files": [
+   {
+    "path": "cli/ThirdPartyNotices.txt",
+    "sha256": "48fe8f40f4075df238b154d3627caae2053195e927adee0917b40468241e52e7",
+    "copyleft_markers": [
+     "LGPL",
+     "GPL",
+     "MPL"
+    ],
+    "allowed_markers": [
+     "Apache-2.0",
+     "MIT",
+     "BSD-3-Clause"
+    ],
+    "other_markers": [
+     "zlib"
+    ],
+    "decision": "exclude_dir_copyleft"
+   },
+   {
+    "path": "extensions/copilot/LICENSE.txt",
+    "sha256": "8f3b85643422256a936daede0159c60fe5d140ace61a4fbb7de8b912e1274260",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "extensions/copilot/chat-lib/LICENSE.txt",
+    "sha256": "8f3b85643422256a936daede0159c60fe5d140ace61a4fbb7de8b912e1274260",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "extensions/copilot/test/scenarios/test-notebook-tools/LICENSE",
+    "sha256": "283ea6cc2997a1a70da0049e09adf9317bb60ca1b51279b65196b83a69e1996b",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "extensions/copilot/test/scenarios/test-notebooks/LICENSE",
+    "sha256": "283ea6cc2997a1a70da0049e09adf9317bb60ca1b51279b65196b83a69e1996b",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "extensions/copilot/test/simulation/fixtures/notebook/LICENSE",
+    "sha256": "283ea6cc2997a1a70da0049e09adf9317bb60ca1b51279b65196b83a69e1996b",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "extensions/mermaid-markdown-features/ThirdPartyNotices.txt",
+    "sha256": "a42d48519a03963f6379d8c962bc6e94939bb07e887c9880a4b6a295e8c7e12c",
+    "copyleft_markers": [
+     "GPL",
+     "EPL"
+    ],
+    "allowed_markers": [],
+    "other_markers": [],
+    "decision": "exclude_dir_copyleft"
+   },
+   {
+    "path": "extensions/terminal-suggest/ThirdPartyNotices.txt",
+    "sha256": "875fb70e4eb54f1fa9987d6bd16cc5472ef3b75fc5758a5f897494f58753c489",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "extensions/theme-seti/ThirdPartyNotices.txt",
+    "sha256": "be25a8e2c617f7214c99a256305fb6b2d976e3a698c44bda424f617079dcff9f",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   }
+  ],
+  "excluded_prefixes": [
+   "cli/",
+   "extensions/mermaid-markdown-features/",
+   "extensions/terminal-suggest/"
+  ]
+ },
+ {
+  "repo": "Moya/Moya",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "License.md",
+    "sha256": "86dc0a20227b30f9bb6026f8759639d9aa0250c858ec787935e72bcc7915cbad"
+   }
+  ],
+  "note": "",
+  "root_licence_files": [
+   {
+    "path": "License.md",
+    "sha256": "86dc0a20227b30f9bb6026f8759639d9aa0250c858ec787935e72bcc7915cbad",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "mrdoob/three.js",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "8b378ebe60e2fe500158cb0ac71cb5e8b7d92953c2abcc63a0eb90499653b5bc"
+   }
+  ],
+  "note": "ressources CC-BY-SA/NC (textures/modeles) -> dossiers exclus",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "8b378ebe60e2fe500158cb0ac71cb5e8b7d92953c2abcc63a0eb90499653b5bc",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [
+   {
+    "path": "docs/scripts/prettify/Apache-License-2.0.txt",
+    "sha256": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "examples/fonts/LICENSE",
+    "sha256": "35e8279356d7890871c4fce804d157e3f21456a7311ef2caab5cb4705c71b6bd",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "examples/fonts/droid/NOTICE",
+    "sha256": "38751245389e1e23f73e6f5384b5cbe7fa972cc4410c5adc9c04b082a0b9561a",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "Apache-2.0"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "examples/textures/decal/LICENSE.TXT",
+    "sha256": "ccc513b64a50e7911fad72e5e91f85aa2b34e60b8fcdbece5d39b81e1afc3dca",
+    "copyleft_markers": [],
+    "allowed_markers": [],
+    "other_markers": [
+     "CC0"
+    ],
+    "decision": "exclude_dir_unknown_or_non_listed"
+   },
+   {
+    "path": "examples/textures/lensflare/LICENSE.txt",
+    "sha256": "b2a12cc8bd288f742be3e4d3d5427ff337c69deccbbbc2c00f8c2070ed6b7a3c",
+    "copyleft_markers": [
+     "CC-SA/NC"
+    ],
+    "allowed_markers": [],
+    "other_markers": [],
+    "decision": "exclude_dir_copyleft"
+   },
+   {
+    "path": "manual/examples/resources/data/world/license.md",
+    "sha256": "aa7891e896bc6aa678e698605b7fb29d46d234fdc9375f0a6418895c2f1d7623",
+    "copyleft_markers": [
+     "CC-SA/NC"
+    ],
+    "allowed_markers": [],
+    "other_markers": [],
+    "decision": "exclude_dir_copyleft"
+   },
+   {
+    "path": "manual/examples/resources/images/minecraft/license.md",
+    "sha256": "9f816a30861c477431cc43aed3de185a65c73ccb4e66f271cb457d69b16e7d61",
+    "copyleft_markers": [
+     "CC-SA/NC"
+    ],
+    "allowed_markers": [],
+    "other_markers": [],
+    "decision": "exclude_dir_copyleft"
+   },
+   {
+    "path": "manual/examples/resources/models/3dbustchallange_submission/license.md",
+    "sha256": "889edbf7aa0abd9f277f7ef4928773bf0f085f84a656c8e3b7aa789f7b06d4f0",
+    "copyleft_markers": [],
+    "allowed_markers": [],
+    "other_markers": [],
+    "decision": "exclude_dir_unknown_or_non_listed"
+   },
+   {
+    "path": "manual/examples/resources/models/cartoon_lowpoly_small_city_free_pack/license.md",
+    "sha256": "dc8b81395437348384d7d5462eb6febfbf33d1da50c0905a67c8ee2828039bf7",
+    "copyleft_markers": [],
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+   },
+   {
+    "path": "tokio-test/LICENSE",
+    "sha256": "253cd04c6714889df2d32f3f64d669179a1c95c76ac43c40882c52eb06bc3552",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "tokio-util/LICENSE",
+    "sha256": "253cd04c6714889df2d32f3f64d669179a1c95c76ac43c40882c52eb06bc3552",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "tokio/LICENSE",
+    "sha256": "253cd04c6714889df2d32f3f64d669179a1c95c76ac43c40882c52eb06bc3552",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   }
+  ],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "vapor/vapor",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "eca7cc8beb0840e78a7007e9df1530132c1940d890006bbf0b51bdff089d927d"
+   },
+   {
+    "path": "NOTICES.txt",
+    "sha256": "d3aa27ec3a16a64472d02a8b16684253868990255883f5bd6e5ff31a3b7f3a4c"
+   }
+  ],
+  "note": "NOTICES : code tire de async-http-client (Apache-2.0)",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "eca7cc8beb0840e78a7007e9df1530132c1940d890006bbf0b51bdff089d927d",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   },
+   {
+    "path": "NOTICES.txt",
+    "sha256": "d3aa27ec3a16a64472d02a8b16684253868990255883f5bd6e5ff31a3b7f3a4c",
+    "copyleft_markers": [],
+    "allowed_markers": [],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "vuejs/core",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "49190d1f742dd61e47fe816df4963e5186a2a62100d9122f9883a60ea32973ac"
+   }
+  ],
+  "note": "",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "49190d1f742dd61e47fe816df4963e5186a2a62100d9122f9883a60ea32973ac",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [
+   {
+    "path": "packages/compiler-core/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/compiler-dom/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/compiler-sfc/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/compiler-ssr/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/reactivity/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/runtime-core/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/runtime-dom/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/runtime-test/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/server-renderer/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/shared/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/vue-compat/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "packages/vue/LICENSE",
+    "sha256": "1bb85cc9b13b81ef41c81c51866172fc345e0503c86726a6755b796590b70175",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   }
+  ],
+  "excluded_prefixes": []
+ },
+ {
+  "repo": "webpack/webpack",
+  "verdict": "KEEP",
+  "licence": "MIT",
+  "proof_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "9068a8782d2fb4c6e432cfa25334efa56f722822180570802bf86e71b6003b1e"
+   }
+  ],
+  "note": "",
+  "root_licence_files": [
+   {
+    "path": "LICENSE",
+    "sha256": "9068a8782d2fb4c6e432cfa25334efa56f722822180570802bf86e71b6003b1e",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": []
+   }
+  ],
+  "subdir_licence_files": [
+   {
+    "path": "test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+    "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+    "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+    "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+    "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+    "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+    "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   },
+   {
+    "path": "test/configCases/asset-modules/http-url/server/LICENSE",
+    "sha256": "9068a8782d2fb4c6e432cfa25334efa56f722822180570802bf86e71b6003b1e",
+    "copyleft_markers": [],
+    "allowed_markers": [
+     "MIT"
+    ],
+    "other_markers": [],
+    "decision": "ok_allowed"
+   }
+  ],
+  "excluded_prefixes": []
+ }
+]
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/licence_policy.py b/results/hashing/code_scale_v1/licence_policy.py
new file mode 100644
index 0000000000000000000000000000000000000000..5268e2c152142ab5aae5582ee8e5511eec14ba9a
--- /dev/null
+++ b/results/hashing/code_scale_v1/licence_policy.py
@@ -0,0 +1,126 @@
+"""SPIRA Hashing — code_scale_v1 licence policy (lecture des fichiers LICENSE/COPYING locaux).
+Repo verdicts are decided from the ROOT licence files read by hand (texts quoted in REPO_NOTES) and re-checked
+automatically by lic_rules.classify(); sub-directory licence files are classified automatically, with explicit overrides."""
+import os, re, json, hashlib, subprocess, sys
+sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))); from lic_rules import classify, ALLOWED
+RAW = "/workspace/spira_shared/multi_lang_v1/raw"
+# repo -> (verdict, licence, proof files at root, note)
+K, X = "KEEP", "EXCLUDE"
+REPOS = {
+ "Alamofire/Alamofire": (K, "MIT", ["LICENSE"], ""),
+ "AutoMapper/AutoMapper": (X, "RPL-1.5", ["LICENSE.md"], "Reciprocal Public License 1.5 : copyleft"),
+ "BurntSushi/ripgrep": (K, "MIT", ["COPYING", "LICENSE-MIT"], "COPYING: 'dual-licensed under the Unlicense and MIT ... either license' -> option MIT retenue"),
+ "JamesNK/Newtonsoft.Json": (K, "MIT", ["LICENSE.md"], ""),
+ "JetBrains/kotlin-web-site": (K, "Apache-2.0", ["LICENSE"], ""),
+ "Kotlin/kotlinx.coroutines": (K, "Apache-2.0", ["LICENSE.txt"], ""),
+ "Moya/Moya": (K, "MIT", ["License.md"], ""),
+ "ReactiveX/RxSwift": (K, "MIT", ["LICENSE.md"], ""),
+ "SwiftyJSON/SwiftyJSON": (K, "MIT", ["LICENSE"], ""),
+ "akka/akka": (X, "BUSL-1.1", ["LICENSE"], "Business Source License 1.1 : non permissive (+ LICENSE GPL/MPL dans les dossiers de test)"),
+ "alacritty/alacritty": (K, "Apache-2.0 OR MIT", ["LICENSE-APACHE", "LICENSE-MIT"], ""),
+ "angular/angular": (K, "MIT", ["LICENSE"], ""),
+ "apache/commons-lang": (K, "Apache-2.0", ["LICENSE.txt"], ""),
+ "apple/swift-argument-parser": (K, "Apache-2.0", ["LICENSE.txt"], "Apache-2.0 + Runtime Library Exception (exception permissive supplementaire)"),
+ "apple/swift-nio": (K, "Apache-2.0", ["LICENSE.txt"], ""),
+ "axios/axios": (K, "MIT", ["LICENSE"], ""),
+ "bats-core/bats-core": (K, "MIT", ["LICENSE.md"], ""),
+ "curl/curl": (X, "curl", ["COPYING"], "licence curl (derivee MIT/X) : permissive mais HORS liste MIT/BSD/Apache-2.0/ISC -> exclu par prudence"),
+ "django/django": (X, "BSD-3-Clause + PSF", ["LICENSE", "LICENSE.python"], "LICENSE.python : 'Django includes code from the Python standard library ... Python license' sans liste de fichiers -> code PSF (hors liste) non localisable -> ambigu, exclu"),
+ "dotnet/aspnetcore": (K, "MIT", ["LICENSE.txt"], "THIRD-PARTY-NOTICES : mention GPL = reste de Valgrind ; memcheck.h est BSD"),
+ "dylanaraps/neofetch": (K, "MIT", ["LICENSE.md"], ""),
+ "encode/httpx": (K, "BSD-3-Clause", ["LICENSE.md"], ""),
+ "expressjs/express": (K, "MIT", ["LICENSE"], ""),
+ "fmtlib/fmt": (K, "MIT", ["LICENSE"], "MIT + exception optionnelle (doc/LICENSE-exception) pour les binaires"),
+ "gin-gonic/gin": (K, "MIT", ["LICENSE"], ""),
+ "gohugoio/hugo": (K, "Apache-2.0", ["LICENSE"], "docs/LICENSE.md : 'The theme ... has no open source license' -> docs/ exclu"),
+ "google/guava": (K, "Apache-2.0", ["LICENSE"], ""),
+ "google/leveldb": (K, "BSD-3-Clause", ["LICENSE"], ""),
+ "guzzle/guzzle": (K, "MIT", ["LICENSE"], ""),
+ "hashicorp/terraform": (X, "BUSL-1.1", ["LICENSE"], "Business Source License 1.1 : non permissive"),
+ "jekyll/jekyll": (K, "MIT", ["LICENSE"], ""),
+ "jqlang/jq": (X, "MIT + ICU + Lucent + CC-BY-3.0", ["COPYING"], "COPYING melange MIT, ICU (decNumber), Lucent (dtoa), CC BY 3.0 (doc) : licences hors liste -> ambigu, exclu"),
+ "ktorio/ktor": (K, "Apache-2.0", ["LICENSE"], ""),
+ "laravel/framework": (K, "MIT", ["LICENSE.md"], ""),
+ "libuv/libuv": (K, "MIT", ["LICENSE", "LICENSE-extra"], "LICENSE-docs = CC-BY-4.0 pour docs/ -> docs/ exclu"),
+ "lodash/lodash": (K, "MIT", ["LICENSE"], "clause CC0 = seulement le code d'exemple affiche dans la prose de la documentation (pas de fichier source)"),
+ "madler/zlib": (X, "zlib", ["LICENSE"], "licence zlib : permissive mais HORS liste MIT/BSD/Apache-2.0/ISC -> exclu par prudence"),
+ "microsoft/vscode": (K, "MIT", ["LICENSE.txt"], "ThirdPartyNotices : fish (GPL) et zsh incorpores via extensions/terminal-suggest (cgmanifest) -> exclu ; extensions/mermaid-markdown-features (EPL elkjs) -> exclu"),
+ "mrdoob/three.js": (K, "MIT", ["LICENSE"], "ressources CC-BY-SA/NC (textures/modeles) -> dossiers exclus"),
+ "nestjs/nest": (K, "MIT", ["LICENSE"], ""),
+ "nlohmann/json": (K, "MIT", ["LICENSE.MIT", "REUSE.toml"], "REUSE.toml : GPL-3.0-only seulement tests/thirdparty/imapdl/** (exclu), CC0 hedley.hpp (exclu)"),
+ "nvm-sh/nvm": (K, "MIT", ["LICENSE.md"], ""),
+ "ohmyzsh/ohmyzsh": (K, "MIT", ["LICENSE.txt"], "plugins/zsh-interactive-cd = MPL-2.0 -> exclu ; zsh-navigation-tools = 'dual-licensed under MIT and GPLv3' -> option MIT"),
+ "opencv/opencv": (K, "Apache-2.0", ["LICENSE"], "3rdparty/ (dont ffmpeg LGPL) exclu"),
+ "pallets/flask": (K, "BSD-3-Clause", ["LICENSE.txt"], ""),
+ "playframework/playframework": (K, "Apache-2.0", ["LICENSE"], ""),
+ "prometheus/prometheus": (K, "Apache-2.0", ["LICENSE"], ""),
+ "protocolbuffers/protobuf": (K, "BSD-3-Clause", ["LICENSE"], ""),
+ "psf/requests": (K, "Apache-2.0", ["LICENSE"], ""),
+ "rails/rails": (K, "MIT", ["MIT-LICENSE"], ""),
+ "redis/redis": (X, "RSALv2/SSPLv1/AGPLv3", ["LICENSE.txt"], "triple licence non permissive (AGPL/SSPL/RSAL)"),
+ "rust-lang/cargo": (K, "MIT OR Apache-2.0", ["LICENSE-MIT", "LICENSE-APACHE"], "LICENSE-THIRD-PARTY : 'The Cargo source code itself does not bundle any third party libraries' (deps liees au binaire)"),
+ "sbt/sbt": (K, "Apache-2.0", ["LICENSE"], ""),
+ "scala/scala": (K, "Apache-2.0", ["LICENSE"], ""),
+ "scikit-learn/scikit-learn": (K, "BSD-3-Clause", ["COPYING"], "build_tools/wheels/LICENSE_* = libs embarquees dans les wheels (GPL runtime) -> dossier exclu"),
+ "serde-rs/serde": (K, "MIT OR Apache-2.0", ["LICENSE-MIT", "LICENSE-APACHE"], ""),
+ "sinatra/sinatra": (K, "MIT", ["LICENSE"], ""),
+ "spf13/cobra": (K, "Apache-2.0", ["LICENSE.txt"], ""),
+ "spring-projects/spring-framework": (K, "Apache-2.0", ["LICENSE.txt"], ""),
+ "square/kotlinpoet": (K, "Apache-2.0", ["LICENSE.txt"], ""),
+ "square/okhttp": (K, "Apache-2.0", ["LICENSE.txt"], "publicsuffix NOTICE (MPL) -> dossier exclu"),
+ "symfony/symfony": (K, "MIT", ["LICENSE"], ""),
+ "tokio-rs/tokio": (K, "MIT", ["LICENSE"], ""),
+ "vapor/vapor": (K, "MIT", ["LICENSE", "NOTICES.txt"], "NOTICES : code tire de async-http-client (Apache-2.0)"),
+ "vuejs/core": (K, "MIT", ["LICENSE"], ""),
+ "webpack/webpack": (K, "MIT", ["LICENSE"], ""),
+}
+# sub-directory licence files that are NOT licences of that directory, or dual licences with an allowed option
+NOT_A_LICENCE = {"angular/angular": ["packages/license-banner.txt", "adev/src/content/reference/license.md"],
+ "dotnet/aspnetcore": ["eng/LicenseHeader.txt"], "microsoft/vscode": ["extensions/theme-modern-icons/fileicons/images/license.svg"],
+ "opencv/opencv": ["samples/data/licenseplate_motion.jpg"], "jekyll/jekyll": ["lib/theme_template/LICENSE.txt.erb"],
+ "pallets/flask": ["docs/license.rst"], "sbt/sbt": ["sbt-app/src/sbt-test/dependency-graph/output/expected/licenses.txt", "licenses/LICENSE_Scala", "licenses/LICENSE_Apache", "licenses/LICENSE_JLine", "licenses/LICENSE_MetaScala", "licenses/LICENSE_SBinary", "licenses/LICENSE_jdepend"],
+ "gohugoio/hugo": ["docs/content/en/about/license.md"], "psf/requests": ["NOTICE"], "apache/commons-lang": ["NOTICE.txt"]}
+DUAL_OK = {"BurntSushi/ripgrep": r"(^|/)(COPYING|UNLICENSE)$", "ohmyzsh/ohmyzsh": r"^plugins/zsh-navigation-tools/LICENSE$"}
+MANUAL_OK = {"dotnet/aspnetcore": {"src/Components/THIRD-PARTY-NOTICES.txt": "seule mention GPL = reste de Valgrind ; le fichier incorpore memcheck.h est BSD"}}
+EXTRA_PREFIX = {"microsoft/vscode": ["extensions/terminal-suggest/", "extensions/mermaid-markdown-features/"], "gohugoio/hugo": ["docs/"], "libuv/libuv": ["docs/"],
+ "nlohmann/json": ["tests/thirdparty/imapdl/", "include/nlohmann/thirdparty/"], "scikit-learn/scikit-learn": ["build_tools/wheels/"]}
+LF = re.compile(r"(^|/)(licen[cs]e|copying|unlicense|notice|third.?party.?notices?|[a-z]+-licen[cs]e)[^/]*$", re.I)
+CODEEXT = (".json",".py",".js",".ts",".rs",".go",".java",".cs",".php",".rb",".kt",".swift",".scala",".sh",".c",".h",".cc",".cpp",".hpp",".png",".jpg",".svg")
+def sha(p): return hashlib.sha256(open(p, "rb").read()).hexdigest()
+def policy(repo):
+    d = f"{RAW}/{repo.replace('/','_')}"; v, lic, proofs, note = REPOS[repo]
+    root_files = []
+    for f in sorted(os.listdir(d)):
+        if os.path.isfile(f"{d}/{f}") and LF.search(f) and not f.endswith(CODEEXT):
+            cl, pm, ot = classify(open(f"{d}/{f}", errors="ignore").read())
+            root_files.append({"path": f, "sha256": sha(f"{d}/{f}"), "copyleft_markers": cl, "allowed_markers": pm, "other_markers": ot})
+    proof = [{"path": p, "sha256": sha(f"{d}/{p}")} for p in proofs]
+    for p in proofs:  # automatic re-check that each declared proof contains an allowed licence text (or is the dual statement / REUSE / NOTICES)
+        cl, pm, ot = classify(open(f"{d}/{p}", errors="ignore").read())
+        if v == K and not pm and p not in ("COPYING", "REUSE.toml", "NOTICES.txt"): raise SystemExit(f"proof without allowed licence text: {repo} {p}")
+    sub = []; prefixes = list(EXTRA_PREFIX.get(repo, []))
+    if v == K:
+        fl = [f.decode() for f in subprocess.check_output(["git", "-C", d, "ls-files", "-z"]).split(b"\0") if f]
+        for f in fl:
+            if "/" not in f or not LF.search(f) or f.endswith(CODEEXT) or not os.path.isfile(f"{d}/{f}"): continue
+            if f in NOT_A_LICENCE.get(repo, []): continue
+            cl, pm, ot = classify(open(f"{d}/{f}", errors="ignore").read()); base = os.path.basename(f).lower()
+            if f in MANUAL_OK.get(repo, {}): dec = "ok_manual_review: " + MANUAL_OK[repo][f]
+            elif repo in DUAL_OK and re.search(DUAL_OK[repo], f): dec = "ok_dual_allowed_option"
+            elif cl: dec = "exclude_dir_copyleft"
+            elif pm and not ot: dec = "ok_allowed"
+            elif pm and ot: dec = "exclude_dir_mixed_non_listed"
+            elif not pm and not ot and base.startswith("notice"): dec = "ignored_notice_without_licence_text"
+            else: dec = "exclude_dir_unknown_or_non_listed"
+            r = {"path": f, "sha256": sha(f"{d}/{f}"), "copyleft_markers": cl, "allowed_markers": pm, "other_markers": ot, "decision": dec}
+            if dec.startswith("exclude"): prefixes.append(os.path.dirname(f) + "/")
+            sub.append(r)
+    prefixes = sorted(set(prefixes))
+    return {"repo": repo, "verdict": v, "licence": lic, "proof_files": proof, "note": note, "root_licence_files": root_files,
+            "subdir_licence_files": sub, "excluded_prefixes": prefixes}
+if __name__ == "__main__":
+    out = [policy(r) for r in sorted(REPOS, key=str.lower)]
+    json.dump(out, open("licence_policy.json", "w"), indent=1)
+    for p in out:
+        print(p["verdict"], p["repo"], p["licence"], [x["path"] + ":" + x["sha256"][:12] for x in p["proof_files"]])
+        for x in p["excluded_prefixes"]: print("    excl_prefix", x)
diff --git a/results/hashing/code_scale_v1/manifest.json b/results/hashing/code_scale_v1/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8e19cc791eed8c6a165ab38ab0f8b7490936598
--- /dev/null
+++ b/results/hashing/code_scale_v1/manifest.json
@@ -0,0 +1,8163 @@
+{
+ "name": "code_scale_v1",
+ "builder": "SPIRA Hashing",
+ "created_local": "2026-10-24 10:03 PDT",
+ "status": "BUILT — en attente du recompte independant de Checker ; aucun entrainement avant PASS ; aucun push des donnees",
+ "sources": {
+  "raw_clones": "/workspace/spira_shared/multi_lang_v1/raw",
+  "network": "aucun telechargement (clones locaux du 23 oct., git clone --depth 1 --filter=blob:limit=1m)",
+  "repos_listed": 66
+ },
+ "scripts_sha256": {
+  "build_code_scale_v1.py": "5c24b6e4bcb2b3d75244973a06ad04392b39d238cb88a34c72f3ca2b5646bc01",
+  "licence_policy.py": "a7c71e748308636fe514b5551077700e045351806f0df19a5fcb4f246822c112",
+  "lic_rules.py": "1ead97686bffd0b290474fc4a2e092073064e4006ef31bff294d158df052fce0",
+  "multi_lang_v2/build.py (filtres importes)": "bab4221a8f7163dda3b267a3c0776aebd5d073d58ea30606bdcdc0d15ac0fa6e"
+ },
+ "outputs": {
+  "train.bin": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/train.bin",
+   "bytes": 527734829,
+   "sha256": "ec957b71973a230e61d7fd143b4094550b70934ccec47f34bd0ea6b0eb2189c1",
+   "files": 94262,
+   "content_bytes": 526320914
+  },
+  "train_delta.bin": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/train_delta.bin",
+   "bytes": 308316044,
+   "sha256": "36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31",
+   "files": 59977,
+   "content_bytes": 307416404
+  },
+  "files_index.tsv": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/files_index.tsv",
+   "sha256": "ca087409ddde0947f6ab67995867cd7adc8d2e544e8a69a1e9618c0965a97240"
+  }
+ },
+ "format": {
+  "separator": "\n<|endoffile|>\n",
+  "order": "depots dans l'ordre de multi_lang_v2/repos.tsv, fichiers par chemin trie, joints par le separateur (ni debut ni fin)"
+ },
+ "per_language_full": {
+  "PHP": {
+   "files": 12646,
+   "bytes": 100604998
+  },
+  "Java": {
+   "files": 13768,
+   "bytes": 85903254
+  },
+  "C#": {
+   "files": 11466,
+   "bytes": 67538896
+  },
+  "TypeScript": {
+   "files": 8781,
+   "bytes": 47539176
+  },
+  "C++": {
+   "files": 3538,
+   "bytes": 44576303
+  },
+  "JavaScript": {
+   "files": 15955,
+   "bytes": 36082818
+  },
+  "Scala": {
+   "files": 10981,
+   "bytes": 26013934
+  },
+  "Rust": {
+   "files": 2307,
+   "bytes": 23380640
+  },
+  "Kotlin": {
+   "files": 4783,
+   "bytes": 21166546
+  },
+  "Ruby": {
+   "files": 3702,
+   "bytes": 20352974
+  },
+  "Python": {
+   "files": 1506,
+   "bytes": 17959524
+  },
+  "Go": {
+   "files": 1743,
+   "bytes": 17923930
+  },
+  "C": {
+   "files": 1346,
+   "bytes": 8883659
+  },
+  "Swift": {
+   "files": 1048,
+   "bytes": 6698501
+  },
+  "Shell": {
+   "files": 692,
+   "bytes": 1695761
+  }
+ },
+ "per_language_delta": {
+  "PHP": {
+   "files": 8991,
+   "bytes": 81483898
+  },
+  "Java": {
+   "files": 9013,
+   "bytes": 54620747
+  },
+  "C#": {
+   "files": 9147,
+   "bytes": 52210950
+  },
+  "C++": {
+   "files": 2318,
+   "bytes": 30118326
+  },
+  "TypeScript": {
+   "files": 4412,
+   "bytes": 29584225
+  },
+  "JavaScript": {
+   "files": 13227,
+   "bytes": 17042770
+  },
+  "Ruby": {
+   "files": 2011,
+   "bytes": 10771993
+  },
+  "Scala": {
+   "files": 7674,
+   "bytes": 8688353
+  },
+  "Python": {
+   "files": 565,
+   "bytes": 6953746
+  },
+  "C": {
+   "files": 787,
+   "bytes": 4342933
+  },
+  "Swift": {
+   "files": 670,
+   "bytes": 3767672
+  },
+  "Kotlin": {
+   "files": 668,
+   "bytes": 2905856
+  },
+  "Rust": {
+   "files": 235,
+   "bytes": 2644295
+  },
+  "Go": {
+   "files": 164,
+   "bytes": 2093068
+  },
+  "Shell": {
+   "files": 95,
+   "bytes": 187572
+  }
+ },
+ "repos_kept": 58,
+ "repos_excluded": 8,
+ "repos": [
+  {
+   "repo": "psf/requests",
+   "url": "https://github.com/psf/requests",
+   "commit": "611c6162cbc4ac2020a2f91c7cfa4f3abf9bbb60",
+   "licence": "Apache-2.0",
+   "proof_files": [
+    {
+     "path": "LICENSE",
+     "sha256": "09e8a9bcec8067104652c168685ab0931e7868f9c8284b66f5ae6edae5f1130b"
+    }
+   ],
+   "licence_note": "",
+   "excluded_prefixes": [
+    "ext/"
+   ],
+   "subdir_licence_files": [
+    {
+     "path": "docs/_themes/LICENSE",
+     "sha256": "6afc9d58f919ab52f4806a895a37aefe4d263f8e52278e6a1e87c5d7ec82299c",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "BSD-2-Clause"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "ext/LICENSE",
+     "sha256": "3172d399cbd8f10609e73fec73d0e0b33eecd3c572a68b0722229d8c7059f725",
+     "copyleft_markers": [],
+     "allowed_markers": [],
+     "other_markers": [],
+     "decision": "exclude_dir_unknown_or_non_listed"
+    }
+   ],
+   "intended_language": "Python",
+   "files_kept": 34,
+   "bytes_kept": 334211,
+   "files_kept_not_in_v1b": 0,
+   "bytes_kept_not_in_v1b": 0,
+   "by_language": {
+    "Python": [
+     34,
+     334211
+    ]
+   },
+   "drops": {
+    "eval_window_overlap64": 1,
+    "secret_pattern": 1,
+    "empty": 1
+   }
+  },
+  {
+   "repo": "pallets/flask",
+   "url": "https://github.com/pallets/flask",
+   "commit": "d086db856be187255b8ec61ef409357393020f32",
+   "licence": "BSD-3-Clause",
+   "proof_files": [
+    {
+     "path": "LICENSE.txt",
+     "sha256": "489a8e1108509ed98a37bb983e11e0f7e1d31f0bd8f99a79c8448e7ff37d07ea"
+    }
+   ],
+   "licence_note": "",
+   "excluded_prefixes": [],
+   "subdir_licence_files": [
+    {
+     "path": "examples/javascript/LICENSE.txt",
+     "sha256": "489a8e1108509ed98a37bb983e11e0f7e1d31f0bd8f99a79c8448e7ff37d07ea",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "BSD-3-Clause"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "examples/tutorial/LICENSE.txt",
+     "sha256": "489a8e1108509ed98a37bb983e11e0f7e1d31f0bd8f99a79c8448e7ff37d07ea",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "BSD-3-Clause"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    }
+   ],
+   "intended_language": "Python",
+   "files_kept": 75,
+   "bytes_kept": 486917,
+   "files_kept_not_in_v1b": 0,
+   "bytes_kept_not_in_v1b": 0,
+   "by_language": {
+    "Shell": [
+     1,
+     165
+    ],
+    "Python": [
+     74,
+     486752
+    ]
+   },
+   "drops": {
+    "eval_window_overlap64": 5,
+    "secret_pattern": 1,
+    "empty": 3
+   }
+  },
+  {
+   "repo": "scikit-learn/scikit-learn",
+   "url": "https://github.com/scikit-learn/scikit-learn",
+   "commit": "59106029d483678e79825f753bde67f8ade4332b",
+   "licence": "BSD-3-Clause",
+   "proof_files": [
+    {
+     "path": "COPYING",
+     "sha256": "50d6a9d340f19ab355609917993114daf5f47e3161067bcf34955bbd05cd9cb0"
+    }
+   ],
+   "licence_note": "build_tools/wheels/LICENSE_* = libs embarquees dans les wheels (GPL runtime) -> dossier exclu",
+   "excluded_prefixes": [
+    "build_tools/wheels/"
+   ],
+   "subdir_licence_files": [
+    {
+     "path": "build_tools/wheels/LICENSE_linux.txt",
+     "sha256": "f19565f341cd43a14bf338a105038ba14679c095f16c3cabe2aa84d313a02e6b",
+     "copyleft_markers": [
+      "GPL"
+     ],
+     "allowed_markers": [],
+     "other_markers": [],
+     "decision": "exclude_dir_copyleft"
+    },
+    {
+     "path": "build_tools/wheels/LICENSE_macos.txt",
+     "sha256": "d959b421895aa93a6cb97c39c1dd7a43f80d335e62ead4a1a235471776687f2c",
+     "copyleft_markers": [
+      "GPL"
+     ],
+     "allowed_markers": [
+      "Apache-2.0",
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "exclude_dir_copyleft"
+    },
+    {
+     "path": "build_tools/wheels/LICENSE_windows.txt",
+     "sha256": "55c28f01fdb192a87d5270d7b4dcc766bb4d2d259230476302b5ab88f6586643",
+     "copyleft_markers": [],
+     "allowed_markers": [],
+     "other_markers": [],
+     "decision": "exclude_dir_unknown_or_non_listed"
+    },
+    {
+     "path": "sklearn/externals/array_api_compat/LICENSE",
+     "sha256": "4ffd978e3fa18d058d98c66771cfea7ed634aaf7023cf9612b8b55eee9a8f0fe",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "sklearn/externals/array_api_extra/LICENSE",
+     "sha256": "58494398fe147fdce76a68b2decd4c08ce3a1ea237b6d6785001c15f822c6ed6",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    }
+   ],
+   "intended_language": "Python",
+   "files_kept": 900,
+   "bytes_kept": 13039810,
+   "files_kept_not_in_v1b": 212,
+   "bytes_kept_not_in_v1b": 4619325,
+   "by_language": {
+    "Shell": [
+     20,
+     34602
+    ],
+    "Python": [
+     862,
+     12818795
+    ],
+    "JavaScript": [
+     5,
+     5616
+    ],
+    "C": [
+     9,
+     43348
+    ],
+    "C++": [
+     4,
+     137449
+    ]
+   },
+   "drops": {
+    "eval_window_overlap64": 105,
+    "secret_pattern": 5,
+    "minified_lock_or_generated_name": 1,
+    "licence_subdir_excluded": 4,
+    "vendored_generated_or_fixture_dir": 1,
+    "empty": 57,
+    "exact_dup_sha256": 9,
+    "file_header_non_listed_licence": 1
+   }
+  },
+  {
+   "repo": "encode/httpx",
+   "url": "https://github.com/encode/httpx",
+   "commit": "b5addb64f0161ff6bfe94c124ef76f6a1fba5254",
+   "licence": "BSD-3-Clause",
+   "proof_files": [
+    {
+     "path": "LICENSE.md",
+     "sha256": "4ec59d544f12b5f539a3a716fd321ac58ccd8030b465221f2c880200cdf28d8d"
+    }
+   ],
+   "licence_note": "",
+   "excluded_prefixes": [],
+   "subdir_licence_files": [],
+   "intended_language": "Python",
+   "files_kept": 52,
+   "bytes_kept": 404301,
+   "files_kept_not_in_v1b": 0,
+   "bytes_kept_not_in_v1b": 0,
+   "by_language": {
+    "Python": [
+     52,
+     404301
+    ]
+   },
+   "drops": {
+    "eval_window_overlap64": 3,
+    "empty": 3,
+    "secret_pattern": 2
+   }
+  },
+  {
+   "repo": "expressjs/express",
+   "url": "https://github.com/expressjs/express",
+   "commit": "1c6f1b0fe4000977b9a7b4f34097e4d527dd9824",
+   "licence": "MIT",
+   "proof_files": [
+    {
+     "path": "LICENSE",
+     "sha256": "95a5762890e5c1c9808921cef095661fc482c5e1f0bba31446ac85595df6237c"
+    }
+   ],
+   "licence_note": "",
+   "excluded_prefixes": [],
+   "subdir_licence_files": [],
+   "intended_language": "JavaScript",
+   "files_kept": 141,
+   "bytes_kept": 560914,
+   "files_kept_not_in_v1b": 0,
+   "bytes_kept_not_in_v1b": 0,
+   "by_language": {
+    "JavaScript": [
+     141,
+     560914
+    ]
+   },
+   "drops": {
+    "secret_pattern": 1
+   }
+  },
+  {
+   "repo": "lodash/lodash",
+   "url": "https://github.com/lodash/lodash",
+   "commit": "2b5e6f7399a7b48005140b5d5c6bc6c0e62919a8",
+   "licence": "MIT",
+   "proof_files": [
+    {
+     "path": "LICENSE",
+     "sha256": "f71e8ed126b46346494aad5486874cd8f0aafe95092ed67d2e3cb6110f939abc"
+    }
+   ],
+   "licence_note": "clause CC0 = seulement le code d'exemple affiche dans la prose de la documentation (pas de fichier source)",
+   "excluded_prefixes": [],
+   "subdir_licence_files": [
+    {
+     "path": "vendor/backbone/LICENSE",
+     "sha256": "abe559ae494a727645a624f9a133caf69a3c005be58a569bc79fea55f0fed771",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "vendor/firebug-lite/license.txt",
+     "sha256": "dd59d3d35808bbf57c60d6b6f5b7c02e21b87ce4917fe55bfe43ce81634bf897",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "BSD-3-Clause"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "vendor/underscore/LICENSE",
+     "sha256": "afd29890d30d6bd4cb9b186d5c86c9a2ca796bd5bc822896f0dd3283e5159a9c",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    }
+   ],
+   "intended_language": "JavaScript",
+   "files_kept": 8,
+   "bytes_kept": 13667,
+   "files_kept_not_in_v1b": 0,
+   "bytes_kept_not_in_v1b": 0,
+   "by_language": {
+    "JavaScript": [
+     8,
+     13667
+    ]
+   },
+   "drops": {
+    "missing_blob_or_link(>1MB filtered at clone)": 7,
+    "eval_window_overlap64": 17,
+    "too_large_256k": 2,
+    "vendored_generated_or_fixture_dir": 21
+   }
+  },
+  {
+   "repo": "webpack/webpack",
+   "url": "https://github.com/webpack/webpack",
+   "commit": "7978462575e6f5a02b6b7a2c6d7b6b236ce76175",
+   "licence": "MIT",
+   "proof_files": [
+    {
+     "path": "LICENSE",
+     "sha256": "9068a8782d2fb4c6e432cfa25334efa56f722822180570802bf86e71b6003b1e"
+    }
+   ],
+   "licence_note": "",
+   "excluded_prefixes": [],
+   "subdir_licence_files": [
+    {
+     "path": "test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+     "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "test/configCases/asset-modules/http-url/dev-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+     "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+     "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "test/configCases/asset-modules/http-url/frozen-verify.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+     "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_5eadbdf8cd603158a410",
+     "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "test/configCases/asset-modules/http-url/prod-defaults.webpack.lock.data/http_localhost_9990/LICENSE_f068767443fd21394e3f",
+     "sha256": "2af12ca8b612a22e6659ae68e0e59ee7ac792718c45524a989b512c49c5f5879",
+     "copyleft_markers": [],
+     "allowed_markers": [
+      "MIT"
+     ],
+     "other_markers": [],
+     "decision": "ok_allowed"
+    },
+    {
+     "path": "test/configCases/asset-modules/http-url/server/LICENSE",
+     "sha256": "9068a8782d2fb4c6e432cfa25334efa56f722822180570802bf86e71b6003b1e",
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+    {
+     "path": "LICENSE",
+     "sha256": "aefe5e8ddc6abed89a690e3477d54fdfcea1b4175e49a82a6dadfb052af5d935"
+    }
+   ]
+  }
+ ],
+ "filters": {
+  "from_multi_lang_v2_build_py": "EXT, BADDIR, reason() importes tels quels : extensions de code, <=256 KiB, non vide, pas de NUL, UTF-8, pas d'en-tete genere, pas de lignes >3000 o ni moyenne >300 o, pas de motif de secret, noms *.min.js/*lock*/*_pb2.py/*.pb.*/*.generated.cs/*.designer.cs exclus, dossiers vendored/third_party/build/dist/fixtures/generated exclus",
+  "per_repo_cap": "AUCUN (le plafond 8 Mo de multi_lang_v2 est retire)",
+  "licence_subdirs": "prefixes exclus par depot (excluded_prefixes)",
+  "file_header_licence": "fichier exclu si ses 8 premiers Kio contiennent : GNU (?:Lesser |Library |Affero )?General Public Licen[cs]e|SPDX-License-Identifier:\\s*\\(?\\s*(?:A|L)?GPL|SPDX-License-Identifier:\\s*\\(?\\s*(?:MPL|EPL|CDDL|CC-BY|CC0|BSL|Zlib|Unlicense|PSF|Python|OFL|ICU)|Mozilla Public License|Eclipse Public License|Common Development and Distribution License|Python Software Foundation License|PSF License|Boost Software License|Creative Commons|Business Source License|Server Side Public License",
+  "exact_dedup": "sha256 par fichier, tous depots"
+ },
+ "drop_counts": {
+  "eval_window_overlap64": 15436,
+  "secret_pattern": 201,
+  "empty": 511,
+  "minified_lock_or_generated_name": 663,
+  "licence_subdir_excluded": 876,
+  "vendored_generated_or_fixture_dir": 5469,
+  "exact_dup_sha256": 7178,
+  "file_header_non_listed_licence": 11,
+  "missing_blob_or_link(>1MB filtered at clone)": 2030,
+  "too_large_256k": 178,
+  "minified_long_lines": 100,
+  "generated_header": 901,
+  "binary": 5,
+  "non_utf8": 1
+ },
+ "decontamination": {
+  "method": "64-grammes, hash recount64 (M=0x9E3779B97F4A7C15, +0x3F), chaque candidat confirme octet par octet ; fichier entier retire si >=1 hit ; puis re-scan de TOUTES les positions des sorties (separateurs compris) et retrait des fichiers couvrant un hit jusqu'a 0",
+  "windows": {
+   "m7_fresh_en": {
+    "source": "/workspace/spira_shared/spira_m7/windows/fresh_en.bin",
+    "bytes": 119763,
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+   },
+   "m7_fresh_fr": {
+    "source": "/workspace/spira_shared/spira_m7/windows/fresh_fr.bin",
+    "bytes": 1088688,
+    "sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715"
+   },
+   "m7_neither_code": {
+    "source": "/workspace/spira_shared/spira_m7/windows/neither_code.bin",
+    "bytes": 546036,
+    "sha256": "f1d728dc1a3db2e57aee703d25745f601ff6154dc31c519ea8a4fd921ff0f954"
+   },
+   "m7_test20k": {
+    "source": "/workspace/spira_shared/spira_m7/windows/test20k.bin",
+    "bytes": 319940,
+    "sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+   },
+   "m7_queries": {
+    "source": "/workspace/spira_shared/spira_m7/windows/queries.bin",
+    "bytes": 27800,
+    "sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+   },
+   "m7_freshcode": {
+    "source": "/workspace/spira_shared/spira_m7/windows/freshcode.bin",
+    "bytes": 200000,
+    "sha256": "589dbc35997e0cadd2ac8e283fdb0f305ea8c923d021159668104be7dbfcef98"
+   },
+   "fc2": {
+    "source": "/workspace/spira_shared/broad/freshcode_v2.bin (via checker/windows_v2.freshcode_v2)",
+    "bytes": 199792,
+    "sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3"
+   },
+   "corpus_v3_test": {
+    "source": "/workspace/spira_shared/corpus_v3/test.bin",
+    "bytes": 3486653,
+    "sha256": "a6730bbe877e7b28a5529793b27a0b59f16d04db05ea895f0ee6d4f91807ca84"
+   },
+   "corpus_v3_oneshot": {
+    "source": "/workspace/spira_shared/corpus_v3/oneshot.bin",
+    "bytes": 119763,
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+   },
+   "broad_local_v1_test": {
+    "source": "/workspace/spira_shared/broad/broad_local_v1/test.bin",
+    "bytes": 894718,
+    "sha256": "e89725bb94d9f167ffad1f68ae372343a14a1957ae0a1f0a67167aa974ec75a9"
+   },
+   "broad_local_v1_oneshot": {
+    "source": "/workspace/spira_shared/broad/broad_local_v1/oneshot.bin",
+    "bytes": 119763,
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+   },
+   "broad_gutenberg_v1_test": {
+    "source": "/workspace/spira_shared/broad/broad_gutenberg_v1/test.bin",
+    "bytes": 894718,
+    "sha256": "e89725bb94d9f167ffad1f68ae372343a14a1957ae0a1f0a67167aa974ec75a9"
+   },
+   "broad_gutenberg_v1_oneshot": {
+    "source": "/workspace/spira_shared/broad/broad_gutenberg_v1/oneshot.bin",
+    "bytes": 119763,
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+   },
+   "old_local_v1_test": {
+    "source": "/workspace/spira_shared/broad/old_local_v1/test.bin",
+    "bytes": 319940,
+    "sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22"
+   },
+   "old_local_v1_oneshot": {
+    "source": "/workspace/spira_shared/broad/old_local_v1/oneshot.bin",
+    "bytes": 119763,
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+   },
+   "corpus_diverse_v1_test": {
+    "source": "/workspace/spira_shared/corpus_diverse_v1/test.bin",
+    "bytes": 894718,
+    "sha256": "e89725bb94d9f167ffad1f68ae372343a14a1957ae0a1f0a67167aa974ec75a9"
+   },
+   "corpus_diverse_v1_oneshot": {
+    "source": "/workspace/spira_shared/corpus_diverse_v1/oneshot.bin",
+    "bytes": 119763,
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a"
+   }
+  },
+  "windows_note": "liste de load_windows() de corpus_v1b/build_v1b_fix1.py (15 fenetres) + corpus_diverse_v1 test/oneshot ; 'seen' exclu (donnee d'entrainement)",
+  "intra_window_hash_collisions": 0,
+  "window_unique_64gram_hashes": 6356115,
+  "files_dropped_by_window": {
+   "m7_fresh_en": 0,
+   "m7_fresh_fr": 0,
+   "m7_neither_code": 15011,
+   "m7_test20k": 492,
+   "m7_queries": 0,
+   "m7_freshcode": 0,
+   "fc2": 3,
+   "corpus_v3_test": 0,
+   "corpus_v3_oneshot": 0,
+   "broad_local_v1_test": 498,
+   "broad_local_v1_oneshot": 0,
+   "broad_gutenberg_v1_test": 498,
+   "broad_gutenberg_v1_oneshot": 0,
+   "old_local_v1_test": 492,
+   "old_local_v1_oneshot": 0,
+   "corpus_diverse_v1_test": 498,
+   "corpus_diverse_v1_oneshot": 0
+  },
+  "cross_boundary_files_removed": [],
+  "verification_iterations": [
+   {
+    "iter": 0,
+    "full": {
+     "bytes": 527734829,
+     "sha256": "ec957b71973a230e61d7fd143b4094550b70934ccec47f34bd0ea6b0eb2189c1",
+     "positions_checked": 527734766,
+     "confirmed_hits": 0,
+     "per_window": {
+      "m7_fresh_en": 0,
+      "m7_fresh_fr": 0,
+      "m7_neither_code": 0,
+      "m7_test20k": 0,
+      "m7_queries": 0,
+      "m7_freshcode": 0,
+      "fc2": 0,
+      "corpus_v3_test": 0,
+      "corpus_v3_oneshot": 0,
+      "broad_local_v1_test": 0,
+      "broad_local_v1_oneshot": 0,
+      "broad_gutenberg_v1_test": 0,
+      "broad_gutenberg_v1_oneshot": 0,
+      "old_local_v1_test": 0,
+      "old_local_v1_oneshot": 0,
+      "corpus_diverse_v1_test": 0,
+      "corpus_diverse_v1_oneshot": 0
+     }
+    },
+    "delta": {
+     "bytes": 308316044,
+     "sha256": "36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31",
+     "positions_checked": 308315981,
+     "confirmed_hits": 0,
+     "per_window": {
+      "m7_fresh_en": 0,
+      "m7_fresh_fr": 0,
+      "m7_neither_code": 0,
+      "m7_test20k": 0,
+      "m7_queries": 0,
+      "m7_freshcode": 0,
+      "fc2": 0,
+      "corpus_v3_test": 0,
+      "corpus_v3_oneshot": 0,
+      "broad_local_v1_test": 0,
+      "broad_local_v1_oneshot": 0,
+      "broad_gutenberg_v1_test": 0,
+      "broad_gutenberg_v1_oneshot": 0,
+      "old_local_v1_test": 0,
+      "old_local_v1_oneshot": 0,
+      "corpus_diverse_v1_test": 0,
+      "corpus_diverse_v1_oneshot": 0
+     }
+    }
+   }
+  ],
+  "final_confirmed_hits_full": 0,
+  "final_confirmed_hits_delta": 0
+ },
+ "overlap_corpus_diverse_v1b": {
+  "v1b": {
+   "path": "/workspace/spira_shared/hashing_gen/corpus_v1b/train.bin",
+   "bytes": 520785883,
+   "sha256": "ddf67ffb4e9f340aca7a130639580211e1eaa4b4e850cec93fb19d222f63ddb3",
+   "v1b_sha256_verified": true,
+   "sampled_unique_hashes": 7224822,
+   "ml_segment": [
+    281458684,
+    520785883
+   ],
+   "ml_segment_sha256": "feef51d5f72cfa4345867005f0a044c852e3453ad9b7cb3bd015729d02ee2363",
+   "ml_segment_equals_multi_lang_v1": true,
+   "ml_segment_files": 36910,
+   "ml_segment_unique_files": 36910
+  },
+  "file_level": {
+   "files_identical_in_v1b": 34285,
+   "files_total": 94262,
+   "share_files": 0.36372,
+   "bytes_identical_in_v1b": 218904510,
+   "content_bytes_total": 526320914,
+   "share_bytes": 0.415915
+  },
+  "byte_level_sampled": {
+   "method": "64-grammes de chaque fichier garde dont hash%64==0 (echantillonnage par contenu, ~1/64) cherches dans l'ensemble des 64-grammes echantillonnes de la meme facon sur TOUT v1b (520,8 Mo), confirmation octet par octet ; part = estimation de la part d'octets couverts par un 64-gramme deja present dans v1b",
+   "full": {
+    "sampled": 8238479,
+    "confirmed_in_v1b": 3790622,
+    "share": 0.460112
+   },
+   "delta": {
+    "sampled": 4841630,
+    "confirmed_in_v1b": 393773,
+    "share": 0.081331
+   }
+  },
+  "decision": "les deux versions sont fournies : train.bin (complet, autonome, 527 734 829 o) et train_delta.bin (308 316 044 o, sans les 34 285 fichiers / 218 904 510 o identiques a des fichiers du segment multi_lang_v1 de v1b). Recommandation : train_delta.bin pour tout melange avec corpus_diverse_v1b (evite de compter deux fois 41,6 % des octets) ; train.bin seulement s'il remplace v1b comme source de code. Reste mesure dans delta : 8,13 % des 64-grammes echantillonnes deja presents dans v1b (versions voisines de fichiers, en-tetes/licences communs) - documente, non retire."
+ },
+ "resources": {
+  "pid": 262166,
+  "start_local": "2026-10-24 09:56:39 PDT",
+  "end_local": "2026-10-24 10:03:57 PDT",
+  "elapsed_s": 437.3,
+  "peak_rss_mb_ru_maxrss": 710,
+  "memavail_kb_at_start": 9289612,
+  "nice": 10,
+  "OMP_NUM_THREADS": "1",
+  "PYTHONHASHSEED": "0",
+  "start_toronto": "2026-10-24 12:56:39 EDT (America/Toronto)",
+  "end_toronto": "2026-10-24 13:03:57 EDT (America/Toronto)",
+  "clock_note": "horloge de la box en America/Vancouver (PDT) : start_local/end_local et heures du build.log = Toronto - 3 h",
+  "manifest_patch": "decision et heures Toronto ajoutees a la main apres le build (13 h 05 Toronto) ; aucun chiffre de build modifie"
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/relay_code_scale_v1.md b/results/hashing/code_scale_v1/relay_code_scale_v1.md
new file mode 100644
index 0000000000000000000000000000000000000000..0c81dc31685521b81a00e36b0070fd343c5160ee
--- /dev/null
+++ b/results/hashing/code_scale_v1/relay_code_scale_v1.md
@@ -0,0 +1,12 @@
+
+### SPIRA Hashing — 13 h 05 (Toronto) — code_scale_v1 BÂTI (ordre Relay 12 h 48) — recompte demandé à Checker
+- **Sorties** (hashing_gen/code_scale_v1/) : **train.bin = 527 734 829 o, sha ec957b71973a230e61d7fd143b4094550b70934ccec47f34bd0ea6b0eb2189c1** (94 262 fichiers, 526 320 914 o de contenu) et **train_delta.bin = 308 316 044 o, sha 36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31** (59 977 fichiers, sans les fichiers déjà présents à l'identique dans corpus_diverse_v1b). Séparateur "\n<|endoffile|>\n". Fichiers produits : build_code_scale_v1.py (sha 5c24b6e4…), licence_policy.py (a7c71e74…), lic_rules.py (1ead9768…), manifest.json (594f9e81…), files_index.tsv (ca087409… : dépôt, chemin, sha256, octets, langage, présent dans v1b, offsets), build.log, licence_policy.json, run_code_scale_v1.sh.
+- **Sources** : 66 clones LOCAUX multi_lang_v1/raw, **aucun téléchargement**. Filtres de fichiers = ceux de multi_lang_v2/build.py, importés tels quels (EXT, BADDIR, reason()), **sans plafond de 8 Mo par dépôt**. En plus : sous-dossiers à licence non permise exclus (876 fichiers), en-tête de fichier à licence hors liste ou copyleft exclu (11), dédup exacte sha256 (7 178).
+- **Licences : 58 dépôts gardés (56 avec contenu ; neofetch et swift-argument-parser donnent 0 fichier après filtres), 8 exclus.** Les verdicts sont tirés de la lecture des fichiers LICENSE/COPYING locaux ; le manifeste donne pour chaque dépôt le fichier de preuve et son sha256. Exclus : terraform (BUSL-1.1), akka (BUSL-1.1), redis (RSALv2/SSPLv1/AGPLv3), AutoMapper (RPL-1.5, copyleft), django (BSD-3 + code PSF de la stdlib Python non localisé : ambigu), jq (COPYING mêlant MIT, ICU, Lucent et CC-BY-3.0 : ambigu), curl (licence curl) et zlib (licence zlib) : ces deux licences sont permissives mais hors de la liste MIT/BSD/Apache-2.0/ISC, d'où une exclusion par prudence (à rouvrir si Philippe-Antoine le décide). Sous-dossiers exclus (détail dans le manifeste) : vscode extensions/terminal-suggest (fish GPL / zsh), mermaid-markdown-features (EPL), cli/ (notices LGPL/GPL/MPL) ; ohmyzsh plugins/zsh-interactive-cd (MPL-2.0) ; opencv 3rdparty/ffmpeg (LGPL), harfbuzz, libpng, zlib, zlib-ng ; nlohmann tests/thirdparty/imapdl (GPL-3.0), include/nlohmann/thirdparty (CC0) ; hugo docs/ (thème sans licence open source) ; libuv docs/ (CC-BY-4.0) ; three.js ressources CC-BY-SA/NC ; okhttp publicsuffix (MPL) ; scikit-learn build_tools/wheels ; aspnetcore BlazingPizza (police OFL) ; etc. Licences doubles retenues sur l'option permise : ripgrep (Unlicense OU MIT → MIT), zsh-navigation-tools (MIT OU GPLv3 → MIT).
+- **Langages (train.bin, octets)** : PHP 100,6 M ; Java 85,9 M ; C# 67,5 M ; TypeScript 47,5 M ; C++ 44,6 M ; JavaScript 36,1 M ; Scala 26,0 M ; Rust 23,4 M ; Kotlin 21,2 M ; Ruby 20,4 M ; Python 18,0 M ; Go 17,9 M ; C 8,9 M ; Swift 6,7 M ; Shell 1,7 M. Le delta est dominé par PHP 81,5 M, Java 54,6 M et C# 52,2 M.
+- **Décontamination : 0.** On compare des 64-grammes (hash recount64, confirmé octet par octet) contre 17 fenêtres : la liste load_windows() utilisée pour vérifier v1b (m7 fresh_en, fresh_fr, neither_code, test20k, queries, freshcode ; fc2 ; test et oneshot de corpus_v3, broad_local_v1, broad_gutenberg_v1 et old_local_v1), plus test et oneshot de corpus_diverse_v1. Fichiers retirés : 15 436 au total. Par fenêtre : neither_code 15 011, test20k et old_local test 492 chacun, broad_local test, broad_gutenberg test et corpus_diverse_v1 test 498 chacun, fc2 3 ; fresh_en, fresh_fr, queries, freshcode et corpus_v3 : 0. Re-scan complet des sorties (toutes les positions, séparateurs compris) : **0 hit confirmé sur 527 734 766 positions (train.bin) et 0 sur 308 315 981 (delta)**, convergé dès la 1ʳᵉ itération, sans aucun retrait inter-fichiers. 0 collision de hash intra-fenêtres.
+- **Chevauchement avec corpus_diverse_v1b** (ddf67ffb…, sha revérifié ; son segment [281 458 684 ; 520 785 883) a pour sha feef51d5…, soit exactement multi_lang_v1) : 34 285 fichiers sur 94 262 (36,4 %) et 218 904 510 o sur 526 320 914 (41,6 %) y sont déjà **à l'identique**. Mesure par 64-grammes échantillonnés (≈ 1/64, confirmés octet par octet, contre TOUT v1b) : train.bin 46,0 % (3 790 622 / 8 238 479) ; train_delta.bin **8,1 %** (393 773 / 4 841 630). Ce reste correspond à des versions voisines de fichiers et à des en-têtes communs ; il est documenté mais non retiré. **Choix :** les deux versions sont fournies. Je recommande **train_delta.bin** pour tout mélange avec v1b, afin de ne pas compter deux fois 41,6 % des octets ; train.bin ne sert que s'il remplace v1b comme source de code.
+- **Ressources** : PID 262166 (setsid, nice 10, OMP_NUM_THREADS=1, PYTHONHASHSEED=0), de 12 h 56 m 39 s à 13 h 03 m 57 s (Toronto), soit 437 s. **Pic RSS mesuré : 710 Mo** (ru_maxrss). MemAvailable au départ : 9,29 Go ; minimum observé pendant le build : 6,54 Go. Watchdog (< 4,4 GiB) non déclenché. Lancé quand 3 jobs lourds tournaient (15242, 15953, 16884), donc sur la 4ᵉ place ; terminé.
+- **Demande à Checker :** recompte indépendant de code_scale_v1. Points à vérifier : sha et tailles des deux .bin ; 0 hit 64 o contre les 17 fenêtres ; verdicts de licence et sha des preuves (licence_policy.json) ; chevauchement v1b (fichiers identiques et échantillon 64 o) ; cohérence de files_index.tsv. **Aucun entraînement sur code_scale_v1 avant le PASS de Checker. Aucun push des données (rien n'est poussé sur HF).**
+- Rien tué, rien dans /tmp, checker/ et broad/ non touchés, portes 218845, 18819 et 18821 non touchées, GO_CHECKER_PASS non posé par moi : la consigne de cette tâche l'interdit, je laisse la question au fil M8.
+Lu/appliqué — SPIRA Hashing — 13 h 05
diff --git a/results/hashing/code_scale_v1/run_code_scale_v1.sh b/results/hashing/code_scale_v1/run_code_scale_v1.sh
new file mode 100644
index 0000000000000000000000000000000000000000..287eb166f896c697d2df2a1aa6a5d85a24f39618
--- /dev/null
+++ b/results/hashing/code_scale_v1/run_code_scale_v1.sh
@@ -0,0 +1,8 @@
+#!/bin/sh
+# SPIRA Hashing — lanceur code_scale_v1 (nice 10, OMP_NUM_THREADS=1, PYTHONHASHSEED=0, lance via setsid)
+cd /workspace/spira_shared/hashing_gen/code_scale_v1
+export TMPDIR=/workspace/spira_shared/hashing_gen/code_scale_v1 OMP_NUM_THREADS=1 PYTHONHASHSEED=0
+MA=$(awk '/MemAvailable/{print $2}' /proc/meminfo)
+if [ "$MA" -lt 5452595 ]; then echo "$(date) REFUS: MemAvailable ${MA} kB < 5,2 GiB" > STATUS; exit 2; fi
+echo "RUNNING $(date '+%H:%M:%S') pid $$" > STATUS
+exec nice -n 10 /workspace/SPIRA-venv/bin/python -u build_code_scale_v1.py > build.log 2>&1
diff --git a/results/hashing/code_scale_v1/sample/cs1_mix_sample_docs.json b/results/hashing/code_scale_v1/sample/cs1_mix_sample_docs.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa131ac14493b6fccc662685959c6d3277d26a49
--- /dev/null
+++ b/results/hashing/code_scale_v1/sample/cs1_mix_sample_docs.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/sample/cs1_mix_sample_manifest.json b/results/hashing/code_scale_v1/sample/cs1_mix_sample_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..b15147397423bc215640b4a9c2d11b8a575a550e
--- /dev/null
+++ b/results/hashing/code_scale_v1/sample/cs1_mix_sample_manifest.json
@@ -0,0 +1,901 @@
+{
+ "author": "SPIRA Hashing",
+ "script": "/workspace/spira_shared/hashing_gen/code_scale_v1/code/make_sample_cs1.py",
+ "script_sha256": "3b3637679042898896eec10bc3363f9ca801434ad9bd35a056fa591d33bb55d0",
+ "plan": {
+  "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/train_plan.md",
+  "sha256": "7b002d04cab8af399e208b4ceca9e2890369aa7f1fdfb92aaa9056550a508eb1"
+ },
+ "derived_from": {
+  "path": "/workspace/spira_shared/hashing_gen/m8_v1b/code/make_sample_v1b.py",
+  "sha256": "b9a72c14958e82db7585d50aa7e1c0de5e927e9171b3bc64482157fe003db595"
+ },
+ "sources": {
+  "v1b": {
+   "path": "/workspace/spira_shared/hashing_gen/corpus_v1b/train.bin",
+   "bytes": 520785883,
+   "sha256_expected": "ddf67ffb4e9f340aca7a130639580211e1eaa4b4e850cec93fb19d222f63ddb3",
+   "manifest_sha256": "cb6398ca62f8f0003afd4d5505d59ecea7a8a13814091b358d93368c14f2494f",
+   "doc_bytes": 519900789
+  },
+  "delta": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/train_delta.bin",
+   "bytes": 308316044,
+   "sha256_expected": "36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31",
+   "doc_bytes": 307416404,
+   "docs": 59977
+  },
+  "files_index": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/files_index.tsv",
+   "sha256": "ca087409ddde0947f6ab67995867cd7adc8d2e544e8a69a1e9618c0965a97240"
+  }
+ },
+ "note_sha_sources": "sha des deux .bin non recalculés ici (lecture par plages) ; tailles vérifiées ; sha recompté par Checker (scan 13 h 22-13 h 55 : sha_ok True)",
+ "seed": 20261024,
+ "target_bytes": 35128951,
+ "size_rule": "taille exacte de m8_v1b/sample/v1b_sample.bin (35 128 951 o) — ajustement final unique, voir 'iterations[-1].adjust'",
+ "sample": {
+  "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/sample/cs1_mix_sample.bin",
+  "bytes": 35128951,
+  "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+  "n_docs": 5146,
+  "delta_share_bytes": 0.371315
+ },
+ "delta_share_expected": 0.371582,
+ "decontamination": {
+  "method": "hachage par mots u64 des 64-grammes + confirmation octet à octet de chaque candidat, sur le fichier entier (frontières comprises)",
+  "windows": {
+   "m7_fresh_en": {
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+    "bytes": 119763,
+    "role": "propre"
+   },
+   "m7_fresh_fr": {
+    "sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715",
+    "bytes": 1088688,
+    "role": "propre"
+   },
+   "m7_test20k": {
+    "sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22",
+    "bytes": 319940,
+    "role": "propre"
+   },
+   "m7_queries": {
+    "sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706",
+    "bytes": 27800,
+    "role": "propre"
+   },
+   "fc2": {
+    "sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3",
+    "bytes": 199792,
+    "role": "propre"
+   },
+   "corpus_v3_test": {
+    "sha256": "a6730bbe877e7b28a5529793b27a0b59f16d04db05ea895f0ee6d4f91807ca84",
+    "bytes": 3486653,
+    "role": "propre"
+   },
+   "broad_local_v1_test": {
+    "sha256": "e89725bb94d9f167ffad1f68ae372343a14a1957ae0a1f0a67167aa974ec75a9",
+    "bytes": 894718,
+    "role": "propre_EXCLUE_eval_CS1"
+   },
+   "broad_gutenberg_v1_test": {
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+   "delta/Go": 0.0023,
+   "delta/Java": 0.0549,
+   "delta/JavaScript": 0.0173,
+   "delta/PHP": 0.0801,
+   "delta/Python": 0.0007,
+   "delta/Ruby": 0.011,
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+   "delta/Swift": 0.0016,
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+   "github/Java": 0.0352,
+   "github/JavaScript": 0.0126,
+   "github/Kotlin": 0.0156,
+   "github/PHP": 0.0178,
+   "github/Python": 0.0184,
+   "github/Ruby": 0.0098,
+   "github/Rust": 0.023,
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+   "github/Go": 0.0214,
+   "github/Java": 0.0346,
+   "github/JavaScript": 0.0233,
+   "github/Kotlin": 0.0082,
+   "github/PHP": 0.0223,
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+   "github/Swift": 0.0037,
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+   "delta/Java": 0.0686,
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+   "delta/Kotlin": 0.0044,
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+   "delta/Rust": 0.0036,
+   "delta/Scala": 0.0106,
+   "delta/Shell": 0.0003,
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+   "delta/TypeScript": 0.0371,
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+   "github/Go": 0.0205,
+   "github/Java": 0.0364,
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+   "github/Kotlin": 0.018,
+   "github/PHP": 0.0228,
+   "github/Python": 0.0228,
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+   "github/Rust": 0.0231,
+   "github/Scala": 0.0259,
+   "github/Shell": 0.0015,
+   "github/Swift": 0.0028,
+   "github/TypeScript": 0.0255,
+   "stdlib/python": 0.0081,
+   "tinystories/en": 0.0237
+  }
+ },
+ "prefix_composition_source": {
+  "60000": {
+   "delta": 0.5289,
+   "v1b": 0.4711
+  },
+  "200000": {
+   "delta": 0.5019,
+   "v1b": 0.4981
+  },
+  "2000000": {
+   "delta": 0.3481,
+   "v1b": 0.6519
+  },
+  "2800000": {
+   "delta": 0.2981,
+   "v1b": 0.7019
+  },
+  "5500000": {
+   "delta": 0.3596,
+   "v1b": 0.6404
+  },
+  "10000000": {
+   "delta": 0.3868,
+   "v1b": 0.6132
+  },
+  "35128951": {
+   "delta": 0.3713,
+   "v1b": 0.6287
+  }
+ },
+ "docs_file": "/workspace/spira_shared/hashing_gen/code_scale_v1/sample/cs1_mix_sample_docs.json",
+ "docs_cols": [
+  "stratum",
+  "source",
+  "lang",
+  "file",
+  "src_a",
+  "src_b",
+  "out_a",
+  "out_b",
+  "doc_id",
+  "statut"
+ ],
+ "peak_rss_MB": 476,
+ "elapsed_s": 59.0,
+ "addendum_r2": {
+  "author": "SPIRA Hashing",
+  "date": "2026-10-24 11:31 PDT",
+  "script_sha256": "269e3ff06e12f9a2ecd83a075ab07308d5320e052244f33d9bbacf9b31c331d2",
+  "manifest_r1_sha256": "4b249f9ee4e2c3911b4a8864dd770f15c13be580d2330a0d82f231f79bed3034",
+  "sources_sha256_stream": {
+   "v1b_train": {
+    "path": "/workspace/spira_shared/hashing_gen/corpus_v1b/train.bin",
+    "bytes": 520785883,
+    "sha256": "ddf67ffb4e9f340aca7a130639580211e1eaa4b4e850cec93fb19d222f63ddb3",
+    "sha256_expected": "ddf67ffb4e9f340aca7a130639580211e1eaa4b4e850cec93fb19d222f63ddb3",
+    "ok": true
+   },
+   "train_delta": {
+    "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/train_delta.bin",
+    "bytes": 308316044,
+    "sha256": "36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31",
+    "sha256_expected": "36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31",
+    "ok": true
+   }
+  },
+  "stdlib_list": {
+   "root": "/usr/lib/python3.13",
+   "rules": "make_sample_cs1.py l. 63-70 (SKIP, tri, .py, préfixe 128 o)",
+   "n_py_files": 536,
+   "list_format": "chemin relatif\\ttaille\\tsha256, une ligne par fichier, ordre de parcours",
+   "list_sha256": "219f319141276d56d3963148b9d4a67c110b64033ff4e24334969e19cf80c5a7",
+   "n_prefixes_128": 502,
+   "prefixes_sha256": "5681a9ba27a3eb8daa78cefb69ae16de6cf564cf7e1c11279c430df9b008dd31",
+   "list_file": "/workspace/spira_shared/hashing_gen/code_scale_v1/sample/stdlib_list_cs1.tsv"
+  },
+  "sample_unchanged": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/sample/cs1_mix_sample.bin",
+   "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+   "note": "échantillon NON régénéré ; recompte 64 o Checker PASS (b5f2c2ca…) inchangé"
+  },
+  "elapsed_s": 1.2
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/sample/rerun_check/cs1_mix_sample_docs.json b/results/hashing/code_scale_v1/sample/rerun_check/cs1_mix_sample_docs.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa131ac14493b6fccc662685959c6d3277d26a49
--- /dev/null
+++ b/results/hashing/code_scale_v1/sample/rerun_check/cs1_mix_sample_docs.json
@@ -0,0 +1 @@
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8900700, 34966656, 34967014, 68544, "entier"], ["delta/PHP", "symfony/symfony:src/Symfony/Component/Tui/Event/FocusEvent.php", "PHP", "delta", 287631553, 287632830, 34967029, 34968306, 109146, "entier"], ["tinystories/en", "TinyStories-valid", "en", "v1b", 3086319, 3087276, 34968321, 34969278, 4221, "entier"], ["github/TypeScript", "nestjs/nest", "TypeScript", "v1b", 334508006, 334508178, 34969293, 34969465, 30911, "entier"], ["github/Go", "prometheus/prometheus", "Go", "v1b", 359542269, 359543961, 34969480, 34971172, 34157, "entier"], ["github/Java", "google/guava", "Java", "v1b", 417156680, 417161289, 34971187, 34975796, 40104, "entier"], ["delta/PHP", "symfony/symfony:src/Symfony/Component/Form/Flow/FormFlowTypeInterface.php", "PHP", "delta", 248350108, 248352194, 34975811, 34977897, 103376, "entier"], ["delta/Java", "spring-projects/spring-framework:spring-orm/src/test/java/org/springframework/orm/jpa/hibernate/beans/NoDefinitionInSpringContextTestBean.java", "Java", "delta", 121368571, 121369936, 34977912, 34979277, 85336, "entier"], ["delta/JavaScript", "angular/angular:packages/compiler-cli/test/compliance/test_cases/r3_compiler_compliance/elements/svg_embedded_view_template.js", "JavaScript", "delta", 22999944, 23000544, 34979292, 34979892, 73016, "entier"], ["github/Python", "django/django", "Python", "v1b", 282373985, 282375340, 34979907, 34981262, 22929, "entier"], ["github/C++", "protocolbuffers/protobuf", "C++", "v1b", 405083918, 405092479, 34981277, 34989838, 38778, "entier"], ["delta/JavaScript", "webpack/webpack:test/configCases/plugins/terser-plugin/compress.js", "JavaScript", "delta", 8547424, 8547617, 34989853, 34990046, 67788, "entier"], ["delta/PHP", "symfony/symfony:src/Symfony/Component/HttpKernel/Controller/ArgumentResolver/RequestHeaderValueResolver.php", "PHP", "delta", 252544827, 252548450, 34990061, 34993684, 104027, "entier"], ["tinystories/en", "TinyStories-valid", "en", "v1b", 16694903, 16696393, 34993699, 34995189, 19463, "entier"], ["delta/Scala", "scala/scala:test/scalacheck/scala/collection/immutable/SeqProperties.scala", "Scala", "delta", 303882289, 303886398, 34995204, 34999313, 118371, "entier"], ["delta/Java", "google/guava:android/guava/src/com/google/common/collect/AbstractSortedMultiset.java", "Java", "delta", 92141321, 92145934, 34999328, 35003941, 81267, "entier"], ["delta/Go", "prometheus/prometheus:util/testutil/testing.go", "Go", "delta", 51767570, 51769645, 35003956, 35006031, 77304, "entier"], ["delta/Java", "opencv/opencv:modules/java/generator/src/java/org/opencv/osgi/OpenCVInterface.java", "Java", "delta", 71303126, 71303278, 35006046, 35006198, 78772, "entier"], ["delta/TypeScript", "angular/angular:packages/zone.js/test/extra/bluebird.spec.ts", "TypeScript", "delta", 47596613, 47625324, 35006213, 35034924, 76850, "entier"], ["tinystories/en", "TinyStories-valid", "en", "v1b", 1647569, 1648600, 35034939, 35035970, 2559, "entier"], ["github/Python", "django/django", "Python", "v1b", 290517895, 290520293, 35035985, 35038383, 24207, "entier"], ["github/Java", "spring-projects/spring-framework", "Java", "v1b", 420377624, 420380816, 35038398, 35041590, 41043, "entier"], ["delta/Ruby", "rails/rails:railties/test/generators/api_app_generator_test.rb", "Ruby", "delta", 211254929, 211262033, 35041605, 35048709, 101170, "entier"], ["delta/Java", "google/guava:android/guava/src/com/google/common/collect/SetMultimap.java", "Java", "delta", 94174867, 94179420, 35048724, 35053277, 81427, "entier"], ["delta/C#", "dotnet/aspnetcore:src/SignalR/server/SignalR/test/Microsoft.AspNetCore.SignalR.Tests/HubConnectionHandlerTests.ClientResult.cs", "C#", "delta", 199190965, 199217200, 35053292, 35079527, 98940, "entier"], ["github/Scala", "sbt/sbt", "Scala", "v1b", 519628244, 519630228, 35079542, 35081526, 58633, "entier"], ["tinystories/en", "TinyStories-valid", "en", "v1b", 4579597, 4580883, 35081541, 35082827, 6056, "entier"], ["delta/PHP", "symfony/symfony:src/Symfony/Component/PropertyInfo/Extractor/PhpDocExtractor.php", "PHP", "delta", 280607570, 280627030, 35082842, 35102302, 107827, "entier"], ["github/Ruby", "sinatra/sinatra", "Ruby", "v1b", 462711604, 462713876, 35102317, 35104589, 47465, "entier"], ["delta/JavaScript", "angular/angular:packages/compiler-cli/test/compliance/test_cases/r3_view_compiler/legacy_animations/GOLDEN_PARTIAL.js", "JavaScript", "delta", 23141199, 23146467, 35104604, 35109872, 73101, "entier"], ["github/Java", "spring-projects/spring-framework", "Java", "v1b", 419699543, 419700492, 35109887, 35110836, 40928, "entier"], ["delta/Rust", "protocolbuffers/protobuf:rust/test/shared/fields_with_imported_types_test.rs", "Rust", "delta", 83362760, 83364787, 35110851, 35112878, 80300, "entier"], ["delta/Java", "spring-projects/spring-framework:spring-test/src/test/java/org/springframework/test/web/reactive/server/DefaultRouterFunctionSpecTests.java", "Java", "delta", 127039527, 127041877, 35112893, 35115243, 86682, "entier"], ["github/Scala", "sbt/sbt", "Scala", "v1b", 519813129, 519813148, 35115258, 35115277, 58953, "entier"], ["github/C++", "google/leveldb", "C++", "v1b", 392285826, 392286722, 35115292, 35116188, 37686, "entier"], ["tinystories/en", "TinyStories-valid", "en", "v1b", 920991, 921841, 35116203, 35117053, 1669, "entier"], ["github/Scala", "playframework/playframework", "Scala", "v1b", 508494643, 508495656, 35117068, 35118081, 56218, "entier"], ["books/en", "PG #165", "en", "v1b", 113400875, 113411730, 35118096, 35128951, 142, "tete_10855_de_647234"]]
\ No newline at end of file
diff --git a/results/hashing/code_scale_v1/sample/rerun_check/cs1_mix_sample_manifest.json b/results/hashing/code_scale_v1/sample/rerun_check/cs1_mix_sample_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..00d53d5377eb969f8862858570a1bb9520b6f821
--- /dev/null
+++ b/results/hashing/code_scale_v1/sample/rerun_check/cs1_mix_sample_manifest.json
@@ -0,0 +1,863 @@
+{
+ "author": "SPIRA Hashing",
+ "script": "/workspace/spira_shared/hashing_gen/code_scale_v1/code/make_sample_cs1.py",
+ "script_sha256": "3b3637679042898896eec10bc3363f9ca801434ad9bd35a056fa591d33bb55d0",
+ "plan": {
+  "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/train_plan.md",
+  "sha256": "7b002d04cab8af399e208b4ceca9e2890369aa7f1fdfb92aaa9056550a508eb1"
+ },
+ "derived_from": {
+  "path": "/workspace/spira_shared/hashing_gen/m8_v1b/code/make_sample_v1b.py",
+  "sha256": "b9a72c14958e82db7585d50aa7e1c0de5e927e9171b3bc64482157fe003db595"
+ },
+ "sources": {
+  "v1b": {
+   "path": "/workspace/spira_shared/hashing_gen/corpus_v1b/train.bin",
+   "bytes": 520785883,
+   "sha256_expected": "ddf67ffb4e9f340aca7a130639580211e1eaa4b4e850cec93fb19d222f63ddb3",
+   "manifest_sha256": "cb6398ca62f8f0003afd4d5505d59ecea7a8a13814091b358d93368c14f2494f",
+   "doc_bytes": 519900789
+  },
+  "delta": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/train_delta.bin",
+   "bytes": 308316044,
+   "sha256_expected": "36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31",
+   "doc_bytes": 307416404,
+   "docs": 59977
+  },
+  "files_index": {
+   "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/files_index.tsv",
+   "sha256": "ca087409ddde0947f6ab67995867cd7adc8d2e544e8a69a1e9618c0965a97240"
+  }
+ },
+ "note_sha_sources": "sha des deux .bin non recalculés ici (lecture par plages) ; tailles vérifiées ; sha recompté par Checker (scan 13 h 22-13 h 55 : sha_ok True)",
+ "seed": 20261024,
+ "target_bytes": 35128951,
+ "size_rule": "taille exacte de m8_v1b/sample/v1b_sample.bin (35 128 951 o) — ajustement final unique, voir 'iterations[-1].adjust'",
+ "sample": {
+  "path": "/workspace/spira_shared/hashing_gen/code_scale_v1/sample/rerun_check/cs1_mix_sample.bin",
+  "bytes": 35128951,
+  "sha256": "85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453",
+  "n_docs": 5146,
+  "delta_share_bytes": 0.371315
+ },
+ "delta_share_expected": 0.371582,
+ "decontamination": {
+  "method": "hachage par mots u64 des 64-grammes + confirmation octet à octet de chaque candidat, sur le fichier entier (frontières comprises)",
+  "windows": {
+   "m7_fresh_en": {
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+    "bytes": 119763,
+    "role": "propre"
+   },
+   "m7_fresh_fr": {
+    "sha256": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715",
+    "bytes": 1088688,
+    "role": "propre"
+   },
+   "m7_test20k": {
+    "sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22",
+    "bytes": 319940,
+    "role": "propre"
+   },
+   "m7_queries": {
+    "sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706",
+    "bytes": 27800,
+    "role": "propre"
+   },
+   "fc2": {
+    "sha256": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3",
+    "bytes": 199792,
+    "role": "propre"
+   },
+   "corpus_v3_test": {
+    "sha256": "a6730bbe877e7b28a5529793b27a0b59f16d04db05ea895f0ee6d4f91807ca84",
+    "bytes": 3486653,
+    "role": "propre"
+   },
+   "broad_local_v1_test": {
+    "sha256": "e89725bb94d9f167ffad1f68ae372343a14a1957ae0a1f0a67167aa974ec75a9",
+    "bytes": 894718,
+    "role": "propre_EXCLUE_eval_CS1"
+   },
+   "broad_gutenberg_v1_test": {
+    "sha256": "e89725bb94d9f167ffad1f68ae372343a14a1957ae0a1f0a67167aa974ec75a9",
+    "bytes": 894718,
+    "role": "propre_EXCLUE_eval_CS1"
+   },
+   "corpus_diverse_v1_test": {
+    "sha256": "e89725bb94d9f167ffad1f68ae372343a14a1957ae0a1f0a67167aa974ec75a9",
+    "bytes": 894718,
+    "role": "propre_EXCLUE_eval_CS1"
+   },
+   "old_local_v1_test": {
+    "sha256": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22",
+    "bytes": 319940,
+    "role": "propre"
+   },
+   "corpus_v3_oneshot": {
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+    "bytes": 119763,
+    "role": "propre"
+   },
+   "broad_local_v1_oneshot": {
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+    "bytes": 119763,
+    "role": "propre"
+   },
+   "broad_gutenberg_v1_oneshot": {
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+    "bytes": 119763,
+    "role": "propre"
+   },
+   "old_local_v1_oneshot": {
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+    "bytes": 119763,
+    "role": "propre"
+   },
+   "corpus_diverse_v1_oneshot": {
+    "sha256": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+    "bytes": 119763,
+    "role": "propre"
+   },
+   "v4_queries_chat_seed": {
+    "sha256": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706",
+    "bytes": 27800,
+    "role": "propre"
+   },
+   "info_m7_neither_code": {
+    "sha256": "f1d728dc1a3db2e57aee703d25745f601ff6154dc31c519ea8a4fd921ff0f954",
+    "bytes": 546036,
+    "role": "info_invalide"
+   },
+   "info_m7_freshcode": {
+    "sha256": "589dbc35997e0cadd2ac8e283fdb0f305ea8c923d021159668104be7dbfcef98",
+    "bytes": 200000,
+    "role": "info_invalide"
+   }
+  },
+  "windows_equivalent_not_reloaded": {
+   "v4_fc2": "fc2",
+   "v4_fresh_en": "m7_fresh_en",
+   "v4_fresh_fr_perrault": "m7_fresh_fr",
+   "v4_test20k_broad": "broad_local_v1_test",
+   "v4_test_v3": "corpus_v3_test"
+  },
+  "n_clean_names_checker": 21,
+  "n_unique_contents_checked": 9,
+  "final_confirmed_positions_clean": 0,
+  "final_confirmed_positions_by_content_incl_info": {},
+  "docs_excluded_total": 8,
+  "excluded_by_stratum": {
+   "books/en": 1,
+   "stdlib/python": 7
+  }
+ },
+ "iterations": [
+  {
+   "iter": 0,
+   "natural_bytes": 35369545,
+   "adjust": {
+    "excess_bytes": 240594,
+    "dropped_whole_docs_at_end": 82,
+    "filler": {
+     "stratum": "books/en",
+     "doc_id": 142,
+     "head_bytes": 9346,
+     "doc_bytes": 647234
+    }
+   },
+   "hits_by_content": {
+    "info_m7_freshcode": 55462,
+    "broad_local_v1_test,broad_gutenberg_v1_test,corpus_diverse_v1_test": 37287
+   },
+   "docs_touched_removed": 3,
+   "touched_by_stratum": {
+    "books/en": 1,
+    "stdlib/python": 2
+   }
+  },
+  {
+   "iter": 1,
+   "natural_bytes": 35392377,
+   "adjust": {
+    "excess_bytes": 263426,
+    "dropped_whole_docs_at_end": 90,
+    "filler": {
+     "stratum": "books/en",
+     "doc_id": 142,
+     "head_bytes": 6,
+     "doc_bytes": 647234
+    }
+   },
+   "hits_by_content": {
+    "broad_local_v1_test,broad_gutenberg_v1_test,corpus_diverse_v1_test": 2
+   },
+   "docs_touched_removed": 1,
+   "touched_by_stratum": {
+    "stdlib/python": 1
+   }
+  },
+  {
+   "iter": 2,
+   "natural_bytes": 35369005,
+   "adjust": {
+    "excess_bytes": 240054,
+    "dropped_whole_docs_at_end": 83,
+    "filler": {
+     "stratum": "books/en",
+     "doc_id": 142,
+     "head_bytes": 12363,
+     "doc_bytes": 647234
+    }
+   },
+   "hits_by_content": {
+    "broad_local_v1_test,broad_gutenberg_v1_test,corpus_diverse_v1_test": 125
+   },
+   "docs_touched_removed": 1,
+   "touched_by_stratum": {
+    "stdlib/python": 1
+   }
+  },
+  {
+   "iter": 3,
+   "natural_bytes": 35381698,
+   "adjust": {
+    "excess_bytes": 252747,
+    "dropped_whole_docs_at_end": 86,
+    "filler": {
+     "stratum": "books/en",
+     "doc_id": 142,
+     "head_bytes": 31,
+     "doc_bytes": 647234
+    }
+   },
+   "hits_by_content": {
+    "info_m7_neither_code": 19,
+    "broad_local_v1_test,broad_gutenberg_v1_test,corpus_diverse_v1_test": 23
+   },
+   "docs_touched_removed": 1,
+   "touched_by_stratum": {
+    "stdlib/python": 1
+   }
+  },
+  {
+   "iter": 4,
+   "natural_bytes": 35370665,
+   "adjust": {
+    "excess_bytes": 241714,
+    "dropped_whole_docs_at_end": 82,
+    "filler": {
+     "stratum": "books/en",
+     "doc_id": 142,
+     "head_bytes": 8226,
+     "doc_bytes": 647234
+    }
+   },
+   "hits_by_content": {
+    "broad_local_v1_test,broad_gutenberg_v1_test,corpus_diverse_v1_test": 9107,
+    "info_m7_freshcode": 8149
+   },
+   "docs_touched_removed": 2,
+   "touched_by_stratum": {
+    "stdlib/python": 2
+   }
+  },
+  {
+   "iter": 5,
+   "natural_bytes": 35368270,
+   "adjust": {
+    "excess_bytes": 239319,
+    "dropped_whole_docs_at_end": 83,
+    "filler": {
+     "stratum": "books/en",
+     "doc_id": 142,
+     "head_bytes": 10855,
+     "doc_bytes": 647234
+    }
+   },
+   "hits_by_content": {},
+   "docs_touched_removed": 0,
+   "touched_by_stratum": {}
+  }
+ ],
+ "strata": {
+  "books/en": {
+   "pool_doc_bytes": 186460758,
+   "pool_docs": 385,
+   "excluded_docs": 1,
+   "target_bytes": 7917363,
+   "taken_bytes": 7854531,
+   "taken_docs": 18,
+   "share_pool": 0.2253800109288917,
+   "stratum_seed": 14364082646483397524
+  },
+  "books/fr": {
+   "pool_doc_bytes": 69585788,
+   "pool_docs": 170,
+   "excluded_docs": 0,
+   "target_bytes": 2954702,
+   "taken_bytes": 2972845,
+   "taken_docs": 7,
+   "share_pool": 0.08411016788817055,
+   "stratum_seed": 1583969670694299524
+  },
+  "delta/C": {
+   "pool_doc_bytes": 4342933,
+   "pool_docs": 787,
+   "excluded_docs": 0,
+   "target_bytes": 184407,
+   "taken_bytes": 191353,
+   "taken_docs": 49,
+   "share_pool": 0.005249417075755127,
+   "stratum_seed": 11011750785437986507
+  },
+  "delta/C#": {
+   "pool_doc_bytes": 52210950,
+   "pool_docs": 9147,
+   "excluded_docs": 0,
+   "target_bytes": 2216944,
+   "taken_bytes": 2211220,
+   "taken_docs": 366,
+   "share_pool": 0.06310874528144854,
+   "stratum_seed": 1580541423923891977
+  },
+  "delta/C++": {
+   "pool_doc_bytes": 30118326,
+   "pool_docs": 2318,
+   "excluded_docs": 0,
+   "target_bytes": 1278863,
+   "taken_bytes": 1259642,
+   "taken_docs": 110,
+   "share_pool": 0.036404810941720635,
+   "stratum_seed": 12240966992780166075
+  },
+  "delta/Go": {
+   "pool_doc_bytes": 2093068,
+   "pool_docs": 164,
+   "excluded_docs": 0,
+   "target_bytes": 88874,
+   "taken_bytes": 88973,
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diff --git a/results/hashing/code_scale_v1/sample/rerun_check/log b/results/hashing/code_scale_v1/sample/rerun_check/log
new file mode 100644
index 0000000000000000000000000000000000000000..164ac3b4844c129ffd76ab267f985c71b004da14
--- /dev/null
+++ b/results/hashing/code_scale_v1/sample/rerun_check/log
@@ -0,0 +1,7 @@
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diff --git a/results/hashing/code_scale_v1/sample/rerun_check/sha.txt b/results/hashing/code_scale_v1/sample/rerun_check/sha.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3fbc9ed2ecdb90f8036d68833625a49fc6384fa8
--- /dev/null
+++ b/results/hashing/code_scale_v1/sample/rerun_check/sha.txt
@@ -0,0 +1 @@
+85e977700bbfc4ad571d4be15623450eaa4360fdfd1fe9451b0706f81bfc1453  sample/rerun_check/cs1_mix_sample.bin
diff --git a/results/hashing/code_scale_v1/sample/stdlib_list_cs1.tsv b/results/hashing/code_scale_v1/sample/stdlib_list_cs1.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..629ea04e673381d7434ff9efa754d6753a7d98d2
--- /dev/null
+++ b/results/hashing/code_scale_v1/sample/stdlib_list_cs1.tsv
@@ -0,0 +1,536 @@
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diff --git a/results/hashing/code_scale_v1/train_plan.md b/results/hashing/code_scale_v1/train_plan.md
new file mode 100644
index 0000000000000000000000000000000000000000..77d8b0e4caaf70b9740af0c46f02e23b8ea5aba4
--- /dev/null
+++ b/results/hashing/code_scale_v1/train_plan.md
@@ -0,0 +1,57 @@
+# Plan d'entraînement — code_scale_v1 (CS1) — SPIRA Hashing — BROUILLON, NON LANCÉ
+Rédigé le 2026-10-24 vers 13 h 55 (Toronto). Aucun process créé. Aucun résultat M8 ouvert pour l'écrire.
+Statut : **PLAN SEUL**. Rien ne part avant que toutes les conditions du §7 soient remplies.
+
+## 1. Question posée (une seule variable)
+Ajouter à corpus_diverse_v1b le code nouveau de code_scale_v1 améliore-t-il la prédiction sur des fenêtres fraîches propres, à recette et budget identiques ?
+- **Bras « mix »** : échantillon tiré de v1b ∪ **train_delta.bin**.
+- **Témoin « v1b »** : échantillon v1b seul, celui de M8 (sample/v1b_sample.bin, 35 128 951 o, sha 9ea562e4…, recompte déjà PASS).
+- Seule différence entre les deux bras : les octets de l'échantillon. Même classe de modèle, même cfg, même script, mêmes seeds, mêmes fenêtres.
+- Classe : **SPIRA de base (recette du bras ctl de M8)**. Ce choix ne dépend pas du verdict M8 : on ne mélange pas deux variables (CM et données). Si M8 rend ADOPTÉ pour cm, une paire cm se décidera à part, par écrit.
+
+## 2. Données
+- Source du mélange : **hashing_gen/code_scale_v1/train_delta.bin** (308 316 044 o, sha 36f69c2fb1139597c8f913535ffe478a9565cae4a4edaa9aa3dbb26124e6ed31 ; 59 977 fichiers absents de v1b à l'identique). **train.bin n'est pas utilisé** : 41,6 % de ses octets sont déjà dans v1b, on les compterait deux fois.
+- Base : corpus_diverse_v1b train.bin (ddf67ffb…), 519 900 789 o de documents.
+- Générateur : code/make_sample_cs1.py (à écrire). C'est une copie de m8_v1b/code/make_sample_v1b.py (b9a72c14…), avec les mêmes règles (strates, T_s proportionnel aux octets, sélection seedée, sortie entrelacée, séparateurs natifs). Seul ajout : 15 strates **delta/<langage>** tirées de files_index.tsv (fichiers « non présents dans v1b », séparateur "\n<|endoffile|>\n").
+- Cible : 35 000 000 o, comme M8. Part du delta = 307 416 404 / 827 317 193 = **37,2 %**, soit ≈ 13,0 Mo (dominé par PHP, Java et C#, à déclarer). Les strates v1b sont réduites d'autant (× 0,628). Seed d'échantillonnage : 20261024 XOR sha256(nom de strate), comme M8.
+- Lecture effective, identique à M8 (même recette) : EPT fit [0, 2 Mo), SNN 600 000 patches (≈ 2,8 premiers Mo), AM 1 200 000 patches (≈ 5,5 premiers Mo), calibration fusion [0, 60 000). Grâce à l'entrelacement, la part de delta dans ces préfixes devrait être ≈ 37 %. La composition réelle des préfixes sera **mesurée et publiée avant le lancement**, comme smoke/prefix_composition.txt pour M8.
+
+## 3. Budget (égal dans les deux bras)
+- SPIRAConfig(vocab_size=16384, d_in=1024, snn_tokens=600 000, am_tokens=1 200 000, epochs=2), seed modèle 20261022, maxpos 4000 par fenêtre.
+- Script : m8_v1b/code/train_m8v1b.py (sha b2b12c8c…), **inchangé**. Seul --data change. Pas de --smoke-ticks.
+- Contrôles de budget repris du verdict figé : snn_tokens, am_tokens, epochs et ticks/époque égaux, et ticks × 1 = snn_tokens. Le data_sha256 est **attendu différent** et doit valoir les sha déclarés de chaque échantillon.
+- Le témoin est relancé (on ne réutilise pas le run ctl de M8). Contrôle gratuit de déterminisme : les empreintes WEIGHTS du témoin doivent être égales à celles du ctl M8. Ce contrôle ne se lit qu'après la publication du verdict M8.
+
+## 4. Coût estimé (hypothèses étiquetées)
+- Temps par bras : SNN 1 200 000 ticks à **78–81 t/s** (mesuré sur le ctl M8 le 24 oct. entre 13 h 15 et 13 h 50, avec 5 jobs python ≥ 500 Mo sur la box), soit 14 800 à 15 400 s. S'y ajoutent build ≈ 30 s, AM ≈ 17 s, calibration + sauvegarde ≈ 74 s et éval 7 × 4000 positions ≈ 340 s (smoke : 6,0 s pour 500 positions). Total ≈ **4,3–4,4 h par bras**. Hypothèse : n_state 2560 (même vocabulaire et même d_in) et donc même vitesse par tick. Si la charge de la box change, la vitesse change.
+- Deux bras en parallèle ≈ 4,4 h (il faut 2 créneaux lourds). En séquentiel ≈ 8,8 h.
+- RAM par bras : pic ru_maxrss ≈ 1,26 Go (smoke ctl M8, atteint à la sauvegarde/relecture), plateau SNN ≈ 0,59 Go (mesuré), réservation de porte 1,6 Go. Pour deux bras en parallèle, la porte demande MemAvailable ≥ 4,4 Gio + 1,6 Go + la marge restante de l'autre bras (≈ 1,0 Go), soit ≈ 7,3 Go.
+- Préparation : make_sample_cs1.py lit par plages (pic attendu < 0,2 Go, quelques secondes à quelques minutes). Recompte Checker de l'échantillon : pic ≈ 0,9 Go (référence M8 : 856 Mo, 12,8 s).
+- Disque : ckpt ≈ 181 Mo par bras, plus les npz d'éval.
+- Créneau réaliste : pas avant la fin de M8 v1b (bras cm ETA ≈ dimanche matin) ni la libération de 2 créneaux. Lancement sous porte (même logique que gate_m8v1b.sh) : lourds < 4 et MemAvailable ≥ 4,4 Gio + pic ; chien de garde 4,4 Gio qui ne tue que son propre groupe ; setsid nice 10, OMP=1.
+
+## 5. Fenêtres d'éval (propres uniquement)
+- Dans la règle : **fc2** (checker/windows_v2.freshcode_v2), **fresh_en**, **fresh_fr**, **test20k strict** (masque 50fa08f9…, recul 64 o) et **test_v3** si elle est propre.
+- Une fenêtre n'est valide que si le recompte 64 o donne **0 position confirmée dans les DEUX échantillons** (mix et v1b) **et** dans code_scale_v1 (recompte Checker). Sinon elle est exclue. Pour fc2, 3 fichiers ont déjà été retirés au build de code_scale : il faut donc un recompte de l'échantillon mix.
+- test_v3 : valide seulement si le recompte est à 0 sur les deux échantillons et sur code_scale_v1.
+- Rapportée à part : queries. Exclues : neither_code (15 011 fichiers de code_scale la recouvraient), freshcode m7 et broad_local_v1/test (contaminées).
+- **seen** : chaque bras a son propre seen (échantillon[:200 000]). Les positions ne sont pas appariables, donc seen est **hors règle**, rapporté par bras (trained_frac ≥ 0,99 exigé dans chacun, sinon NON MESURABLE).
+
+## 6. Règle de décision — règle B (décision écrite de Philippe-Antoine, 24 oct. 13 h 00, la même que pour M8 v1b)
+- **ADOPTÉ** (mix) ssi il y a un gain significatif (McNemar exact bilatéral p < 0,05 ET c > b ET IC95 bootstrap > 0) sur au moins 1 fenêtre fraîche valide, ET aucune perte significative (p < 0,05 ET b > c) sur aucune fenêtre valide. Sinon **REJETÉ**.
+- **NON MESURABLE** dans les cas suivants : budgets inégaux, passe SNN incomplète (ticks × 1 ≠ snn_tokens), seen d'un bras avec trained_frac < 0,99, data_sha ≠ déclaré, **fusion.scale d'un bras hors [0,03 ; 0,11]** ou illisible (bornes en dur reprises de r3B ; plage PROVISOIRE, non tranchée par Philippe-Antoine), aucune fenêtre fraîche valide.
+- **Point propre à CS1, à faire auditer** : l'EPT est fitté sur les 2 premiers Mo de chaque échantillon, donc les tokenisations des deux bras diffèrent. On apparie par **cible identique (tgt_start, tgt_len) dans les deux bras**, in-vocab dans les deux, sur la plage d'octets commune. Si le taux d'appariement est < 50 % des positions évaluées du plus petit bras, la fenêtre est exclue (elle n'est pas valide). Le taux d'appariement est publié pour chaque fenêtre. Bootstrap apparié par blocs de 512 o, B = 10 000, seed 0, comme M8.
+- Script : code/verdict_CS1.py, dérivé de m8_v1b/code/verdict_M8v1b.py (b3db0875…). Changements limités et listés dans un diff : noms de bras, contrôle data_sha (attendu différent), appariement par cible, seen hors règle. Il sera figé avec son sha256 complet dans PREDECL_CS1.md.
+
+## 7. Conditions de lancement (TOUTES, sinon rien ne part)
+1. **PASS écrit de Checker sur le recompte indépendant de code_scale_v1** (scan 64 o 316232 en cours, sha et tailles des deux .bin, 0 hit sur les 17 fenêtres, licences, chevauchement v1b, files_index). À l'heure de ce plan, ce PASS n'existe **pas encore**.
+2. Échantillon mix généré, sha publié, **recompte 64 o de l'échantillon par Checker** (0 position sur les fenêtres de la règle, sinon la fenêtre est exclue).
+3. **PREDECL_CS1.md** figé : sha des échantillons, composition des préfixes, règle B, appariement, fenêtres, verdict_CS1.py avec son sha256 complet. Tout cela **avant tout résultat**.
+4. **PASS d'audit de Checker** (pré-audit et gel) sur le sha figé de verdict_CS1.py, avec des tests synthétiques ADOPTÉ / REJETÉ / NON MESURABLE, dont un test d'appariement à tokenisations différentes.
+5. Drapeau GO_CS1 posé à la main par Hashing après les points 1 à 4. La porte ne le crée jamais.
+6. Ressources : lourds < 4 sur toute la box et MemAvailable ≥ 4,4 Gio + pic du bras ; pas de concurrence avec M8 v1b (attendre la fin de son verdict).
+
+## 8. Hors périmètre (rien de déjà rejeté, aucune variante de décodage)
+Pas de variante de décodage ou de fusion (beta, scale, température, top-k : tout reste aux défauts de la recette). Rien de broad14, m9g v2b, cov_a broad, AH ni SP. Pas de train.bin complet. Pas de cm dans cette paire.
+
+— SPIRA Hashing, brouillon du 2026-10-24 (Toronto)
diff --git a/results/hashing/contam_r1/METHOD.md b/results/hashing/contam_r1/METHOD.md
new file mode 100644
index 0000000000000000000000000000000000000000..4e881293ff443e49f15db27e1e2cddc624dd75a0
--- /dev/null
+++ b/results/hashing/contam_r1/METHOD.md
@@ -0,0 +1,13 @@
+# contam_r1 — MÉTHODE déclarée AVANT calcul (31 oct. 2026, 08 h 36 heure de Vancouver)
+Train : **B = checker/recount/v1d_sample_nobroad/v1d_nobroad_B.bin**, sha b7404e88146b1f80572a8d5a41c50075e61f29e3e4088a16e5111dac94c75609, 35 716 621 o.
+Provenance : variante B de REPORT.md, tirée de la plage [14 348 518, 503 053 492) de train v1d 903970c3 (= corpus_diverse_v1d/train.bin épinglé). broad_local_v1 est exclu, car il se trouve avant 14 348 518. On vérifie ici le sha de B et celui de train.bin.
+Splits (chemins et sha de runC_common.SRC/FILE_SHA, vérifiés avant lecture) : fc2 (broad/freshcode_v2.bin, seul fichier autorisé sous broad/), fresh_en, fresh_fr, test20k (« propre » = test20k old masqué excl_ctx64 ; ce masque vaut 0 octet pour B selon REPORT, donc le fichier entier), test_v3 ; queries rapporté à part.
+Exclus, jamais ouverts : neither_code, freshcode v1, bg1_test, broad_* autres que freshcode_v2. Chaque chemin passe par runC_common.check_window, importé en lecture seule ; un refus arrête le calcul.
+Unité : **n-grammes d'octets exacts, n = 13** (principal) et **n = 16** (recoupement leak16). Octets bruts, sans normalisation.
+Calcul :
+1. Pour chaque split, hash polynomial 64 bits (mod 2^64, multiplicateur impair fixe 0x100000001B3) de chaque n-gramme ; ensemble trié des hashes des splits (petit, quelques millions).
+2. B lu en flux, par blocs de 4 Mio avec un chevauchement de n−1 octets. Les hashes de B sont cherchés dans l'ensemble des splits, et on retient UN décalage de B par hash touché.
+3. **Vérification exacte** de chaque n-gramme touché : B[pos:pos+n] == octets du split. Si les octets diffèrent (collision), repli exact par `gram in B` (mmap). Les collisions sont comptées.
+4. Par split : nb de n-grammes, nb et % touchés (exacts) ; % d'octets couverts par ≥ 1 n-gramme touché ; nb et % de **fenêtres de 512 o** (tgt_start // 512, comme le bootstrap) et de **documents** (segments séparés par « \n\n ») avec ≥ 1 hit ; plus long run de n-grammes touchés consécutifs (en octets = run + n − 1) ; pour ce run, plus longue sous-chaîne commune EXACTE avec B, vérifiée par recherche dans B (deux pointeurs).
+5. Recoupement leak16 : n = 16 sur les 5 × (200 + 200) o du kit gen-test (manifeste 70acee7b), attendu 173 / 1 850 ; et % d'octets ≥ 16 contre REPORT colonne B (fc2 48,58 ; fresh_en 42,79 ; fresh_fr 26,32 ; test20k_old 39,68 ; queries 31,78 ; test_v3 non mesuré par Checker).
+Ressources : MemAvailable ≥ 5,2 Go exigé au départ ; RSS visé < 300 Mo ; aucun fichier hors de ce dossier ; sortie JSON seulement (chiffres et sha, aucun texte cité).
diff --git a/results/hashing/contam_r1/REPORT.md b/results/hashing/contam_r1/REPORT.md
new file mode 100644
index 0000000000000000000000000000000000000000..876da61737c31a2edd075520b28342946e487126
--- /dev/null
+++ b/results/hashing/contam_r1/REPORT.md
@@ -0,0 +1,23 @@
+# contam_r1 — SPIRA Hashing (chiffres et sha seulement)
+METHOD.md 3e6efb1d (figé avant calcul). B = v1d_nobroad_B.bin b7404e88 (35 716 621 o), tiré du train v1d 903970c3.
+Ni freshcode v1, ni bg1_test, ni broad_* ; neither_code exclu ; queries rapporté à part.
+contam_r1.py : PID 1144757, 24 s, maxrss 441,6 Mo.
+lcs_global_v2.py : PID 1153448, nice 19, 90,1 s, maxrss 314,3 Mo.
+
+| split | sha | n13 % touchés | n13 % octets | fenêtres de 512 o | n16 % touchés | n16 % octets | LCS globale (o) |
+|---|---|---|---|---|---|---|---|
+| fc2 | b052096b | 31,02 | 65,38 | 391/391 | 18,97 | 48,58 | 57 |
+| fresh_en | 67ff20b2 | 28,65 | 76,58 | 234/234 | 9,56 | 42,79 | 32 |
+| fresh_fr | 875f0906 | 16,95 | 57,51 | 2127/2127 | 5,01 | 26,32 | 37 |
+| test20k | ce0526c6 | 26,71 | 70,32 | 625/625 | 10,90 | 39,68 | 63 |
+| test_v3 | a6730bbe | 22,67 | 65,68 | 6809/6810 | 7,75 | 35,14 | 58 |
+| queries (à part) | 5aab38d6 | 15,47 | 59,89 | 55/55 | 4,32 | 31,78 | 21 |
+
+Collisions de hash : 0 partout. leak16 : 173/1850, conforme. Les % d'octets n16 sont identiques à la colonne B de REPORT (test_v3 n'y figurait pas).
+Recoupement avec Checker (checker/recount/contam_r1_checker/run.log, état à 08:54 heure de Vancouver) : à n16, les 6 splits sont identiques à l'entier près (n-grammes, touchés, octets couverts). À n64 : 0 touché pour fc2 et fresh_en, ce qui est cohérent avec LCS ≤ 63. Le recompte Checker n'est pas fini.
+VERDICT oui/non : NON RENDU. METHOD.md ne déclare aucun seuil, et en fixer un après coup serait non conforme.
+Limites :
+- la LCS « dans le run » de contam_r1_result.json n'est pas la LCS globale ;
+- la métrique « documents » n'a pas de sens pour fresh_fr et test_v3 ;
+- la 1re version de lcs_global.py (PID 1145495) a été tuée par moi (trop lente) ; elle n'a rien produit ;
+- la v2 borne la LCS par le run n13 maximal (borne valide).
diff --git a/results/hashing/contam_r1/SHA256SUMS b/results/hashing/contam_r1/SHA256SUMS
new file mode 100644
index 0000000000000000000000000000000000000000..51a80a05bfab60a97fc9a817b0ecf6a927912a1b
--- /dev/null
+++ b/results/hashing/contam_r1/SHA256SUMS
@@ -0,0 +1,9 @@
+3e6efb1d7b200299af1e86e3a0a4656517b2220d19a4add2d8d715dec3102cb9  METHOD.md
+a42d5d194a145503d441eae53141104677f54c94b73719123946d37771a6f40d  contam_r1.py
+f9ead921bb5ed5effe960f4abaadce0a7e5db2ae2c20f04ddfa65b1a20275599  contam_r1_result.json
+f04fd9fe5a305f7c1380e98b6a9de31440543d9e5c750f404a69187ac6886f00  lcs_global.py
+cbaa95721f925ccb2063560471b35715bd376da428a3849de0da695e11bb465a  lcs_global_v2.py
+0a55fcf385e4a1445470b37e76a0f13c4520d6b167ed2dc62dde00b30906a4f7  lcs_global_result.json
+a2eb21f62dff390778116f0c8f27b8ac78545e33eef313b7a576dcf6aef4ada6  lcs.log
+cd598608f3e6f30aa21fd568cd0faadb5cdafafc6353edc6d970ebc2e0a5715f  run.log
+cc318b05a5cd709f981dd965a4cc73d3d9b91b6b6d87955b16b60b54a69bb06d  REPORT.md
diff --git a/results/hashing/contam_r1/SHA256SUMS_r2 b/results/hashing/contam_r1/SHA256SUMS_r2
new file mode 100644
index 0000000000000000000000000000000000000000..4eb82414655d57c011c7e22cc8ef3580c8d1f1c0
--- /dev/null
+++ b/results/hashing/contam_r1/SHA256SUMS_r2
@@ -0,0 +1 @@
+c2c9f3551299fc9d40b30d2a5a9ee8dd753173a7f48d22cf0f8e47489e947c1d  THRESHOLD_PROPOSAL.md
diff --git a/results/hashing/contam_r1/THRESHOLD_PROPOSAL.md b/results/hashing/contam_r1/THRESHOLD_PROPOSAL.md
new file mode 100644
index 0000000000000000000000000000000000000000..0d4dac486b2e13368c21e30d73f6952fdf936b44
--- /dev/null
+++ b/results/hashing/contam_r1/THRESHOLD_PROPOSAL.md
@@ -0,0 +1,47 @@
+# THRESHOLD_PROPOSAL — contam_r1 (SPIRA Hashing). AUCUN VERDICT.
+**Le choix du seuil de contamination est une question OUVERTE pour Philippe-Antoine.** Ce fichier n'en tranche aucun. METHOD.md 3e6efb1d ne déclarait aucun seuil.
+Sources :
+- mes résultats : contam_r1/SHA256SUMS 3df5a835 (contam_r1_result.json, lcs_global_result.json) ;
+- Checker : checker/recount/contam_r1_checker/contam_r1_checker_result.json 25b1868f (SHA256SUMS de Checker, run.log 35ae9648). Sur n16, ses chiffres sont identiques aux miens.
+
+## Chiffres disponibles (B = b7404e88)
+| split | n13 % touchés | n13 % octets | n16 % touchés | n16 % octets | n32 | n64 (Checker) | LCS globale (o) | documents avec ≥ 1 hit à n13 |
+|---|---|---|---|---|---|---|---|---|
+| fc2 | 31,02 | 65,38 | 18,97 | 48,58 | > 0 (LCS ≥ 32), compte NON MESURÉ | 0 | 57 | 915/959 = 95,4 % |
+| fresh_en | 28,65 | 76,58 | 9,56 | 42,79 | > 0, NON MESURÉ | 0 | 32 | 98/105 = 93,3 % |
+| fresh_fr | 16,95 | 57,51 | 5,01 | 26,32 | > 0, NON MESURÉ | 0 | 37 | 1/1 (non significatif) |
+| test20k | 26,71 | 70,32 | 10,90 | 39,68 | > 0, NON MESURÉ | 0 | 63 | 754/797 = 94,6 % |
+| test_v3 | 22,67 | 65,68 | 7,75 | 35,14 | > 0, NON MESURÉ | 0 | 58 | 2/2 (non significatif) |
+| queries (à part) | 15,47 | 59,89 | 4,32 | 31,78 | 0 (LCS 21 < 32) | 0 | 21 | 50/50 |
+
+## Options (ce que chacune impliquerait, par simple lecture du tableau)
+- **A. « Au moins un 64-gramme commun » contamine** (n = 64, au moins 1 hit) : 0/6 splits marqués.
+- **B. « Au moins un 32-gramme commun » contamine** : 5/6 marqués (fc2, fresh_en, fresh_fr, test20k, test_v3) ; queries non marqué.
+- **C. LCS globale ≥ L** :
+  - L = 50 : 3/6 marqués (fc2, test20k, test_v3) ;
+  - L = 64 : 0/6 ;
+  - L = 100 : 0/6.
+- **D. % de 13-grammes touchés ≥ X** :
+  - X = 25 % : 3/6 (fc2, fresh_en, test20k) ;
+  - X = 50 % : 0/6.
+- **E. % de 16-grammes touchés ≥ X** :
+  - X = 10 % : 2/6 (fc2, test20k) ;
+  - X = 20 % : 0/6.
+- **F. % d'octets couverts à n16 ≥ X** :
+  - X = 40 % : 2/6 (fc2, fresh_en) ;
+  - X = 50 % : 0/6.
+- **G. Part de documents avec ≥ 1 hit à n13 ≥ X** :
+  - pour tout X ≤ 93 %, tous les splits mesurables sont marqués (fc2, fresh_en, test20k ; queries 100 %) ;
+  - sans signification pour fresh_fr et test_v3, qui ont 1 et 2 séparateurs.
+  - Remarque : à n13, presque tout document touche B. Le critère ne discrimine pas.
+- **H. Option relative** : comparer chaque split à une référence de base (voir ci-dessous), et ne marquer que ce qui la dépasse d'un écart déclaré à l'avance.
+
+## Référence de base (chevauchement attendu entre textes indépendants de même langue)
+**NON MESURÉE à sec** : aucune paire de textes déclarés indépendants n'a été comparée dans les résultats existants.
+- Indice seulement, pas une référence : fresh_en est présumé postérieur à B. S'il l'est, ses 76,58 % d'octets couverts à n13 et sa LCS de 32 o sont déjà du chevauchement « fortuit » (locutions, code commun).
+- La provenance de fresh_en est à confirmer ; je ne l'ai pas vérifiée dans cette tâche.
+- Mesure possible (non lancée) : même calcul entre B et un texte de même langue dont la date garantit l'absence de B, ou entre deux moitiés disjointes de sources différentes.
+- **Réserve ajoutée après le scan gen_kit_check_r1** (gen_kit_check_result.json, voir gen_kit_check_r1/SHA256SUMS) :
+  - le prompt fresh_en partage 107 sous-chaînes de 32 o sur 169 avec corpus_v3/raw/pg5200.txt et corpus_gutenberg/corpus/books/metamorphosis.txt ;
+  - fresh_en contient donc au moins un texte Gutenberg ancien, et n'est pas garanti « postérieur » ni indépendant ;
+  - l'indice ci-dessus est par conséquent FRAGILE ; la référence de base reste NON MESURÉE.
diff --git a/results/hashing/contam_r1/contam_r1.py b/results/hashing/contam_r1/contam_r1.py
new file mode 100644
index 0000000000000000000000000000000000000000..9a7121b6d5d437a59e56c6d69fb866a6174e76a0
--- /dev/null
+++ b/results/hashing/contam_r1/contam_r1.py
@@ -0,0 +1,76 @@
+"""contam_r1 — méthode : METHOD.md (3e6efb1d, figé avant calcul). Lecture seule. Écrit contam_r1_result.json dans ce dossier."""
+import sys, os, json, hashlib, time, resource
+import numpy as np
+D = os.path.dirname(os.path.abspath(__file__)); S = "/workspace/spira_shared/"
+sys.path.insert(0, S + "checker/recount/runC_ready/predecl_eval_r1/tools_r2"); import runC_common as C
+sh = lambda b: hashlib.sha256(b).hexdigest()
+assert (MA := int(open("/proc/meminfo").read().split("MemAvailable:")[1].split()[0]) * 1024) >= 5_200_000_000, "MemAvailable < 5,2 Go"
+M = np.uint64(0x100000001B3); CH = 4 << 20
+B = open(S + C.B_PATH, "rb").read(); assert sh(B) == C.B_SHA, "sha B"
+TR = hashlib.sha256()
+with open(S + "hashing_gen/corpus_diverse_v1d/train.bin", "rb") as f:
+    for blk in iter(lambda: f.read(8 << 20), b""): TR.update(blk)
+train_sha = TR.hexdigest(); assert train_sha.startswith("903970c3")
+Bv = np.frombuffer(B, np.uint8)
+SPL = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]
+W = {}
+for w in SPL:
+    p = C.SRC[w]; data = open(S + p, "rb").read(); C.check_window(w, p, data)
+    assert sh(data) == C.FILE_SHA[w], f"sha {w}"; W[w] = data
+def ghash(a, n):
+    a = a.astype(np.uint64); L = len(a) - n + 1; h = np.zeros(L, np.uint64)
+    with np.errstate(over="ignore"):
+        for k in range(n): h = h * M + a[k:k + L]
+    return h
+def run(n):
+    HS = {w: ghash(np.frombuffer(W[w], np.uint8), n) for w in SPL}
+    U = np.unique(np.concatenate(list(HS.values()))); first = np.full(len(U), -1, np.int64)
+    for off in range(0, len(B) - n + 1, CH):
+        hb = ghash(Bv[off:off + CH + n - 1], n); ix = np.searchsorted(U, hb); ix[ix == len(U)] = 0
+        hit = np.nonzero(U[ix] == hb)[0]
+        if len(hit):
+            ii, k = np.unique(ix[hit], return_index=True); new = first[ii] < 0; first[ii[new]] = off + hit[k[new]]
+    R = {}; HIT = {}
+    for w in SPL:
+        hs = HS[w]; sv = np.frombuffer(W[w], np.uint8); ix = np.searchsorted(U, hs); pos = first[ix]; cand = np.nonzero(pos >= 0)[0]
+        eq = np.ones(len(cand), bool)
+        for k in range(n): eq &= Bv[pos[cand] + k] == sv[cand + k]
+        col = cand[~eq]; ok_fb = [i for i in col if W[w][i:i + n] in B]
+        hitm = np.zeros(len(hs), bool); hitm[cand[eq]] = True; hitm[np.array(ok_fb, np.int64)] = True; HIT[w] = hitm
+        cov = np.zeros(len(sv) + 1, np.int64); hp = np.nonzero(hitm)[0]; np.add.at(cov, hp, 1); np.add.at(cov, hp + n, -1); covered = int((np.cumsum(cov)[:len(sv)] > 0).sum())
+        win = hp // 512; nwin = (len(sv) - 1) // 512 + 1
+        seps = np.array([i for i in range(len(W[w])) if False], np.int64)
+        sp = []; i = W[w].find(b"\n\n")
+        while i != -1: sp.append(i); i = W[w].find(b"\n\n", i + 2)
+        sp = np.array(sp, np.int64); doc = np.searchsorted(sp, hp, side="right"); ndoc = len(sp) + 1
+        # plus long run de grammes touchés consécutifs
+        best = (0, 0)
+        if len(hp):
+            br = np.nonzero(np.diff(hp) != 1)[0]; st = np.r_[hp[0], hp[br + 1]]; en = np.r_[hp[br], hp[-1]]; L_ = en - st + 1; j = int(np.argmax(L_)); best = (int(st[j]), int(L_[j]))
+        reg = W[w][best[0]:best[0] + best[1] + n - 1] if best[1] else b""; lcs = 0; a_ = 0
+        for b_ in range(len(reg)):
+            while a_ <= b_ and reg[a_:b_ + 1] not in B: a_ += 1
+            lcs = max(lcs, b_ + 1 - a_)
+        R[w] = {"octets": len(sv), "n_grammes": len(hs), "touches": int(hitm.sum()), "pct_touches": round(100 * hitm.mean(), 4) if len(hs) else None,
+                "candidats_hash": int(len(cand)), "collisions_hash": int(len(col)), "collisions_repechees_exactes": len(ok_fb),
+                "octets_couverts": covered, "pct_octets_couverts": round(100 * covered / len(sv), 4),
+                "fenetres512_avec_hit": int(len(np.unique(win))), "fenetres512": int(nwin),
+                "documents_avec_hit": int(len(np.unique(doc))), "documents": int(ndoc),
+                "plus_long_run_grammes": best[1], "plus_long_run_octets": best[1] + n - 1 if best[1] else 0, "lcs_exacte_dans_run_octets": lcs}
+    return R, HIT
+t0 = time.time(); R13, _ = run(13); t13 = time.time() - t0
+R16, H16 = run(16); t16 = time.time() - t0 - t13
+Mf = json.load(open(S + "checker/recount/gen_test/gen_prompts_manifest.json")); MAPW = {"test20k_old": "test20k"}; kit = []; tot = 0; grams = 0
+for it in Mf["items"]:
+    w = MAPW.get(it["window"], it["window"]); s0 = it["start"]
+    for seg, a0 in (("prompt", s0), ("cont", s0 + 200)):
+        h = int(H16[w][a0:a0 + 185].sum()); kit.append({"window": it["window"], "seg": seg, "hits": h}); tot += h; grams += 185
+REF16 = {"fc2": 48.58, "fresh_en": 42.79, "fresh_fr": 26.32, "test20k": 39.68, "queries": 31.78, "test_v3": None}
+out = {"method_sha256": sh(open(D + "/METHOD.md", "rb").read()), "B_sha256": C.B_SHA, "train_v1d_sha256": train_sha, "MemAvailable_depart": MA,
+       "splits_sha": {w: C.FILE_SHA[w] for w in SPL}, "n13": R13, "n16": R16,
+       "leak16_kit": {"total": tot, "grammes": grams, "attendu": "173/1850", "conforme": (tot, grams) == (173, 1850), "segments": kit},
+       "pct_octets16_vs_REPORT_B": {w: {"recompte": R16[w]["pct_octets_couverts"], "REPORT": REF16[w]} for w in SPL},
+       "secondes": {"n13": round(t13, 1), "n16": round(t16, 1)}, "maxrss_Mo": resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024,
+       "note": "queries rapporté à part ; non utilisé dans aucune conclusion fraîche."}
+json.dump(out, open(D + "/contam_r1_result.json", "w"), indent=1, ensure_ascii=False)
+print(json.dumps({k: out[k] for k in ("leak16_kit", "secondes", "maxrss_Mo")}, ensure_ascii=False)[:400])
diff --git a/results/hashing/contam_r1/contam_r1_result.json b/results/hashing/contam_r1/contam_r1_result.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b02468c1b388fccb9c94d2e9c7bfd09897fd54a
--- /dev/null
+++ b/results/hashing/contam_r1/contam_r1_result.json
@@ -0,0 +1,324 @@
+{
+ "method_sha256": "3e6efb1d7b200299af1e86e3a0a4656517b2220d19a4add2d8d715dec3102cb9",
+ "B_sha256": "b7404e88146b1f80572a8d5a41c50075e61f29e3e4088a16e5111dac94c75609",
+ "train_v1d_sha256": "903970c3319a2770432565ecf5a8616bf3ae34c4f8384669221a93ab998833e5",
+ "MemAvailable_depart": 12680470528,
+ "splits_sha": {
+  "fc2": "b052096b0c1e2b301cd79921502f85e61912f209fc0027151bbf82237de8c2e3",
+  "fresh_en": "67ff20b26ce5e3401cea57c817b1a8417e95f6cd131fd8fb631cd5cd8625331a",
+  "fresh_fr": "875f0906a320e3f7b87e446aab646cf49c74786cb1a0db78b54fa4c62e872715",
+  "test20k": "ce0526c62048f8e590a96cca5393a87c2e631f194eb4a2e974c584fd443b6a22",
+  "test_v3": "a6730bbe877e7b28a5529793b27a0b59f16d04db05ea895f0ee6d4f91807ca84",
+  "queries": "5aab38d62b2f000df6a913d2574ccd314300e350ccc76e71e16768ed5c73b706"
+ },
+ "n13": {
+  "fc2": {
+   "octets": 199792,
+   "n_grammes": 199780,
+   "touches": 61966,
+   "pct_touches": 31.0171,
+   "candidats_hash": 61966,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 130628,
+   "pct_octets_couverts": 65.382,
+   "fenetres512_avec_hit": 391,
+   "fenetres512": 391,
+   "documents_avec_hit": 915,
+   "documents": 959,
+   "plus_long_run_grammes": 91,
+   "plus_long_run_octets": 103,
+   "lcs_exacte_dans_run_octets": 42
+  },
+  "fresh_en": {
+   "octets": 119763,
+   "n_grammes": 119751,
+   "touches": 34310,
+   "pct_touches": 28.6511,
+   "candidats_hash": 34310,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 91711,
+   "pct_octets_couverts": 76.5771,
+   "fenetres512_avec_hit": 234,
+   "fenetres512": 234,
+   "documents_avec_hit": 98,
+   "documents": 105,
+   "plus_long_run_grammes": 43,
+   "plus_long_run_octets": 55,
+   "lcs_exacte_dans_run_octets": 31
+  },
+  "fresh_fr": {
+   "octets": 1088688,
+   "n_grammes": 1088676,
+   "touches": 184529,
+   "pct_touches": 16.9499,
+   "candidats_hash": 184529,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 626114,
+   "pct_octets_couverts": 57.5109,
+   "fenetres512_avec_hit": 2127,
+   "fenetres512": 2127,
+   "documents_avec_hit": 1,
+   "documents": 1,
+   "plus_long_run_grammes": 35,
+   "plus_long_run_octets": 47,
+   "lcs_exacte_dans_run_octets": 29
+  },
+  "test20k": {
+   "octets": 319940,
+   "n_grammes": 319928,
+   "touches": 85438,
+   "pct_touches": 26.7054,
+   "candidats_hash": 85438,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 224985,
+   "pct_octets_couverts": 70.321,
+   "fenetres512_avec_hit": 625,
+   "fenetres512": 625,
+   "documents_avec_hit": 754,
+   "documents": 797,
+   "plus_long_run_grammes": 96,
+   "plus_long_run_octets": 108,
+   "lcs_exacte_dans_run_octets": 44
+  },
+  "test_v3": {
+   "octets": 3486653,
+   "n_grammes": 3486641,
+   "touches": 790402,
+   "pct_touches": 22.6694,
+   "candidats_hash": 790402,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 2290204,
+   "pct_octets_couverts": 65.6849,
+   "fenetres512_avec_hit": 6809,
+   "fenetres512": 6810,
+   "documents_avec_hit": 2,
+   "documents": 2,
+   "plus_long_run_grammes": 54,
+   "plus_long_run_octets": 66,
+   "lcs_exacte_dans_run_octets": 31
+  },
+  "queries": {
+   "octets": 27800,
+   "n_grammes": 27788,
+   "touches": 4299,
+   "pct_touches": 15.4707,
+   "candidats_hash": 4299,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 16649,
+   "pct_octets_couverts": 59.8885,
+   "fenetres512_avec_hit": 55,
+   "fenetres512": 55,
+   "documents_avec_hit": 50,
+   "documents": 50,
+   "plus_long_run_grammes": 11,
+   "plus_long_run_octets": 23,
+   "lcs_exacte_dans_run_octets": 21
+  }
+ },
+ "n16": {
+  "fc2": {
+   "octets": 199792,
+   "n_grammes": 199777,
+   "touches": 37890,
+   "pct_touches": 18.9661,
+   "candidats_hash": 37890,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 97068,
+   "pct_octets_couverts": 48.5845,
+   "fenetres512_avec_hit": 391,
+   "fenetres512": 391,
+   "documents_avec_hit": 832,
+   "documents": 959,
+   "plus_long_run_grammes": 74,
+   "plus_long_run_octets": 89,
+   "lcs_exacte_dans_run_octets": 42
+  },
+  "fresh_en": {
+   "octets": 119763,
+   "n_grammes": 119748,
+   "touches": 11448,
+   "pct_touches": 9.5601,
+   "candidats_hash": 11448,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 51245,
+   "pct_octets_couverts": 42.7887,
+   "fenetres512_avec_hit": 234,
+   "fenetres512": 234,
+   "documents_avec_hit": 97,
+   "documents": 105,
+   "plus_long_run_grammes": 25,
+   "plus_long_run_octets": 40,
+   "lcs_exacte_dans_run_octets": 26
+  },
+  "fresh_fr": {
+   "octets": 1088688,
+   "n_grammes": 1088673,
+   "touches": 54543,
+   "pct_touches": 5.01,
+   "candidats_hash": 54543,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 286584,
+   "pct_octets_couverts": 26.3238,
+   "fenetres512_avec_hit": 2127,
+   "fenetres512": 2127,
+   "documents_avec_hit": 1,
+   "documents": 1,
+   "plus_long_run_grammes": 32,
+   "plus_long_run_octets": 47,
+   "lcs_exacte_dans_run_octets": 29
+  },
+  "test20k": {
+   "octets": 319940,
+   "n_grammes": 319925,
+   "touches": 34885,
+   "pct_touches": 10.9041,
+   "candidats_hash": 34885,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 126940,
+   "pct_octets_couverts": 39.6762,
+   "fenetres512_avec_hit": 623,
+   "fenetres512": 625,
+   "documents_avec_hit": 705,
+   "documents": 797,
+   "plus_long_run_grammes": 93,
+   "plus_long_run_octets": 108,
+   "lcs_exacte_dans_run_octets": 44
+  },
+  "test_v3": {
+   "octets": 3486653,
+   "n_grammes": 3486638,
+   "touches": 270202,
+   "pct_touches": 7.7496,
+   "candidats_hash": 270202,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 1225124,
+   "pct_octets_couverts": 35.1375,
+   "fenetres512_avec_hit": 6805,
+   "fenetres512": 6810,
+   "documents_avec_hit": 2,
+   "documents": 2,
+   "plus_long_run_grammes": 49,
+   "plus_long_run_octets": 64,
+   "lcs_exacte_dans_run_octets": 58
+  },
+  "queries": {
+   "octets": 27800,
+   "n_grammes": 27785,
+   "touches": 1199,
+   "pct_touches": 4.3153,
+   "candidats_hash": 1199,
+   "collisions_hash": 0,
+   "collisions_repechees_exactes": 0,
+   "octets_couverts": 8834,
+   "pct_octets_couverts": 31.777,
+   "fenetres512_avec_hit": 55,
+   "fenetres512": 55,
+   "documents_avec_hit": 50,
+   "documents": 50,
+   "plus_long_run_grammes": 8,
+   "plus_long_run_octets": 23,
+   "lcs_exacte_dans_run_octets": 21
+  }
+ },
+ "leak16_kit": {
+  "total": 173,
+  "grammes": 1850,
+  "attendu": "173/1850",
+  "conforme": true,
+  "segments": [
+   {
+    "window": "fc2",
+    "seg": "prompt",
+    "hits": 0
+   },
+   {
+    "window": "fc2",
+    "seg": "cont",
+    "hits": 6
+   },
+   {
+    "window": "fresh_en",
+    "seg": "prompt",
+    "hits": 24
+   },
+   {
+    "window": "fresh_en",
+    "seg": "cont",
+    "hits": 39
+   },
+   {
+    "window": "fresh_fr",
+    "seg": "prompt",
+    "hits": 10
+   },
+   {
+    "window": "fresh_fr",
+    "seg": "cont",
+    "hits": 6
+   },
+   {
+    "window": "test20k_old",
+    "seg": "prompt",
+    "hits": 7
+   },
+   {
+    "window": "test20k_old",
+    "seg": "cont",
+    "hits": 15
+   },
+   {
+    "window": "test_v3",
+    "seg": "prompt",
+    "hits": 21
+   },
+   {
+    "window": "test_v3",
+    "seg": "cont",
+    "hits": 45
+   }
+  ]
+ },
+ "pct_octets16_vs_REPORT_B": {
+  "fc2": {
+   "recompte": 48.5845,
+   "REPORT": 48.58
+  },
+  "fresh_en": {
+   "recompte": 42.7887,
+   "REPORT": 42.79
+  },
+  "fresh_fr": {
+   "recompte": 26.3238,
+   "REPORT": 26.32
+  },
+  "test20k": {
+   "recompte": 39.6762,
+   "REPORT": 39.68
+  },
+  "test_v3": {
+   "recompte": 35.1375,
+   "REPORT": null
+  },
+  "queries": {
+   "recompte": 31.777,
+   "REPORT": 31.78
+  }
+ },
+ "secondes": {
+  "n13": 12.4,
+  "n16": 12.1
+ },
+ "maxrss_Mo": 441.5859375,
+ "note": "queries rapporté à part ; non utilisé dans aucune conclusion fraîche."
+}
\ No newline at end of file
diff --git a/results/hashing/contam_r1/lcs_global.py b/results/hashing/contam_r1/lcs_global.py
new file mode 100644
index 0000000000000000000000000000000000000000..96abda2040625dcb4974c5dde558ce107b5582d0
--- /dev/null
+++ b/results/hashing/contam_r1/lcs_global.py
@@ -0,0 +1,33 @@
+"""Complément (déclaré après le premier calcul, voir REPORT) : plus longue sous-chaîne commune EXACTE globale entre chaque split et B.
+Recherche dichotomique sur L : « existe-t-il un L-gramme du split présent dans B ? » (propriété monotone). Hash 64 bits + vérification exacte des octets."""
+import sys, os, json, hashlib, resource, numpy as np
+D = os.path.dirname(os.path.abspath(__file__)); S = "/workspace/spira_shared/"
+sys.path.insert(0, S + "checker/recount/runC_ready/predecl_eval_r1/tools_r2"); import runC_common as C
+B = open(S + C.B_PATH, "rb").read(); assert hashlib.sha256(B).hexdigest() == C.B_SHA; Bv = np.frombuffer(B, np.uint8); M = np.uint64(0x100000001B3); CH = 4 << 20
+def gh(a, n):
+    a = a.astype(np.uint64); L = len(a) - n + 1; h = np.zeros(L, np.uint64)
+    with np.errstate(over="ignore"):
+        for k in range(n): h = h * M + a[k:k + L]
+    return h
+def exists(data, n):
+    sv = np.frombuffer(data, np.uint8); hs = gh(sv, n); o = np.argsort(hs, kind="stable"); U = hs[o]
+    for off in range(0, len(B) - n + 1, CH):
+        hb = gh(Bv[off:off + CH + n - 1], n); ix = np.searchsorted(U, hb); ix[ix == len(U)] = 0
+        for j in np.nonzero(U[ix] == hb)[0]:
+            k = ix[j]
+            while k < len(U) and U[k] == hb[j]:
+                i = o[k]
+                if data[i:i + n] == B[off + j:off + j + n]: return True
+                k += 1
+    return False
+R = {}
+for w in ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]:
+    p = C.SRC[w]; data = open(S + p, "rb").read(); C.check_window(w, p, data); assert hashlib.sha256(data).hexdigest() == C.FILE_SHA[w]
+    lo, hi = 13, min(len(data), 1 << 16)
+    assert exists(data, lo)
+    while lo < hi:
+        mid = (lo + hi + 1) // 2
+        if exists(data, mid): lo = mid
+        else: hi = mid - 1
+    R[w] = lo; print(w, lo, flush=True)
+json.dump({"lcs_globale_octets": R, "maxrss_Mo": resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024}, open(D + "/lcs_global_result.json", "w"), indent=1)
diff --git a/results/hashing/contam_r1/lcs_global_result.json b/results/hashing/contam_r1/lcs_global_result.json
new file mode 100644
index 0000000000000000000000000000000000000000..efc6ff497d228c2da48b5b5ab83bccd58d931ce6
--- /dev/null
+++ b/results/hashing/contam_r1/lcs_global_result.json
@@ -0,0 +1,12 @@
+{
+ "lcs_globale_octets": {
+  "fc2": 57,
+  "fresh_en": 32,
+  "fresh_fr": 37,
+  "test20k": 63,
+  "test_v3": 58,
+  "queries": 21
+ },
+ "secondes": 90.1,
+ "maxrss_Mo": 314.25390625
+}
\ No newline at end of file
diff --git a/results/hashing/contam_r1/lcs_global_v2.py b/results/hashing/contam_r1/lcs_global_v2.py
new file mode 100644
index 0000000000000000000000000000000000000000..28620c482c912ea4fe7993c6a80b38813348a015
--- /dev/null
+++ b/results/hashing/contam_r1/lcs_global_v2.py
@@ -0,0 +1,34 @@
+"""Complément (déclaré après le premier calcul, voir REPORT) : plus longue sous-chaîne commune EXACTE globale entre chaque split et B.
+Recherche dichotomique sur L : « existe-t-il un L-gramme du split présent dans B ? » (propriété monotone). Hash 64 bits + vérification exacte des octets."""
+import sys, os, json, hashlib, resource, time, numpy as np
+T0 = time.perf_counter()
+D = os.path.dirname(os.path.abspath(__file__)); S = "/workspace/spira_shared/"
+sys.path.insert(0, S + "checker/recount/runC_ready/predecl_eval_r1/tools_r2"); import runC_common as C
+B = open(S + C.B_PATH, "rb").read(); assert hashlib.sha256(B).hexdigest() == C.B_SHA; Bv = np.frombuffer(B, np.uint8); M = np.uint64(0x100000001B3); CH = 4 << 20
+def gh(a, n):
+    a = a.astype(np.uint64); L = len(a) - n + 1; h = np.zeros(L, np.uint64)
+    with np.errstate(over="ignore"):
+        for k in range(n): h = h * M + a[k:k + L]
+    return h
+def exists(data, n):
+    sv = np.frombuffer(data, np.uint8); hs = gh(sv, n); o = np.argsort(hs, kind="stable"); U = hs[o]
+    for off in range(0, len(B) - n + 1, CH):
+        hb = gh(Bv[off:off + CH + n - 1], n); ix = np.searchsorted(U, hb); ix[ix == len(U)] = 0
+        for j in np.nonzero(U[ix] == hb)[0]:
+            k = ix[j]
+            while k < len(U) and U[k] == hb[j]:
+                i = o[k]
+                if data[i:i + n] == B[off + j:off + j + n]: return True
+                k += 1
+    return False
+R = {}
+for w in ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]:
+    p = C.SRC[w]; data = open(S + p, "rb").read(); C.check_window(w, p, data); assert hashlib.sha256(data).hexdigest() == C.FILE_SHA[w]
+    lo, hi = 13, json.load(open(D + "/contam_r1_result.json"))["n13"][w]["plus_long_run_octets"]  # borne : une sous-chaîne commune de L octets donne un run n13 de L octets
+    assert exists(data, lo)
+    while lo < hi:
+        mid = (lo + hi + 1) // 2
+        if exists(data, mid): lo = mid
+        else: hi = mid - 1
+    R[w] = lo; print(w, lo, flush=True)
+json.dump({"lcs_globale_octets": R, "secondes": round(time.perf_counter() - T0, 1), "maxrss_Mo": resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024}, open(D + "/lcs_global_result.json", "w"), indent=1)
diff --git a/results/hashing/contam_r1/relay_entry_debut.md b/results/hashing/contam_r1/relay_entry_debut.md
new file mode 100644
index 0000000000000000000000000000000000000000..9e1e11195c521cf738447f2b0b583a171071b436
--- /dev/null
+++ b/results/hashing/contam_r1/relay_entry_debut.md
@@ -0,0 +1,5 @@
+### Sat Oct 31 11:50:12 EDT 2026 — SPIRA Hashing — contam_r1 lcs_global DÉBUT
+- Erreur de ma part : la 1re version, lcs_global.py (PID 1145495, lancée à 08:36:40 heure de Vancouver), avait une borne haute de 65 536 et était trop lente ; je l'ai tuée moi-même après 9 min. Le relancement à 08:46 a échoué (/usr/bin/time absent), donc aucun process n'a tourné.
+- lcs_global_v2.py (borne haute = run n13 en octets) : PID 1153448, nice 19, lancé à 08:50:06 heure de Vancouver ; ETA < 10 min ; MemAvailable au départ 10,4 Go ; RSS attendu < 0,5 Go.
+
+Lu/appliqué — SPIRA Hashing
diff --git a/results/hashing/covb_broad_eval/COPIES.sha256 b/results/hashing/covb_broad_eval/COPIES.sha256
new file mode 100644
index 0000000000000000000000000000000000000000..0d0d88a261372cc8e46545883773a06e1ec1e0ce
--- /dev/null
+++ b/results/hashing/covb_broad_eval/COPIES.sha256
@@ -0,0 +1,40 @@
+651817cbdecdce39dfd28afca2fd5cae6273cc32b7bdee3fdabc4f5dd0537fe6  bench_common.py
+1738d419a682d73f490afe2ea95a7ff0dc96a358f472ca65bcafca4c1c6a84a0  cov_bytes_m8.py
+64eb7bed78b559d667573d309cbc6069264907ecbea2fef92d480a3c34fc19f1  lowmem_bg1c.py
+e2c8cd1deabc228faed302bebdb81bf8d10405df63e393b4a8ddb6152401c10e  eval_ref_v3.py
+1e39bb814d79dd5ca5b5feb19cccfe1cebc2c2b523357910d2aeec91178b529c  masks/broad_gutenberg_v1_2134.npz
+e526237dcb172ddebfe9663600361bec7a17f998132c32803f2838bf9d3e973a  masks/mask_t20k_strict.json
+ffec4b136a7ace6f83a71144dae1366763ee400601dee4040681b529ed6c30ca  masks/mask_t20k_strict.npz
+914a60560ee02e7384b82a9f37480c7d1741ac0552fc55766299e33a6dd07251  orig/diag_cova_seen_0520.py
+e813db7819f1206b77322c9e6fec9738af4ba0c21bc39a9990a1a7d89ee9ef6c  orig/eval_bench_v4.py
+c88f2617d578ef4e00fbbb1d762ed839590c26c3818777cf219f5f7e88b13caa  orig/results_v4_mask.py
+c9162243d2813d446a530cb1d3529748bc167008b2f31a2103bfcb074b582de6  orig/scale_bench_v4.py
+09dc3f8d4f83b7887902639b950f83fb573e902f3923d8c067201e7f96ceb7da  orig/seen_audit_v4.json
+8e883465b0a9e9f3211e6a9759ef15a8516072629374340bdeb1b155d5894778  orig/verdict_v41.py
+# originaux :
+56efcbc6c12f71221ddfb8d57b5e3fbb29d9b054cc363aa062fa1e396639bb7e  /workspace/spira_shared/checker/scale/bench_common.py
+1738d419a682d73f490afe2ea95a7ff0dc96a358f472ca65bcafca4c1c6a84a0  /workspace/spira_shared/checker/scale/cov_bytes_m8.py
+64eb7bed78b559d667573d309cbc6069264907ecbea2fef92d480a3c34fc19f1  /workspace/spira_shared/checker/scale/lowmem_bg1c.py
+e813db7819f1206b77322c9e6fec9738af4ba0c21bc39a9990a1a7d89ee9ef6c  /workspace/spira_shared/checker/scale/eval_bench_v4.py
+c9162243d2813d446a530cb1d3529748bc167008b2f31a2103bfcb074b582de6  /workspace/spira_shared/checker/scale/scale_bench_v4.py
+8e883465b0a9e9f3211e6a9759ef15a8516072629374340bdeb1b155d5894778  /workspace/spira_shared/checker/scale/verdict_v41.py
+e2c8cd1deabc228faed302bebdb81bf8d10405df63e393b4a8ddb6152401c10e  /workspace/spira_shared/checker/eval_ref_v3.py
+1e39bb814d79dd5ca5b5feb19cccfe1cebc2c2b523357910d2aeec91178b529c  /workspace/spira_shared/checker/scale/clean_masks/broad_gutenberg_v1_2134.npz
+# 24 oct. 09 h 50 (Toronto) — câblage v4.2 : verdict_covb_v42.py (Hashing), v42/verdict_v42.py = copie octet-identique de checker/scale/verdict_v42.py, v42/jobs_v4.tsv = copie checker/scale/jobs_v4.tsv + 2 lignes Hashing (covb_broad, covb_v3), v42/clean_masks/ = copies Checker ; report_covb.py modifié (sauvegarde report_covb.py.bak_0945)
+653e8e5f3afbc89afec85e9d275f37a41523c4a88cba672de36ffc1d641b5584  verdict_covb_v42.py
+d96e90025baf3b042e8b5f9fa3d8ea77a826e94a3c2ac187b17a430cb10d7b68  report_covb.py
+c5fba550ae89a4c92f374df924a0f89e9309fba44e9f4e46441018085386113f  report_covb.py.bak_0945
+a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687  v42/verdict_v42.py
+02a6a9d6105e649dbeb8eb86658868898acafabc2f16b368c01c5eba37419752  v42/jobs_v4.tsv
+1e39bb814d79dd5ca5b5feb19cccfe1cebc2c2b523357910d2aeec91178b529c  v42/clean_masks/broad_gutenberg_v1_2134.npz
+b4f74f71f6d67c5d669b56c6b1cf7379b486bb25ad308da836c7483971d04980  v42/clean_masks/corpus_v3_full_0450.npz
+a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687  /workspace/spira_shared/checker/scale/verdict_v42.py
+25b3b383a38b488cf833b3991c7281cc1ae988285985edc504320745b283c575  /workspace/spira_shared/checker/scale/jobs_v4.tsv
+b4f74f71f6d67c5d669b56c6b1cf7379b486bb25ad308da836c7483971d04980  /workspace/spira_shared/checker/scale/clean_masks/corpus_v3_full_0450.npz
+1e39bb814d79dd5ca5b5feb19cccfe1cebc2c2b523357910d2aeec91178b529c  /workspace/spira_shared/checker/scale/clean_masks/broad_gutenberg_v1_2134.npz
+# correctif d'horodatage dans les commentaires (09 h 45/09 h 50 → ~09 h 39 réel) ; sha à jour :
+0c74256da5da560df063263beb9ad3d415d71b0b1e8ef9da177acecd2fe443a4  report_covb.py
+df1fb301947d62202a1b62ff73dc5cc55148ab07329aec20e2abcb45e005171e  verdict_covb_v42.py
+# 09 h 58 (Toronto) — versions NON POUSSÉES (réserves Checker 09 h 45), base = commit HF 15d3271 ; restauration box 09 h 43–09 h 53 : fichiers remis aux versions poussées (anciens contenus en *.bak_restore0953)
+33cc2a5981c2540f46ff05dd492c8e17d2fec59491f483e7f9f5550e3de50628  report_covb.py
+0c74256da5da560df063263beb9ad3d415d71b0b1e8ef9da177acecd2fe443a4  report_covb.py.bak_pushed_15d3271
diff --git a/results/hashing/covb_broad_eval/STATUS b/results/hashing/covb_broad_eval/STATUS
new file mode 100644
index 0000000000000000000000000000000000000000..9de78437c5352b2545c5d6dfd62688fe93f27dfc
--- /dev/null
+++ b/results/hashing/covb_broad_eval/STATUS
@@ -0,0 +1 @@
+2026-10-24 07:54:12 EDT WAIT_TRAIN 348162
diff --git a/results/hashing/covb_broad_eval/STATUS_r2 b/results/hashing/covb_broad_eval/STATUS_r2
new file mode 100644
index 0000000000000000000000000000000000000000..2ba66e604c188374245d30f1cf25ccff8fc36dfc
--- /dev/null
+++ b/results/hashing/covb_broad_eval/STATUS_r2
@@ -0,0 +1 @@
+2026-10-24 17:31:28 EDT FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé
diff --git a/results/hashing/covb_broad_eval/bench_common.py b/results/hashing/covb_broad_eval/bench_common.py
new file mode 100644
index 0000000000000000000000000000000000000000..a88436556cbfcb483d41239bca6dda036d41a01c
--- /dev/null
+++ b/results/hashing/covb_broad_eval/bench_common.py
@@ -0,0 +1,35 @@
+"""Checker — commun banc v4 + génération : chargement modèle (auto cm/plain), fenêtres FIXES identiques pour tous les modèles.
+seen = train[2_600_000:2_800_000] du corpus propre du modèle (seule fenêtre dépendante du corpus) ; toutes les autres sont des octets fixes."""
+import os, sys, glob, json
+sys.path.insert(0, "/workspace/SPIRA/python"); sys.path.insert(0, "/workspace/spira_shared/semhash"); sys.path.insert(0, "/workspace/spira_shared/checker"); sys.path.append("/workspace/spira_shared/checker/scale")
+sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))  # Hashing 24 oct. (covb_broad_eval) : copies locales (lowmem_bg1c, cov_bytes_m8) avant checker/ ; seul changement vs Checker
+import numpy as np
+from spira.model import SPIRA
+from spira.hashing import fnv1a64
+S = "/workspace/spira_shared"; T = "/workspace/repos/toroidal-fractal-intelligence/data"; B = f"{S}/broad/broad_local_v1"
+CORPORA = {"old_local_v1": f"{S}/broad/old_local_v1", "broad_local_v1": B, "corpus_v3": f"{S}/corpus_v3", "broad_gutenberg_v1": f"{S}/broad/broad_gutenberg_v1", "corpus_diverse_v1": f"{S}/corpus_diverse_v1"}
+rd = lambda p: open(p, "rb").read()
+def fixed_windows():
+    from windows_v2 import freshcode_v2
+    from build_corpus_local import strip_gutenberg_header
+    return {"fc2": (freshcode_v2(), 8000), "fresh_en": (rd(f"{B}/oneshot.bin"), 8000),
+            "fresh_fr": (strip_gutenberg_header(rd(f"{T}/contes_perrault.txt")), 8000),
+            "neither_code": (b"\n\n".join(rd(p) for p in sorted(glob.glob("/workspace/kahnn/data/code/*"))), 8000),
+            "test20k": (rd(f"{B}/test.bin"), 20000), "queries": (rd(f"{T}/chat_seed_fr_en.txt"), 8000),
+            "test_v3": (rd(f"{S}/corpus_v3/test.bin"), 20000)}
+def kind_of(ckpt):
+    return "cm" if "cm_params" in np.load(ckpt, allow_pickle=False).files else "plain"
+def load_model(ckpt, train):
+    k = kind_of(ckpt)
+    if k == "cm":
+        import countmin
+        m = SPIRA.load.__func__(countmin.CMSPIRA, ckpt); z = np.load(ckpt, allow_pickle=False)
+        m.cm = json.loads(str(z["cm_params"])); m.cm_sem = z["cm_sem"].astype(np.int32); m._row_cache = {}
+    else: m = SPIRA.load(ckpt)
+    if len(train) > int(os.environ.get("BENCH_LOWMEM_MIN", 64_000_000)):  # Checker 22 h 22 : corpus > 64 Mo (bg1c 290,8 Mo, div1c 530 Mo)
+        from lowmem_bg1c import boundaries_chunked, fnv_ids  # == ept.segment + fnv1a64 (bit-identique, test_bg1c_ident « ids ») sans liste Python de ~65 M bytes (OOM bg1b)
+        u8 = np.frombuffer(train, dtype=np.uint8); m._ids_train = fnv_ids(u8, boundaries_chunked(m.ept, u8)); del u8
+    else:
+        ps = m.ept.segment(train); m._ids_train = np.fromiter((fnv1a64(p) for p in ps), dtype=np.uint64, count=len(ps))
+    saved = dict(m.fusion); cal = m.calibrate_fusion(train[:60_000])
+    return m, k, saved, cal
diff --git a/results/hashing/covb_broad_eval/cov_bytes_m8.py b/results/hashing/covb_broad_eval/cov_bytes_m8.py
new file mode 100644
index 0000000000000000000000000000000000000000..bcc8453909bf05ca2466302ca44b1f97442ac3b0
--- /dev/null
+++ b/results/hashing/covb_broad_eval/cov_bytes_m8.py
@@ -0,0 +1,68 @@
+"""Checker 23 h 40 (Toronto) — utilitaires bg1d/div1d (LECTURE seule du modèle, n'altère aucun état d'entraînement).
+slice_report : recalcule les frontières de patch (lowmem_bg1c.boundaries_chunked, bit-identique à EPT.boundaries, tranches 4 Mo
+pour limiter le pic) puis traduit les tranches stratifiées de cov_prepare (indices de patches) en OCTETS, compte les patches
+entraînés par segment du flux (patch attribué au segment de son octet de début), et définit la fenêtre « seen » du banc
+= octets d'entrée d'UNE tranche SNN réellement entraînée (tranche SEEN_SLICE=32 par défaut ; doit être hors [0 ; 2,4 Mo) =
+ajustement/calibration EPT et hors data[:60 000] = calibration fusion). Les tranches SNN et AM sont disjointes (phases seed 0 / seed 1) :
+la fenêtre seen est vue par le SNN (2 époques), PAS par l'AM. build_hash : même formule « ALL » que test_bg1c_ident.py."""
+import hashlib, json
+import numpy as np
+from lowmem_bg1c import boundaries_chunked, fnv_ids
+
+def _md5(a):
+    return hashlib.md5(np.ascontiguousarray(np.asarray(a, dtype=np.int64)).tobytes()).hexdigest()
+
+def H(*xs):
+    return hashlib.sha256(b"".join(x if isinstance(x, bytes) else np.ascontiguousarray(x).tobytes() for x in xs)).hexdigest()[:16]
+
+def build_hash(m):
+    """== test_bg1c_ident.py (champ ALL)."""
+    meta = {k: v for k, v in m.meta.items() if k != "segmentation_MB_per_s"}; r = m.registry
+    o = {"ids": H(m._ids_train), "vocab": H(m.vocab_ids), "registry": H(r.ids, r.counts, r.offsets, r.buffer),
+         "ept": H(m.ept.log2p, np.float64(m.ept.budget_bits)), "cm_sem": H(m.cm_sem), "cm": json.dumps(m.cm, sort_keys=True),
+         "meta": json.dumps(meta, sort_keys=True), "cfg": repr(m.cfg)}
+    o["ALL"] = H(*(o[k].encode() for k in ("ids", "vocab", "registry", "ept", "cm_sem", "cm", "meta", "cfg")))
+    return o
+
+def prepared_hash(m):
+    return {k: H(getattr(m, k)) for k in ("_neurons", "_cols", "_reg_idx", "_am_ctx", "_am_vals")}
+
+def slice_report(m, data, cov, segments, seen_slice=32, ch=4 << 20, log=print):
+    """segments = [(nom, octet_début), ...] triés, le premier à 0."""
+    u8 = np.frombuffer(data, dtype=np.uint8)
+    b = boundaries_chunked(m.ept, u8, ch=ch)
+    N = len(b) - 1; assert N == cov["N"] == len(m._ids_train), (N, cov["N"])
+    seg_first = [int(np.searchsorted(b, s0, side="left")) for _, s0 in segments] + [N]  # 1er patch dont le début >= octet du segment
+    def count(sl):
+        c = [0] * len(segments)
+        for s, e in sl:
+            for k in range(len(segments)):
+                c[k] += max(0, min(e, seg_first[k + 1]) - max(s, seg_first[k]))
+        return c
+    def seg_of(s, e):
+        ks = {int(np.searchsorted(seg_first, i, side="right") - 1) for i in (s, e - 1)}
+        return segments[ks.pop()][0] if len(ks) == 1 else "CHEVAUCHE"
+    snn, am = [tuple(x) for x in cov["snn_slices"]], [tuple(x) for x in cov["am_slices"]]
+    snn_b = [(int(b[s]), int(b[e + 1])) for s, e in snn]  # entrées [s,e) + cible e -> octets jusqu'à b[e+1]
+    am_b = [(int(b[s]), int(b[e])) for s, e in am]
+    cs, ca = count(snn), count(am); ns, na = sum(e - s for s, e in snn), sum(e - s for s, e in am)
+    seen_slice = min(seen_slice, len(snn) - 1); js, je = snn[seen_slice]; w0, w1 = int(b[js]), int(b[je])
+    ok_ids = bool(np.array_equal(fnv_ids(u8, b[js:je + 1]), m._ids_train[js:je]))  # intégrité frontières recalculées == ids du build
+    seen = {"slice": seen_slice, "patch_range": [js, je], "n_patches": je - js, "bytes": [w0, w1], "n_bytes": w1 - w0,
+            "segment": seg_of(js, je), "outside_ept_fit_calib_0_2400000": w0 >= 2_400_000, "outside_fusion_calib_0_60000": w0 >= 60_000,
+            "in_am_slices": any(min(je, e) > max(js, s) for s, e in am), "ids_match_build": ok_ids,
+            "sha256": hashlib.sha256(bytes(data[w0:w1])).hexdigest()}
+    r = {"N": N, "segments": [{"name": n, "byte_start": s0, "first_patch": seg_first[k], "n_patches": seg_first[k + 1] - seg_first[k]}
+                              for k, (n, s0) in enumerate(segments)],
+         "snn": {"n_slices": len(snn), "patches": ns, "patches_by_segment": dict(zip([n for n, _ in segments], cs)),
+                 "slices_by_segment": {n: sum(seg_of(s, e) == n for s, e in snn) for n, _ in segments + [("CHEVAUCHE", 0)]},
+                 "slices_md5": _md5(snn), "byte_offsets_md5": _md5(snn_b), "bytes_covered": sum(e - s for s, e in snn_b),
+                 "first_last_bytes": [snn_b[0], snn_b[-1]]},
+         "am": {"n_slices": len(am), "patches": na, "patches_by_segment": dict(zip([n for n, _ in segments], ca)),
+                "slices_by_segment": {n: sum(seg_of(s, e) == n for s, e in am) for n, _ in segments + [("CHEVAUCHE", 0)]},
+                "slices_md5": _md5(am), "byte_offsets_md5": _md5(am_b), "bytes_covered": sum(e - s for s, e in am_b),
+                "first_last_bytes": [am_b[0], am_b[-1]]},
+         "snn_am_disjoint": not any(min(e1, e2) > max(s1, s2) for s1, e1 in snn for s2, e2 in am),
+         "bench_seen": seen, "snn_byte_offsets": snn_b, "am_byte_offsets": am_b}
+    del b
+    return r
diff --git a/results/hashing/covb_broad_eval/eval_covb.py b/results/hashing/covb_broad_eval/eval_covb.py
new file mode 100644
index 0000000000000000000000000000000000000000..5ab53aeb8608bd42e6abc253c92f8d38f19774b4
--- /dev/null
+++ b/results/hashing/covb_broad_eval/eval_covb.py
@@ -0,0 +1,69 @@
+#!/usr/bin/env python3
+"""SPIRA Hashing 24 oct. 2026 — éval cov b broad (cm_broad_cov_b.npz) sur le banc v4.1 de Checker, COPIE LOCALE.
+Copie de checker/scale/eval_bench_v4.py (version .bak_0518 corrigée : seen = tranche SNN 32 dérivée de <ckpt>.npz.cov.json via cov_bytes_m8.slice_report).
+Différences vs l'original (aucune sur le calcul des hits) :
+  - imports depuis ce dossier (bench_common, cov_bytes_m8, lowmem_bg1c, eval_ref_v3 = copies octet à octet ; bench_common : seul ajout = sys.path) ;
+  - sorties ICI (hits/, results_covb.jsonl, seen_def.json) ; aucune écriture dans checker/, spira_cov/, broad/ ;
+  - test20k : valeurs brutes NON écrites dans results_covb.jsonl (masked strict_clean_only) ; le chiffre propre est calculé par report_covb.py ;
+  - neither_code : jamais évalué (exclu, contaminé) ;
+  - fenêtre supplémentaire seen_snn (SNN seul, hors AM) car en bras b la tranche SNN 32 chevauche une tranche AM (voir plus bas).
+Usage : eval_covb.py CKPT TAG   env WINDOWS (défaut seen,fc2,fresh_en,fresh_fr,test20k,queries,test_v3) MAXPOS."""
+import os, sys, json, time, resource, hashlib
+D = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, D)
+import numpy as np
+from bench_common import *
+import bench_common as _bc, cov_bytes_m8 as _cb, lowmem_bg1c as _lb
+for _m in (_bc, _cb, _lb): assert os.path.dirname(os.path.abspath(_m.__file__)) == D, _m.__file__
+ckpt, tag = sys.argv[1:3]; cname = "broad_local_v1"
+HITS = f"{D}/hits"; OUT = f"{D}/results_covb.jsonl"; MAXPOS = int(os.environ.get("MAXPOS", "0"))
+SEL = os.environ.get("WINDOWS", "seen,seen_snn,fc2,fresh_en,fresh_fr,test20k,queries,test_v3").split(",")
+assert "neither_code" not in SEL, "neither_code exclu (contaminé)"
+src = open(f"{D}/eval_ref_v3.py").read(); g = {"np": np, "fnv1a64": fnv1a64}
+exec(src[src.index("def eval_hits"):src.index("m = SPIRA.load(ckpt)")], g); eval_hits = g["eval_hits"]
+t0 = time.perf_counter(); train = rd(f"{CORPORA[cname]}/train.bin")
+m, kind, saved, cal = load_model(ckpt, train); tload = time.perf_counter() - t0
+print("chargé", kind, "fusion sauvée", saved, "recalibrée", cal, f"{tload:.1f}s", flush=True)
+CJ = ckpt + ".cov.json"; assert os.path.exists(CJ), f"{CJ} absent : pas de seen tranche 32 → arrêt (pas de seen par défaut, bug cov a)"
+_cj = json.load(open(CJ)); assert "snn_slices" in _cj and "am_slices" in _cj, f"{CJ} : pas de tranches"
+from cov_bytes_m8 import slice_report
+_cov = {"N": int(_cj["cov"]["N"]) if "cov" in _cj else len(m._ids_train), "snn_slices": _cj["snn_slices"], "am_slices": _cj["am_slices"]}
+SR = slice_report(m, train, _cov, [("all", 0)], seen_slice=32); bs = SR["bench_seen"]  # même appel que eval_bench_v4.py (.bak_0518)
+assert bs["ids_match_build"], bs
+w0, w1 = bs["bytes"]; SEEN = train[w0:w1]
+assert hashlib.sha256(SEEN).hexdigest() == bs["sha256"] and bs["n_patches"] > 8000 and bs["outside_ept_fit_calib_0_2400000"], bs
+SEEN_DEF = f"train[{w0}:{w1}] = tranche SNN {bs['slice']} (patches {bs['patch_range']}, segment {bs['segment']}, in_am_slices={bs['in_am_slices']})"
+# Hashing : en bras b les tranches AM (seed 1) CHEVAUCHENT les tranches SNN (seed 0) ; prévision cov_prepare : tranche SNN 32 = [4 429 618 ; 4 460 251),
+# AM [4 375 492 ; 4 436 758) → ~89 % des 8 000 premières cibles aussi dans l'AM. « seen_snn » = plus long sous-intervalle de la tranche 32 HORS AM
+# (frontières = bornes de tranches, octets pris dans slice_report : b[js], b[je], b[AM s], b[AM e]), 8 000 positions dès son début.
+js, je = bs["patch_range"]; bpos = {js: w0, je: w1}
+for (s_, e_), (bs_, be_) in zip(_cj["am_slices"], SR["am_byte_offsets"]): bpos[s_] = bs_; bpos[e_] = be_
+iv = [(js, je)]
+for s_, e_ in _cj["am_slices"]:
+    iv = [x for a, b_ in iv for x in ((a, min(b_, s_)), (max(a, e_), b_)) if x[1] > x[0]]
+iv = [x for x in iv if x[1] - x[0] >= 8002]; SNNONLY = None
+if iv:
+    ps, pe = max(iv, key=lambda x: x[1] - x[0]); v0, v1 = bpos[ps], bpos[pe]
+    SNNONLY = {"patch_range": [ps, pe], "n_patches": pe - ps, "bytes": [v0, v1], "sha256": hashlib.sha256(train[v0:v1]).hexdigest(), "in_am_slices": False,
+               "def": f"train[{v0}:{v1}] = sous-intervalle HORS AM de la tranche SNN 32 (patches [{ps};{pe}))"}
+json.dump({"ckpt": ckpt, "cov_json": CJ, "bench_seen": bs, "seen_def": SEEN_DEF, "seen_snn": SNNONLY, "cov": _cj.get("cov")}, open(f"{D}/seen_def_{tag}.json", "w"), indent=1, ensure_ascii=False)
+print("seen :", SEEN_DEF, "| seen_snn :", SNNONLY, flush=True)
+W = {"seen": (SEEN, 8000), **({"seen_snn": (train[SNNONLY["bytes"][0]:SNNONLY["bytes"][1]], 8000)} if SNNONLY else {}), **{k: v for k, v in fixed_windows().items() if k != "neither_code"}}
+del train, SEEN, SR
+if "seen_snn" in SEL and "seen_snn" not in W: print("seen_snn INDISPONIBLE (aucun sous-intervalle hors AM >= 8002 patches)", flush=True); SEL = [x for x in SEL if x != "seen_snn"]
+os.makedirs(HITS, exist_ok=True)
+for name in SEL:
+    data, mp = W[name]
+    mp = min(mp, MAXPOS) if MAXPOS else mp; t1 = time.perf_counter(); r, H = eval_hits(m, data, max_positions=mp)
+    pl = np.fromiter((len(p) for p in m.ept.segment(data)), dtype=np.int64); off = np.concatenate([[0], np.cumsum(pl)])
+    n = len(H["fused_hit"]); bb = hashlib.sha256(data).hexdigest()
+    np.savez_compressed(f"{HITS}/{tag}__{name}.npz", **H, tgt_start=off[1:n + 1], tgt_len=pl[1:n + 1], window_sha256=np.array(bb), window_bytes=np.array(len(data)), ept_budget_bits=np.array(float(m.ept.budget_bits)))
+    rec = {"tag": tag, "corpus": cname, "ckpt": ckpt, "kind": kind, "window": name, "n_positions": r["n_positions"],
+           "fused_invocab_pct": round(100 * r["fused_acc_invocab"], 3), "snn_invocab_pct": round(100 * r["snn_acc_invocab"], 3),
+           "vocab_coverage": r["vocab_coverage"], "fusion_saved": saved, "fusion_cal": cal, "load_s": round(tload, 1),
+           "eval_s": round(time.perf_counter() - t1, 1), "peak_rss_mb": round(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024, 1),
+           "maxpos": MAXPOS, "window_sha256": bb, "window_bytes": len(data), "ept_budget_bits": float(m.ept.budget_bits), "script": "hashing covb_broad_eval/eval_covb.py (copie eval_bench_v4.1)",
+           **({"seen_def": SEEN_DEF} if name == "seen" else {})}
+    if name == "test20k": rec["fused_invocab_pct"] = rec["snn_invocab_pct"] = None; rec["masked"] = "strict_clean_only (brut contaminé non écrit ; propre : report_covb.py)"
+    open(OUT, "a").write(json.dumps(rec, ensure_ascii=False) + "\n")
+    print(name, rec["fused_invocab_pct"], rec["eval_s"], rec["peak_rss_mb"], flush=True)
+print("EVAL_OK", flush=True)
diff --git a/results/hashing/covb_broad_eval/eval_ref_v3.py b/results/hashing/covb_broad_eval/eval_ref_v3.py
new file mode 100644
index 0000000000000000000000000000000000000000..6eb22ab203a0f1dd8360e18e6d0603150ee78b3d
--- /dev/null
+++ b/results/hashing/covb_broad_eval/eval_ref_v3.py
@@ -0,0 +1,109 @@
+#!/usr/bin/env python3
+"""eval_ref_v3.py — v3 = copy of eval_ref_v2 with freshcode -> freshcode_v2 (windows_v2.py); otherwise identical. Original header: v2 (Checker, 2026-10-23). Same 7 windows, same regime as eval_ref_v1.py (window code copied
+verbatim; see v1 header for WINDOW DEFINITIONS: seen, freshcode, fresh_en, fresh_fr, neither_code, test20k, queries).
+NEW: per-position hit arrays. eval_hits() is a line-by-line copy of repo SPIRA.eval_stream (use_am=True,
+teach_am_first=False, corrupt_lanes=0) that additionally records bool arrays per position:
+  fused_hit, snn_hit (fast-readout pred == target, i.e. the snn_acc numerator), invocab (target_col != V),
+  hier_hit, am_hit.  snn_acc_invocab == snn_hit[invocab].mean(), fused_acc_invocab == fused_hit[invocab].mean().
+Saved to HITS_DIR/<tag>__<corpus>__<window>.npz.  JSONL lines as v1 (fused + snn_alone), script="eval_ref_v2".
+Usage: eval_ref_v2.py CKPT CORPUS_DIR TAG [OUT_JSONL] [HITS_DIR]
+  env WINDOWS=a,b restricts windows; env SELFTEST=N : for each selected window run BOTH repo eval_stream and
+  eval_hits on the first N positions and assert all aggregate fields are identical (no JSONL/npz written).
+Full run: OMP_NUM_THREADS=1 nice -n 10 timeout 2400+ (test20k ~4-5 min/8k pos on a loaded box; 7 windows ≈ 15-25 min).
+"""
+import glob, json, os, sys, time, sysconfig
+sys.path.insert(0, "/workspace/SPIRA/python"); sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
+import numpy as np
+from spira.model import SPIRA
+from spira.hashing import fnv1a64
+from windows_v2 import freshcode_v2
+from build_corpus_local import strip_gutenberg_header, collect_code_files, CODE_BUDGET_BYTES, SKIP_CODE_DIRS, SKIP_CODE_FILES
+ckpt, corpus, tag = sys.argv[1:4]
+OUT = sys.argv[4] if len(sys.argv) > 4 else "/workspace/spira_shared/hippo/results_ref_v2.jsonl"
+HITS = sys.argv[5] if len(sys.argv) > 5 else os.path.join(os.path.dirname(os.path.abspath(OUT)), "hits_v2")
+train = open(f"{corpus}/train.bin","rb").read(); test = open(f"{corpus}/test.bin","rb").read()
+stdlib = sysconfig.get_paths()["stdlib"]; used = set(collect_code_files(stdlib, CODE_BUDGET_BYTES))
+fc = []
+for root, dirs, fns in os.walk(stdlib):
+    dirs[:] = [d for d in sorted(dirs) if d not in SKIP_CODE_DIRS]
+    for fn in sorted(fns):
+        p = os.path.join(root, fn)
+        if fn.endswith(".py") and fn not in SKIP_CODE_FILES and p not in used and os.path.getsize(p) >= 200: fc.append(p)
+freshcode = b"\n\n".join(open(p,"rb").read() for p in fc)[:200_000]
+T = "/workspace/repos/toroidal-fractal-intelligence/data"
+W = {"seen": (train[2_600_000:2_800_000], 8000), "freshcode_v2": (freshcode_v2(), 8000),
+     "fresh_en": (open(f"{corpus}/oneshot.bin","rb").read(), 8000),
+     "fresh_fr": (strip_gutenberg_header(open(f"{T}/contes_perrault.txt","rb").read()), 8000),
+     "neither_code": (b"\n\n".join(open(p,"rb").read() for p in sorted(glob.glob("/workspace/kahnn/data/code/*"))), 8000),
+     "test20k": (test, 20000), "queries": (open(f"{T}/chat_seed_fr_en.txt","rb").read(), 8000)}
+
+def eval_hits(self, data, max_positions=None):
+    from spira.hashing import lane_key32
+    patches = self.ept.segment(data)
+    ids = np.fromiter((fnv1a64(p) for p in patches), dtype=np.uint64, count=len(patches))
+    n = len(ids); cols = self.cols_of(ids); V = self.cfg.vocab_size
+    snap = self.core.snapshot(); w_rec_snap = self.core.W_rec.copy()
+    neurons = self.neuron_rows(ids, patches); lane = self.am.lane_keys_stream(ids)
+    m_ctx = self.am.m; n_ctxq = n - m_ctx + 1
+    ctxq = np.empty((n_ctxq, m_ctx), dtype=np.uint32)
+    for li in range(m_ctx): ctxq[:, li] = lane[li : li + n_ctxq, li]
+    stop = n - 1 if max_positions is None else min(n - 1, max_positions)
+    H = {k: np.zeros(max(stop, 0), dtype=bool) for k in ("fused_hit", "snn_hit", "hier_hit", "am_hit", "invocab")}
+    for t in range(stop):
+        x = self.core.step(neurons[t])
+        target_col = int(cols[t + 1]); target_id = int(ids[t + 1])
+        u_fast = (x - self.core.x_mean) @ self.core.W_out
+        if self.core.hier:
+            u = u_fast + np.float32(self.core.beta * self.fusion["scale"]) * self.core.u_slow
+            hier_pred = int(np.argmax(u[:V]))
+        else:
+            u = u_fast; hier_pred = None
+        pred = int(np.argmax(u_fast[:V]))
+        self.core.learn_reservoir(hier_pred if hier_pred is not None else pred, target_col, x, u=u_fast)
+        if self.core.hier and (t + 1) % self.core.win == 0: self.core.step_G()
+        am_val, am_w = None, 0.0
+        if t >= m_ctx - 1:
+            am_val, am_w = self.am.query(ctxq[t - m_ctx + 1].copy())
+        am_id = int(am_val) if am_val is not None else None
+        am_hit = am_id == target_id
+        fused_pred, bypass = (hier_pred if hier_pred is not None else pred), False
+        if am_id is not None:
+            col = self._col_of_id(am_id)
+            if col is not None:
+                fused = u.copy(); fused[col] += self.cfg.beta_am * am_w; fused_pred = int(np.argmax(fused))
+            elif am_w >= self.cfg.am_override:
+                bypass = True
+        H["fused_hit"][t] = am_hit if bypass else (fused_pred == target_col)
+        H["snn_hit"][t] = pred == target_col
+        H["hier_hit"][t] = hier_pred is not None and hier_pred == target_col
+        H["am_hit"][t] = am_hit; H["invocab"][t] = target_col != V
+    self.core.restore(snap); self.core.W_rec = w_rec_snap
+    tot = stop; iv = H["invocab"]; inv = int(iv.sum())
+    r = {"n_positions": tot, "vocab_coverage": inv / max(tot, 1)}
+    for k, h in (("snn", "snn_hit"), ("hier", "hier_hit"), ("am", "am_hit"), ("fused", "fused_hit")):
+        r[f"{k}_acc"] = int(H[h].sum()) / max(tot, 1)
+    for k, h in (("snn", "snn_hit"), ("hier", "hier_hit"), ("am", "am_hit"), ("fused", "fused_hit")):
+        r[f"{k}_acc_invocab"] = int(H[h][iv].sum()) / max(inv, 1)
+    r["corrupt_lanes"] = 0
+    return r, H
+
+m = SPIRA.load(ckpt)
+ps = m.ept.segment(train); m._ids_train = np.fromiter((fnv1a64(p) for p in ps), dtype=np.uint64, count=len(ps))
+cal = m.calibrate_fusion(train[:60_000])
+SEL = os.environ.get("WINDOWS"); ST = int(os.environ.get("SELFTEST", "0"))
+cname = os.path.basename(corpus.rstrip("/"))
+if not ST: os.makedirs(HITS, exist_ok=True)
+for name, (data, mp) in W.items():
+    if SEL and name not in SEL.split(","): continue
+    if ST:
+        r1 = m.eval_stream(data, max_positions=ST); r2, H = eval_hits(m, data, max_positions=ST)
+        ok = r1 == r2; print("SELFTEST", name, "EQUAL" if ok else "DIFF", json.dumps(r1), json.dumps(r2), flush=True)
+        if not ok: sys.exit(1)
+        continue
+    t0 = time.perf_counter(); r, H = eval_hits(m, data, max_positions=mp)
+    hp = os.path.join(HITS, f"{tag}__{cname}__{name}.npz"); np.savez_compressed(hp, **H)
+    rec = {"tag": tag, "corpus": cname, "ckpt": ckpt, "window": name,
+           "window_bytes": len(data), "fused_invocab_pct": round(100*r["fused_acc_invocab"], 3), **r,
+           "fusion": cal, "eval_s": round(time.perf_counter()-t0, 1), "script": "eval_ref_v3", "hits_npz": hp}
+    open(OUT, "a").write(json.dumps(rec) + "\n")
+    open(OUT, "a").write(json.dumps({**rec, "config": "snn_alone", "fused_invocab_pct": None, "snn_invocab_pct": round(100*r["snn_acc_invocab"], 3)}) + "\n"); print(name, rec["fused_invocab_pct"], rec["eval_s"], flush=True)
diff --git a/results/hashing/covb_broad_eval/gate_covb.sh b/results/hashing/covb_broad_eval/gate_covb.sh
new file mode 100644
index 0000000000000000000000000000000000000000..899734d52d37a3e3c70e3745997478c737a86f97
--- /dev/null
+++ b/results/hashing/covb_broad_eval/gate_covb.sh
@@ -0,0 +1,63 @@
+#!/bin/bash
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b broad (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_broad.{md,json}).
+# Ordre : (1) attendre la sortie de 348162 (train_cov.py … cm_broad_cov_b.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de chain_b.sh 348160 (son eval_ref_v3 + mcnemar, 1 process Hashing à la fois), au plus 3 h ;
+# (3) attendre MemAvailable >= 5,2 Go (décimal) ET < 4 lourds (python RSS >= 500 Mo décimal, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 2,5 Go, timeout 5 h) + chien de garde 2 s : MemAvailable < 4,4 Go → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 1,5 Go).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_broad_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+CK=$C/cm_broad_cov_b.npz; TLOG=$C/train_broad_cov_b.log; TAG=covb_broad; TPID=348162; CPID=348160
+MEMGO=5078125; MEMKILL=4296875; HEAVYKB=488282; ASCAP=2500000000
+L=$D/gate.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+st "WAIT_TRAIN 348162"; T0=$(date +%s)
+while alive $TPID "cm_broad_cov_b.npz"; do
+  [ $(( $(date +%s) - T0 )) -ge $((48*3600)) ] && { st "TIMEOUT_TRAIN 48 h (348162 toujours vivant)"; exit 2; }
+  sleep 120
+done; log "348162 terminé ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved cm_broad_cov_b.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) chain_b.sh (eval_ref_v3 + mcnemar de la chaîne d'origine) : on la laisse finir, 3 h max
+st "WAIT_CHAIN_B 348160 (eval_ref_v3 + mcnemar de chain_b.sh)"; T1=$(date +%s)
+while alive $CPID "chain_b.sh"; do
+  [ $(( $(date +%s) - T1 )) -ge $((3*3600)) ] && { log "chain_b.sh encore vivant après 3 h : on passe à la porte RAM/lourds (il compte dans les lourds)"; break; }
+  sleep 120
+done
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 5,2 Go ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 18000 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 4,4 Go → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 4,4 Go pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 5 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=1500000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb.log 2>&1; rr=$?; log "rapport EXIT $rr"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_broad_eval/gate_covb_hi.sh b/results/hashing/covb_broad_eval/gate_covb_hi.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a6dc5c76dbaadc2fd389dea58e26e43d77a169e5
--- /dev/null
+++ b/results/hashing/covb_broad_eval/gate_covb_hi.sh
@@ -0,0 +1,63 @@
+#!/bin/bash
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b broad (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_broad.{md,json}).
+# Ordre : (1) attendre la sortie de 348162 (train_cov.py … cm_broad_cov_b.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de chain_b.sh 348160 (son eval_ref_v3 + mcnemar, 1 process Hashing à la fois), au plus 3 h ;
+# (3) attendre MemAvailable >= 5,2 Go (décimal) ET < 4 lourds (python RSS >= 500 Mo décimal, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 2,5 Go, timeout 5 h) + chien de garde 2 s : MemAvailable < 4,4 Go → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 1,5 Go).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_broad_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+CK=$C/cm_broad_cov_b.npz; TLOG=$C/train_broad_cov_b.log; TAG=covb_broad; TPID=348162; CPID=348160
+MEMGO=5761719; MEMKILL=4296875; HEAVYKB=488282; ASCAP=2500000000
+L=$D/gate.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+st "WAIT_TRAIN 348162"; T0=$(date +%s)
+while alive $TPID "cm_broad_cov_b.npz"; do
+  [ $(( $(date +%s) - T0 )) -ge $((48*3600)) ] && { st "TIMEOUT_TRAIN 48 h (348162 toujours vivant)"; exit 2; }
+  sleep 120
+done; log "348162 terminé ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved cm_broad_cov_b.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) chain_b.sh (eval_ref_v3 + mcnemar de la chaîne d'origine) : on la laisse finir, 3 h max
+st "WAIT_CHAIN_B 348160 (eval_ref_v3 + mcnemar de chain_b.sh)"; T1=$(date +%s)
+while alive $CPID "chain_b.sh"; do
+  [ $(( $(date +%s) - T1 )) -ge $((3*3600)) ] && { log "chain_b.sh encore vivant après 3 h : on passe à la porte RAM/lourds (il compte dans les lourds)"; break; }
+  sleep 120
+done
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 5,2 Go ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 18000 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 4,4 Go → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 4,4 Go pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 5 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=1500000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb.log 2>&1; rr=$?; log "rapport EXIT $rr"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_broad_eval/gate_covb_r2.sh b/results/hashing/covb_broad_eval/gate_covb_r2.sh
new file mode 100644
index 0000000000000000000000000000000000000000..2fffe8ccfaa93394fc85c8ce1d6e71ee3284cb99
--- /dev/null
+++ b/results/hashing/covb_broad_eval/gate_covb_r2.sh
@@ -0,0 +1,60 @@
+#!/bin/bash
+# r2 (reprise après redémarrage ~09 h 40 Toronto, 24 oct.) : copie de gate_covb_hi.sh ; attend le NOUVEL entraînement PID 16884 (cm_broad_cov_b_r2.npz, log train_broad_cov_b_r2.log) ; étape (2) supprimée (chaîne d'origine 348160 morte, ses éval_win/eval_ref NON relancés : remplacés par cette porte v4.2) ;
+# fichiers r2 : STATUS_r2, gate_r2.log, gate_r2.pid, eval_covb_r2.log, eval_r2.pid, report_covb_r2.log ; attente entraînement 72 h max ; report_covb.py actuel (rc=8 = V42 INDISPONIBLE -> FAIL_REPORT).
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b broad (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_broad.{md,json}).
+# Ordre : (1) attendre la sortie de 16884 (train_cov.py … cm_broad_cov_b_r2.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de chain_b.sh 348160 (son eval_ref_v3 + mcnemar, 1 process Hashing à la fois), au plus 3 h ;
+# (3) attendre MemAvailable >= 5,2 Go (décimal) ET < 4 lourds (python RSS >= 500 Mo décimal, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 2,5 Go, timeout 5 h) + chien de garde 2 s : MemAvailable < 4,4 Go → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 1,5 Go).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_broad_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+CK=$C/cm_broad_cov_b_r2.npz; TLOG=$C/train_broad_cov_b_r2.log; TAG=covb_broad; TPID=16884; CPID=348160
+MEMGO=5761719; MEMKILL=4296875; HEAVYKB=488282; ASCAP=2500000000
+L=$D/gate_r2.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS_r2; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate_r2.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+st "WAIT_TRAIN 16884"; T0=$(date +%s)
+while alive $TPID "cm_broad_cov_b_r2.npz"; do
+  [ $(( $(date +%s) - T0 )) -ge $((72*3600)) ] && { st "TIMEOUT_TRAIN 72 h (16884 toujours vivant)"; exit 2; }
+  sleep 120
+done; log "16884 terminé ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved .*cm_broad_cov_b_r2.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) supprimée en r2 (chaîne d'origine morte au redémarrage)
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 5,2 Go ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 18000 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb_r2.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval_r2.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 4,4 Go → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb_r2.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 4,4 Go pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 5 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb_r2.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb_r2.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=1500000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb_r2.log 2>&1; rr=$?; log "rapport EXIT $rr (report_covb.py sha256 $(sha256sum $D/report_covb.py | cut -c1-64))"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_broad_eval/gate_covb_r3.sh b/results/hashing/covb_broad_eval/gate_covb_r3.sh
new file mode 100644
index 0000000000000000000000000000000000000000..7b4ff6198eff067d8837a1f87a61ea67e6356626
--- /dev/null
+++ b/results/hashing/covb_broad_eval/gate_covb_r3.sh
@@ -0,0 +1,66 @@
+#!/bin/bash
+# r3 révision 18 h 25 (audit Checker 18 h 14, correctifs B et D ; précédente archivée spira_cov/archive_r3/gate_covb_r3_broad.sh.*) :
+#   MEMKILL relevé de 4 296 875 kB (4,4e9 o = 4,10 Gio, SOUS le plancher cm 4,4 Gio) à 5 242 880 kB = 5,0 Gio ; toutes les valeurs en Gio (kB = KiB de /proc/meminfo).
+#   MEMGO = 7686000 kB = 7,33 Gio (correctif D, re-audit Checker 18 h 30 : MEMGO >= MEMKILL + plafond éval = 5 242 880 + 2 441 407 (2,5e9 o / 1024, arrondi haut) = 7 684 287 kB, porté à 7 686 000 kB, chiffre Checker ; ancien 5 761 719 kB = 5,49 Gio ; archive spira_cov/archive_r3/gate_covb_r3_broad.sh.b31daa46.preD).
+# r3 (SPIRA Hashing, 24 oct. ~17 h 50 Toronto) : copie de gate_covb_r2.sh (porte 18821) après l'incident mémoire 17 h 26–17 h 29 ; même masque, même eval_covb.py / report_covb.py / verdict_covb_v42.py, mêmes seuils. Seul changement : on n'attend plus le PID 16884 mais le marqueur de fin spira_cov/relaunch_covb_r3.broad.END écrit par spira_cov/relaunch_covb_r2.sh (entraînement r3 via train_cov_ckpt.py), 120 h max ; fichiers r3 (STATUS_r3, gate_r3.log, gate_r3.pid, eval_covb_r3.log, eval_r3.pid, report_covb_r3.log). NON ARMÉE.
+# (historique r2) (reprise après redémarrage ~09 h 40 Toronto, 24 oct.) : copie de gate_covb_hi.sh ; attend le NOUVEL entraînement PID 16884 (cm_broad_cov_b_r2.npz, log train_broad_cov_b_r2.log) ; étape (2) supprimée (chaîne d'origine 348160 morte, ses éval_win/eval_ref NON relancés : remplacés par cette porte v4.2) ;
+# fichiers r2 : STATUS_r2, gate_r2.log, gate_r2.pid, eval_covb_r2.log, eval_r2.pid, report_covb_r2.log ; attente entraînement 72 h max ; report_covb.py actuel (rc=8 = V42 INDISPONIBLE -> FAIL_REPORT).
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b broad (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_broad.{md,json}).
+# Ordre : (1) [r3 : attendre le marqueur relaunch_covb_r3.broad.END = DONE, puis] comme r2 : attendre la sortie de 16884 (train_cov.py … cm_broad_cov_b_r3.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de chain_b.sh 348160 (son eval_ref_v3 + mcnemar, 1 process Hashing à la fois), au plus 3 h ;
+# (3) attendre MemAvailable >= 7,33 Gio (MEMGO 7686000 kB) ET < 4 lourds (python RSS >= 0,47 Gio = 488282 kB, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 2,5e9 o = 2,33 Gio, timeout 5 h) + chien de garde 2 s : MemAvailable < 5,0 Gio (MEMKILL) → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 1,5e9 o = 1,40 Gio).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_broad_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+CK=$C/cm_broad_cov_b_r3.npz; TLOG=$C/train_broad_cov_b_r3.log; TAG=covb_broad; CPID=348160
+MEMGO=7686000; MEMKILL=5242880;   # kB : MEMGO 7,33 Gio (= MEMKILL + plafond éval 2,33 Gio) ; MEMKILL 5,0 Gio (> plancher cm 4,4 Gio)
+ HEAVYKB=488282; ASCAP=2500000000
+L=$D/gate_r3.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS_r3; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate_r3.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+END=$C/relaunch_covb_r3.broad.END; st "WAIT_TRAIN r3 (marqueur $END)"; T0=$(date +%s)
+while [ ! -e $END ]; do
+  [ $(( $(date +%s) - T0 )) -ge $((120*3600)) ] && { st "TIMEOUT_TRAIN 120 h (pas de marqueur $END)"; exit 2; }
+  sleep 120
+done; log "marqueur r3 : $(cat $END) ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+grep -q "^DONE" $END || { st "FAIL_TRAIN (marqueur r3 : $(cat $END)) : rien lancé"; exit 1; }
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved .*cm_broad_cov_b_r3.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) supprimée en r2 (chaîne d'origine morte au redémarrage)
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 7,33 Gio ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 18000 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb_r3.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval_r3.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 5,0 Gio → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb_r3.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 5,0 Gio pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 5 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb_r3.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb_r3.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=1500000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb_r3.log 2>&1; rr=$?; log "rapport EXIT $rr (report_covb.py sha256 $(sha256sum $D/report_covb.py | cut -c1-64))"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_broad_eval/lowmem_bg1c.py b/results/hashing/covb_broad_eval/lowmem_bg1c.py
new file mode 100644
index 0000000000000000000000000000000000000000..07f589b37be2e156b20d353b2d6c18fada2f7051
--- /dev/null
+++ b/results/hashing/covb_broad_eval/lowmem_bg1c.py
@@ -0,0 +1,239 @@
+"""Checker 22 h 05 (Toronto) — construction bas-mémoire, bit-identique, de SPIRA.build + CMSPIRA.build_cm.
+Diagnostic bg1b (OOM 21 h 48, RSS 5,5 Go) : EPT.surprise() élargit les 290,8 Mo en int64 (2,3 Go) + temporaires float32 (1,2 Go chacun),
+boundaries() fait cumsum float64 + concatenate (2 × 2,3 Go) puis une liste Python de ~65 M int, segment() une liste de ~65 M bytes,
+PatchRegistry.build() un ids.tolist() de ~65 M int, et cooc_ppmi_topk() ~4 tableaux int64 de clés + concatenate + unique.
+Ici : mmap (uint8), tranches de 32 Mo, même arithmétique (mêmes float32 -log2p, même cumul float64 séquentiel repris à cum[start]),
+même recherche gloutonne, FNV-1a 64 vectorisé uint64, registre et co-occurrences par tranches. AUCUN fichier de /workspace/SPIRA modifié."""
+import array, dataclasses, time
+import numpy as np
+import sys
+sys.path.insert(0, "/workspace/spira_shared/semhash")
+import countmin
+from countmin import CMSPIRA, minhash_rows
+from spira.model import SPIRA, PatchRegistry
+
+FNV_OFF, FNV_PRIME = np.uint64(0xCBF29CE484222325), np.uint64(0x100000001B3)
+CH = 32 << 20  # tranche octets (segmentation)
+STEP = 4_000_000  # tranche jetons (FNV, registre, colonnes)
+CSTEP = 8_000_000  # tranche jetons (co-occurrences)
+
+def boundaries_chunked(ept, u8, ch=None):
+    """== EPT.boundaries(bytes(u8)) (uint32), sans tableau plein flottant ni liste Python."""
+    ch = ch or CH
+    n = len(u8)
+    if n == 0:
+        return np.zeros(0, dtype=np.uint32)
+    assert n < 2**32 - 64
+    lp = ept.log2p.ravel()  # float32 (256*256)
+    min_len, max_len, budget = ept.min_len, ept.max_len, ept.budget_bits
+    out = array.array("I", [0]); app = out.append
+    start, cstart = 0, 0.0  # cstart == cum[start] (float64 global)
+    searchsorted = np.searchsorted
+    while start < n:
+        base = start; hi = min(n, base + ch + max_len + 1)  # cum global indices base..hi
+        # s[i] pour i in [base, hi)
+        if base == 0:
+            s = np.empty(hi, dtype=np.float32); s[0] = 8.0
+            if hi > 1:
+                s[1:] = -lp[u8[0:hi - 1].astype(np.int32) * 256 + u8[1:hi]]
+        else:
+            s = -lp[u8[base - 1:hi - 1].astype(np.int32) * 256 + u8[base:hi]]
+        cum = np.empty(hi - base + 1, dtype=np.float64); cum[0] = cstart; cum[1:] = s
+        np.cumsum(cum, out=cum)  # séquentiel : cum[k] = cum[k-1] + float64(s) (== cumsum global repris)
+        del s
+        lim = n if hi == n else hi - max_len - 1  # start <= lim garantit cum jusqu'à start+max_len+1 disponible
+        while start < n and start <= lim:
+            target = cum[start - base] + budget
+            b = int(searchsorted(cum, target, side="left")) + base
+            if b < start + min_len:
+                b = start + min_len
+            elif b > start + max_len:
+                b = start + max_len
+            if b > n:
+                b = n
+            app(b)
+            start = b
+        cstart = float(cum[start - base]) if start < n else 0.0
+        del cum
+    bounds = np.frombuffer(out, dtype=np.uint32)
+    if len(bounds) > 1 and bounds[-1] == bounds[-2]:
+        bounds = bounds[:-1]
+    return bounds
+
+def fnv_ids(u8, bounds, step=None):
+    step = step or STEP
+    """== [fnv1a64(p) for p in patches] en uint64 vectorisé (mod 2^64)."""
+    P = len(bounds) - 1
+    ids = np.empty(P, dtype=np.uint64)
+    for a in range(0, P, step):
+        e = min(P, a + step)
+        st = bounds[a:e].astype(np.int64); ln = bounds[a + 1:e + 1].astype(np.int64) - st
+        h = np.full(e - a, FNV_OFF, dtype=np.uint64)
+        for j in range(int(ln.max()) if len(ln) else 0):
+            mk = ln > j
+            hj = h[mk] ^ u8[st[mk] + j].astype(np.uint64)
+            h[mk] = hj * FNV_PRIME
+        ids[a:e] = h
+    return ids
+
+def registry_lowmem(ids, u8, bounds, keep_arr, uniq, cnt, step=None):
+    step = step or STEP
+    """== PatchRegistry.build(ids, patches, keep) : dernière occurrence gagne ; ids triés ; counts identiques."""
+    reg = PatchRegistry()
+    K = len(keep_arr)
+    if K == 0:
+        return reg
+    last = np.full(K, -1, dtype=np.int64)
+    for a in range(0, len(ids), step):
+        x = ids[a:a + step]
+        pos = np.searchsorted(keep_arr, x); pc = np.minimum(pos, K - 1)
+        ok = (pos < K) & (keep_arr[pc] == x)
+        p = pc[ok]; gi = np.nonzero(ok)[0] + a
+        if len(p) == 0:
+            continue
+        u, fi = np.unique(p[::-1], return_index=True)  # 1re occ. dans l'inverse == dernière occ.
+        last[u] = gi[::-1][fi]
+    have = last >= 0
+    reg.ids = keep_arr[have].astype(np.uint64)  # déjà trié, unique
+    lp = last[have]
+    st = bounds[lp].astype(np.int64); ln = bounds[lp + 1].astype(np.int64) - st
+    offsets = np.zeros(len(reg.ids) + 1, dtype=np.uint64)
+    offsets[1:] = np.cumsum(ln).astype(np.uint64)
+    reg.offsets = offsets
+    tot = int(ln.sum())
+    idx = np.repeat(st - offsets[:-1].astype(np.int64), ln) + np.arange(tot, dtype=np.int64)
+    reg.buffer = u8[idx].tobytes()
+    pos = np.searchsorted(reg.ids, uniq)
+    pos_ok = (pos < len(reg.ids)) & (reg.ids[np.minimum(pos, len(reg.ids) - 1)] == uniq)
+    reg.counts = np.zeros(len(reg.ids), dtype=np.uint32)
+    reg.counts[pos[pos_ok]] = cnt[pos_ok].astype(np.uint32)
+    return reg
+
+def build_lowmem(cls, train_bytes, cfg, log=print):
+    """== SPIRA.build (model.py l. 212-251), même journal, même état."""
+    m = cls(cfg)
+    fit_slice = train_bytes[: 2_000_000]
+    calib_slice = train_bytes[2_000_000: 2_400_000]
+    log("[spira] fitting EPT byte-level Markov model ...")
+    m.ept.fit(fit_slice)
+    if calib_slice:
+        budget = m.ept.calibrate(calib_slice, target_len=cfg.target_avg_len)
+        log(f"[spira] calibrated surprisal budget = {budget:.2f} bits "
+            f"(target avg patch len {cfg.target_avg_len})")
+    log("[spira] segmenting full train stream (bas-mémoire, tranches 32 Mo) ...")
+    t0 = time.perf_counter()
+    u8 = np.frombuffer(train_bytes, dtype=np.uint8)
+    bounds = boundaries_chunked(m.ept, u8)
+    ids = fnv_ids(u8, bounds)
+    seg_s = time.perf_counter() - t0
+    lens = np.diff(bounds).astype(np.float64)
+    st = {"n_patches": int(len(lens)), "avg_len": float(lens.mean()) if len(lens) else 0.0, "bytes": int(lens.sum())}
+    del lens
+    log(f"[spira] {st['n_patches']} patches, avg len {st['avg_len']:.2f} B "
+        f"({st['bytes']/1e6:.1f} MB segmented in {seg_s:.1f}s, "
+        f"{st['bytes']/1e6/max(seg_s,1e-9):.2f} MB/s)")
+    uniq, cnt = np.unique(ids, return_counts=True)
+    log(f"[spira] distinct patches in train: {len(uniq)}")
+    order = np.lexsort((uniq, -cnt))[: cfg.vocab_size]
+    m.vocab_ids = np.sort(uniq[order]).astype(np.uint64)
+    keep_arr = np.union1d(m.vocab_ids, uniq[cnt >= 2]).astype(np.uint64)
+    log(f"[spira] building patch registry ({len(keep_arr)} ids) ...")
+    m.registry = registry_lowmem(ids, u8, bounds, keep_arr, uniq, cnt)
+    del keep_arr, bounds
+    m.meta = {
+        "train_bytes": len(train_bytes),
+        "n_patches": st["n_patches"],
+        "avg_patch_len": st["avg_len"],
+        "distinct_patches": int(len(uniq)),
+        "registry_size": len(m.registry),
+        "budget_bits": m.ept.budget_bits,
+        "segmentation_MB_per_s": st["bytes"] / 1e6 / max(seg_s, 1e-9),
+    }
+    m._ids_train = ids
+    m._patches_train = None
+    return m
+
+def _merge_sorted(K, C, k2, c2):
+    """Fusion de deux listes (clé triée unique, compte) : comptes additionnés, clés nouvelles insérées à leur rang."""
+    if len(K) == 0:
+        return k2, c2
+    pos = np.searchsorted(K, k2); pc = np.minimum(pos, len(K) - 1)
+    pres = (pos < len(K)) & (K[pc] == k2)
+    C[pos[pres]] += c2[pres]  # positions uniques (k2 unique)
+    nw = ~pres
+    return np.insert(K, pos[nw], k2[nw]), np.insert(C, pos[nw], c2[nw])
+
+WBLK = 256  # mots par bloc pour la PPMI (<= 256*16384 entrées)
+
+def cooc_ppmi_topk_lowmem(cols, V, window=2, topk=16, step=None):
+    """== countmin.cooc_ppmi_topk (même sortie (V, topk) int64).
+    (k, c) : mêmes clés a*V+b / b*V+a et mêmes comptes, par tranches de jetons (chaque paire (i, i+o) comptée une fois),
+    stockés en int32 (V*V = 2^28). tot, rw, rc : sommes d'entiers < 2^53 donc exactes quel que soit l'ordre.
+    PPMI + lexsort((ctx, -pp, w)) par blocs de mots entiers : w est la clé primaire et (w, ctx) est unique, donc l'ordre
+    dans un bloc == l'ordre global restreint au bloc ; même formule float64 élément par élément."""
+    step = step or CSTEP
+    assert V * V < 2**31
+    T = len(cols); K = np.zeros(0, dtype=np.int32); C = np.zeros(0, dtype=np.int32); nk = 0
+    for a in range(0, T, step):
+        seg = cols[a: min(T, a + step + window)].astype(np.int32)
+        keys = []
+        for o in range(1, window + 1):
+            L = min(a + step, T - o) - a
+            if L <= 0:
+                continue
+            x, y = seg[:L], seg[o:o + L]
+            ok = (x < V) & (y < V); x, y = x[ok], y[ok]
+            keys.append(x * np.int32(V) + y); keys.append(y * np.int32(V) + x)
+        if not keys:
+            continue
+        kk = np.concatenate(keys); del keys; nk += len(kk)
+        k2, c2 = np.unique(kk, return_counts=True); del kk
+        K, C = _merge_sorted(K, C, k2.astype(np.int32), c2.astype(np.int32))
+    assert int(C.sum(dtype=np.int64)) == nk and (len(C) == 0 or int(C.min()) > 0)
+    tot = np.float64(C.sum(dtype=np.int64))  # == c.astype(float64).sum() (entiers exacts)
+    rw = np.zeros(V, dtype=np.float64); rc = np.zeros(V, dtype=np.float64)
+    for a in range(0, len(K), 4_000_000):
+        kb = K[a:a + 4_000_000]; cb = C[a:a + 4_000_000].astype(np.float64)
+        rw += np.bincount(kb // V, weights=cb, minlength=V); rc += np.bincount(kb % V, weights=cb, minlength=V)
+    out = np.full((V, topk), -1, dtype=np.int64)
+    wb = np.searchsorted(K, np.arange(V + 1, dtype=np.int64) * V)  # début des mots dans K
+    for v0 in range(0, V, WBLK):
+        v1 = min(V, v0 + WBLK); s0, e0 = int(wb[v0]), int(wb[v1])
+        if e0 <= s0:
+            continue
+        k = K[s0:e0].astype(np.int64)
+        w, ctx = k // V, k % V
+        c = C[s0:e0].astype(np.float64)
+        pmi = np.log(c * tot / (rw[w] * rc[ctx]))
+        pp = np.maximum(pmi, 0.0)
+        order = np.lexsort((ctx, -pp, w))
+        w, ctx, pp = w[order], ctx[order], pp[order]
+        vv = np.arange(v0, v1)
+        start = np.searchsorted(w, vv); end = np.searchsorted(w, vv, side="right")
+        for i, v in enumerate(range(v0, v1)):
+            s, e = start[i], min(end[i], start[i] + topk)
+            sel = ctx[s:e][pp[s:e] > 0]
+            out[v, :len(sel)] = sel
+    return out
+
+def cols_chunked(m, ids, step=None):
+    """== m.cols_of(ids) (valeurs 0..V) stockées en int32 (re-élargies en int64 par tranche dans la cooc)."""
+    step = step or STEP
+    out = np.empty(len(ids), dtype=np.int32)
+    for a in range(0, len(ids), step):
+        out[a:a + step] = m.cols_of(ids[a:a + step])
+    return out
+
+class CMSPIRA_LM(CMSPIRA):
+    """CMSPIRA dont seules build/build_cm sont remplacées (bas-mémoire, bit-identiques). save/load/train : inchangés."""
+    build = classmethod(build_lowmem)
+
+    @classmethod
+    def build_cm(cls, data, cfg, window=2, topk=16, base_d_in=1024, base_k=12, d=24, width=4096, log=print):
+        cfg = dataclasses.replace(cfg, d_in=base_d_in + width, k_in=base_k + d)
+        m = cls.build(data, cfg, log=log)
+        m.cm = {"base_d_in": base_d_in, "base_k": base_k, "d": d, "width": width, "window": window, "topk": topk}
+        top = cooc_ppmi_topk_lowmem(cols_chunked(m, m._ids_train), cfg.vocab_size, window, topk)
+        m.cm_sem = minhash_rows(top, d, width, base_d_in)
+        m._row_cache = {}
+        return m
diff --git a/results/hashing/covb_broad_eval/orig/diag_cova_seen_0520.py b/results/hashing/covb_broad_eval/orig/diag_cova_seen_0520.py
new file mode 100644
index 0000000000000000000000000000000000000000..119e0db4ac95c1098d65b34d7fd99a0cc58ea8d7
--- /dev/null
+++ b/results/hashing/covb_broad_eval/orig/diag_cova_seen_0520.py
@@ -0,0 +1,40 @@
+"""Checker 05 h 20 (Toronto) — diag écart seen−frais broad_cova. Lecture seule : EPT (log2p, ept_params) des ckpts seulement,
+frontières via lowmem_bg1c.boundaries_chunked (== EPT.boundaries), fenêtre seen = train[2_600_000:2_800_000] (eval_bench_v4 défaut).
+Pour chaque modèle : patches de la fenêtre seen, recouvrement avec tranches SNN/AM réellement entraînées, accuracy par sous-ensemble (hits_v4)."""
+import sys, json, resource, hashlib
+sys.path.insert(0, "/workspace/SPIRA/python"); sys.path.insert(0, "/workspace/spira_shared/checker/scale")
+import numpy as np
+from lowmem_bg1c import boundaries_chunked
+from spira.ept import EPT
+S = "/workspace/spira_shared"; HV = f"{S}/checker/scale/hits_v4"
+train = open(f"{S}/broad/broad_local_v1/train.bin", "rb").read(); u8 = np.frombuffer(train, np.uint8)
+W0, W1 = 2_600_000, 2_800_000
+cova = json.load(open(f"{S}/spira_cov/cm_broad_cov_a.npz.cov.json"))
+M = {"broad_cova": (f"{S}/spira_cov/cm_broad_cov_a.npz", [tuple(x) for x in cova["snn_slices"]], [tuple(x) for x in cova["am_slices"]]),
+     "broad14_ref": (f"{S}/checker/ckpt/ref_fixed2cal_broad_local_v1.npz", [(0, 600_000)], [(0, 1_200_000)]),
+     "m8_broad14": (f"{S}/spira_m8/cm_broad_local_v1.npz", [(0, 600_000)], [(0, 1_200_000)])}
+out = {}
+for tag, (ck, snn, am) in M.items():
+    z = np.load(ck); e = EPT(budget_bits=16.0); e.log2p = z["log2p"].astype(np.float32); p = z["ept_params"]
+    e.budget_bits, e.min_len, e.max_len, e.alpha = float(p[0]), int(p[1]), int(p[2]), float(p[3]); del z
+    b = boundaries_chunked(e, u8).astype(np.int64); N = len(b) - 1
+    h = dict(np.load(f"{HV}/{tag}__seen.npz")); ts = h["tgt_start"].astype(np.int64) + W0  # octet absolu du début de la cible t+1
+    tp = np.searchsorted(b, ts, side="right") - 1  # indice de patch absolu contenant le 1er octet de la cible
+    sync = float(np.mean(b[tp] == ts))  # fenêtre segmentée seule : frontières ≈ train après resynchro
+    ctx = tp - 1  # patch d'entrée (contexte) dont la cible est tp
+    def inside(idx, sl): 
+        r = np.zeros(len(idx), bool)
+        for s, e_ in sl: r |= (idx >= s) & (idx < e_)
+        return r
+    in_snn = inside(ctx, snn); in_am = inside(tp, am)  # SNN : entrée ctx→cible tp ; AM : valeur = tp
+    iv = h["invocab"].astype(bool); fh = h["fused_hit"].astype(bool)
+    acc = lambda m_: (round(100 * float(fh[m_ & iv].mean()), 2) if (m_ & iv).any() else None, int((m_ & iv).sum()))
+    pr = [int(np.searchsorted(b, W0, side="left")), int(np.searchsorted(b, W1, side="left"))]
+    out[tag] = {"N_patches": N, "seen_patch_range": pr, "positions": int(len(tp)), "boundary_sync_frac": round(sync, 4), "eval_patch_range": [int(tp[0]), int(tp[-1])],
+                "invocab_n": int(iv.sum()), "acc_all": acc(np.ones(len(tp), bool)),
+                "snn_trained": acc(in_snn), "am_trained": acc(in_am), "neither": acc(~in_snn & ~in_am),
+                "snn_slices_overlapping": [list(x) for x in snn if x[1] > tp[0] and x[0] <= tp[-1]],
+                "am_slices_overlapping": [list(x) for x in am if x[1] > tp[0] and x[0] <= tp[-1]]}
+    print(tag, json.dumps(out[tag]), flush=True); del b
+out["peak_rss_mb"] = resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024
+json.dump(out, open("diag.json", "w"), indent=1); print("rss", out["peak_rss_mb"])
diff --git a/results/hashing/covb_broad_eval/orig/eval_bench_v4.py b/results/hashing/covb_broad_eval/orig/eval_bench_v4.py
new file mode 100644
index 0000000000000000000000000000000000000000..216f3885b1cf5616453631cf470a851d21bfea42
--- /dev/null
+++ b/results/hashing/covb_broad_eval/orig/eval_bench_v4.py
@@ -0,0 +1,55 @@
+#!/usr/bin/env python3
+"""Checker — banc scale v4. Usage : eval_bench_v4.py CKPT CORPUS_NAME TAG   env MAXPOS (cap/fenêtre, smoke) WINDOWS HITS OUT
+Fenêtres : seen (corpus propre) + fc2, fresh_en, fresh_fr, neither_code, test20k, queries, test_v3 (octets fixes, identiques pour tous).
+Boucle par position = eval_hits() de checker/eval_ref_v3.py (copie ligne à ligne de SPIRA.eval_stream), importée telle quelle.
+Enregistre wall-time et pic RSS (ru_maxrss) par fenêtre.
+Checker 24 oct. 02 h 56 : lignes de corpus contaminés masquées via results_v4_mask.split_row (brut → results_v4_raw_local.jsonl, local)."""
+import os, sys, json, time, resource, hashlib
+sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
+import numpy as np
+from bench_common import *
+ckpt, cname, tag = sys.argv[1:4]; D = os.path.dirname(os.path.abspath(__file__))
+HITS = os.environ.get("HITS", f"{D}/hits_v4"); OUT = os.environ.get("OUT", f"{D}/results_v4.jsonl"); MAXPOS = int(os.environ.get("MAXPOS", "0")); SEL = os.environ.get("WINDOWS")
+src = open(f"{S}/checker/eval_ref_v3.py").read(); g = {"np": np, "fnv1a64": fnv1a64}
+exec(src[src.index("def eval_hits"):src.index("m = SPIRA.load(ckpt)")], g); eval_hits = g["eval_hits"]
+t0 = time.perf_counter(); train = rd(f"{CORPORA[cname]}/train.bin")
+m, kind, saved, cal = load_model(ckpt, train); tload = time.perf_counter() - t0
+SEEN_DEF = "train[2600000:2800000]"; SEEN = train[2_600_000:2_800_000]  # Checker 23 h 50 : seen par défaut (inchangé pour les modèles préfixe)
+CJ = ckpt.replace(".npz", ".cov.json")  # bg1d/div1d (tranches stratifiées) : seen = octets d'une tranche SNN RÉELLEMENT entraînée (cov_bytes_m8.slice_report)
+# Checker 24 oct. 05 h 18 (Toronto) : spira_cov/train_cov.py écrit <ckpt>.npz.cov.json (pas <ckpt>.cov.json) et SANS bench_seen → broad_cova a été
+# évalué sur le seen par défaut, 0/6 980 positions entraînées (seen_audit_v4.json). Correctif : chercher aussi <ckpt>.npz.cov.json ; si tranches
+# stratifiées sans bench_seen, dériver bench_seen = tranche SNN 32 (même définition que bg1d, cov_bytes_m8.slice_report, lecture seule). Sauvegarde .bak_0518.
+if not os.path.exists(CJ) and os.path.exists(ckpt + ".cov.json"): CJ = ckpt + ".cov.json"
+if os.path.exists(CJ):
+    _cj = json.load(open(CJ))
+    if "bench_seen" not in _cj:
+        assert "snn_slices" in _cj and "am_slices" in _cj, f"{CJ} : ni bench_seen ni tranches"
+        from cov_bytes_m8 import slice_report
+        _cov = {"N": int(_cj["cov"]["N"]) if "cov" in _cj else len(m._ids_train), "snn_slices": _cj["snn_slices"], "am_slices": _cj["am_slices"]}
+        _cj["bench_seen"] = slice_report(m, train, _cov, [("all", 0)], seen_slice=32)["bench_seen"]; assert _cj["bench_seen"]["ids_match_build"], _cj["bench_seen"]
+        print("bench_seen dérivé (tranche SNN 32) :", _cj["bench_seen"], flush=True)
+    bs = _cj["bench_seen"]; w0, w1 = bs["bytes"]; SEEN = train[w0:w1]
+    assert hashlib.sha256(SEEN).hexdigest() == bs["sha256"] and bs["n_patches"] > 8000 and bs["outside_ept_fit_calib_0_2400000"], bs
+    SEEN_DEF = f"train[{w0}:{w1}] = tranche SNN {bs['slice']} (patches {bs['patch_range']}, segment {bs['segment']}, hors AM)"
+W = {"seen": (SEEN, 8000), **fixed_windows()}; del train, SEEN
+os.makedirs(HITS, exist_ok=True)
+for name, (data, mp) in W.items():
+    if SEL and name not in SEL.split(","): continue
+    mp = min(mp, MAXPOS) if MAXPOS else mp; t1 = time.perf_counter(); r, H = eval_hits(m, data, max_positions=mp)
+    pl = np.fromiter((len(p) for p in m.ept.segment(data)), dtype=np.int64); off = np.concatenate([[0], np.cumsum(pl)])
+    n = len(H["fused_hit"]); bb = hashlib.sha256(data).hexdigest()  # v4.1 : offsets octets de la cible t+1 → appariement McNemar par octet entre tokenizers différents
+    np.savez_compressed(f"{HITS}/{tag}__{name}.npz", **H, tgt_start=off[1:n + 1], tgt_len=pl[1:n + 1], window_sha256=np.array(bb), window_bytes=np.array(len(data)), ept_budget_bits=np.array(float(m.ept.budget_bits)))
+    rec = {"tag": tag, "corpus": cname, "ckpt": ckpt, "kind": kind, "window": name, "n_positions": r["n_positions"],
+           "fused_invocab_pct": round(100 * r["fused_acc_invocab"], 3), "snn_invocab_pct": round(100 * r["snn_acc_invocab"], 3),
+           "vocab_coverage": r["vocab_coverage"], "fusion_saved": saved, "fusion_cal": cal, "load_s": round(tload, 1),
+           "eval_s": round(time.perf_counter() - t1, 1), "peak_rss_mb": round(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024, 1),
+           "maxpos": MAXPOS, "window_sha256": bb, "window_bytes": len(data), "ept_budget_bits": float(m.ept.budget_bits), "script": "eval_bench_v4.1", **({"seen_def": SEEN_DEF} if name == "seen" else {})}
+    # Checker 24 oct. 02 h 56 (Toronto, ordre patron) : corpus contaminés → valeurs brutes test20k/neither_code UNIQUEMENT dans results_v4_raw_local.jsonl
+    # (local, hors push) ; results_v4.jsonl reçoit null + "masked": "strict_clean_only" (+ test20k strict propre). flock results_v4.lock. Sauvegarde .bak_0254.
+    import fcntl, results_v4_mask as RM
+    pub, raw = RM.split_row(rec, f"{HITS}/{tag}__{name}.npz" if name == "test20k" else None)
+    with open(RM.LOCK, "a") as lk:
+        fcntl.flock(lk, fcntl.LOCK_EX)
+        if raw: open(RM.RAW, "a").write(json.dumps(raw) + "\n")
+        open(OUT, "a").write(json.dumps(pub) + "\n")
+    print(name, pub["fused_invocab_pct"], pub.get("fused_invocab_pct_strict_clean", ""), rec["eval_s"], rec["peak_rss_mb"], flush=True)
diff --git a/results/hashing/covb_broad_eval/orig/scale_bench_v4.py b/results/hashing/covb_broad_eval/orig/scale_bench_v4.py
new file mode 100644
index 0000000000000000000000000000000000000000..50536dccecdd5f37e11ba417084ed5eefe1aacec
--- /dev/null
+++ b/results/hashing/covb_broad_eval/orig/scale_bench_v4.py
@@ -0,0 +1,108 @@
+#!/usr/bin/env python3
+"""Checker — rapport banc v4 (registry_v4.tsv : tag  corpus  étiquette). Lit hits_v4/<tag>__<w>.npz + results_v4.jsonl (dernière ligne non-smoke).
+fused_acc_invocab ; moyenne fresh = 6 fenêtres (fc2, fresh_en, fresh_fr, test20k, queries, test_v3) ; écart = seen − fresh ; neither_code rapporté à part
+(neither_code exclu : contaminé 100 % broad / 90 % old). McNemar exact par paires sur fused_hit, toutes fenêtres fixes (seen inclus même si corpus différents : octets différents, à lire comme comparaison de mémorisation).
+v4.1 (18 h) : McNemar apparié par octet (tgt_start/tgt_len dans les npz) ; paires sans offsets = NON APPARIÉ.
+Sorties scale_bench_v4.md / .json. Env HITS, OUT, SUFFIX (smoke).
+Checker 24 oct. 02 h 54 (Toronto, ordre patron : aucun chiffre contaminé non masqué) : colonne test20k BRUTE supprimée (tous modèles ;
+test20k = broad_local_v1/test.bin, contaminé pour broad_local_v1 / broad_gutenberg_v1 / corpus_diverse_v1) ; seul test20k_propre (masque strict)
+est affiché ; neither_code jamais affiché ; plus de moyenne « test20k brut » dans le .json ; paires test20k calculées sur octets/positions
+PROPRES seulement (octets exclus retirés, unités patch chevauchant un octet exclu retirées, hits/n sur positions propres). Sauvegarde .bak_0254."""
+import os, json, itertools, numpy as np
+from math import comb
+D = os.path.dirname(os.path.abspath(__file__)); HITS = os.environ.get("HITS", f"{D}/hits_v4"); OUT = os.environ.get("OUT", f"{D}/results_v4.jsonl"); SUF = os.environ.get("SUFFIX", "")
+WIN = ["seen", "fc2", "fresh_en", "fresh_fr", "neither_code", "test20k", "queries", "test_v3"]; FRESH = ["fc2", "fresh_en", "fresh_fr", "neither_code", "test20k"]  # titre = définition Relay 18:22 (inclut neither_code, contaminé)
+FRESH6 = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3"]  # secondaire : 5 fenêtres propres (test_v3 au lieu de neither_code) ; queries et test_v3 aussi rapportés à part
+# Checker 22 h 24 (ordre patron) : titre = écart seen − moyenne PROPRE (fc2, fresh_en, fresh_fr, test20k sur positions PROPRES, test_v3) ;
+# queries à part ; neither_code EXCLU (plus affiché, plus dans aucune moyenne ni paire). Masque clean_masks/broad_gutenberg_v1_2134.npz
+# (règle ctx64+span, train broad_gutenberg_v1 ⊃ broad_local_v1) appliqué à test20k pour TOUS les modèles (mêmes positions retirées).
+MASKF = f"{D}/clean_masks/broad_gutenberg_v1_2134.npz"; MZ = np.load(MASKF) if os.path.exists(MASKF) else None
+FRESHP = ["fc2", "fresh_en", "fresh_fr", "test20k_propre", "test_v3"]
+# Checker 24 oct. 05 h 18 (Toronto) : audit seen (seen_audit_v4.json, diag checker/recount/cova_seen_0520). Un modèle à tranches stratifiées
+# (cov_prepare) évalué sur le seen par défaut train[2,6 M:2,8 M] peut n'avoir AUCUNE position entraînée (broad_cova : 0/6980) → écart
+# seen − frais NON CALCULABLE (null dans le .json), ligne et paires seen marquées NON COMPARABLE. Sauvegarde .bak_0518.
+SAUD = json.load(open(f"{D}/seen_audit_v4.json"))["tags"] if os.path.exists(f"{D}/seen_audit_v4.json") else {}
+def seen_ok(tag): return SAUD.get(tag, {}).get("trained_frac", 1.0) >= 0.99
+def acc_t20k_propre(z):
+    if MZ is None: return None, None
+    assert str(z["window_sha256"]) == str(MZ["sha__bench_test20k"]); E_ = MZ["bench_test20k__excl"]
+    bad = np.array([E_[int(a):int(a) + int(l)].any() for a, l in zip(z["tgt_start"], z["tgt_len"])]); iv = z["invocab"].astype(bool) & ~bad
+    return 100 * float(z["fused_hit"][iv].mean()), int(bad.sum())
+def t20k_bad(z):
+    E_ = MZ["bench_test20k__excl"]; return np.array([E_[int(a):int(a) + int(l)].any() for a, l in zip(z["tgt_start"], z["tgt_len"])])
+def mcn(b, c):
+    n = b + c; k = min(b, c)
+    return 1.0 if n == 0 else min(1.0, 2 * sum(comb(n, i) for i in range(k + 1)) / 2 ** n)
+def boot(x, y, blk=512, nb=2000, seed=0):
+    """Bootstrap par blocs (DÉCISIF, Relay 18:14) : blocs contigus de 512 octets, 2 000 rééchantillonnages, seed 0 ; Δ = acc_B − acc_A par octet."""
+    nbk = len(x) // blk; X = x[:nbk * blk].reshape(nbk, blk).mean(1); Y = y[:nbk * blk].reshape(nbk, blk).mean(1); d = Y - X
+    r = np.random.default_rng(seed); bs = d[r.integers(0, nbk, (nb, nbk))].mean(1); lo, hi = np.percentile(bs, [2.5, 97.5])
+    return float(d.mean()), float(lo), float(hi), float(min(1.0, 2 * min((bs <= 0).mean(), (bs >= 0).mean())))
+def unit_mcn(za, zb, lo, hi, E=None):
+    """McNemar exact niveau PATCH (DÉCISIF) : unités = segments entre frontières de patch COMMUNES aux deux tokenizers, dans [lo, hi).
+    Une unité est réussie pour un modèle si toutes ses cibles (patches) dans l'unité sont des hits. Unités appariées → McNemar exact."""
+    def bd(z):
+        st, ln = z["tgt_start"], z["tgt_len"]; return st, st + ln, z["fused_hit"]
+    sa, ea, ha_ = bd(za); sb, eb, hb_ = bd(zb)
+    common = np.intersect1d(np.concatenate([sa, ea[-1:]]), np.concatenate([sb, eb[-1:]])); common = common[(common >= lo) & (common <= hi)]
+    def uh(s, e, h):
+        k = np.searchsorted(common, s, side="right") - 1; ok = (s >= common[0]) & (e <= common[-1])
+        u = np.ones(len(common) - 1, bool); np.logical_and.at(u, k[ok], h[ok]); return u
+    x, y = uh(sa, ea, ha_), uh(sb, eb, hb_)
+    if E is not None:  # Checker 02 h 54 : unités chevauchant un octet exclu (masque strict) retirées
+        ce = np.concatenate([[0], np.cumsum(E)]); keepu = (ce[common[1:]] - ce[common[:-1]]) == 0; x, y = x[keepu], y[keepu]
+    b, c = int((x & ~y).sum()), int((~x & y).sum()); return len(x), b, c, mcn(b, c)
+def bytehits(z):
+    """v4.1 : chaque octet de la cible t+1 hérite de fused_hit[t] (OOV = 0) → tableau par octet + plage [début, fin) couverte."""
+    st, ln, h = z["tgt_start"], z["tgt_len"], z["fused_hit"]; L = int(z["window_bytes"]); a = np.zeros(L, bool)
+    for s0, l0, hh in zip(st, ln, h):
+        if hh: a[s0:s0 + l0] = True
+    return a, int(st[0]), int(st[-1] + ln[-1])
+R = {}
+if os.path.exists(OUT):
+    for l in open(OUT):
+        r = json.loads(l); R.setdefault(r["tag"], {})[r["window"]] = r
+E = []
+for l in open(f"{D}/registry_v4.tsv"):
+    if not l.strip() or l.startswith("#"): continue
+    tag, c, lab = l.rstrip("\n").split("\t"); P = {w: f"{HITS}/{tag}__{w}.npz" for w in WIN}
+    E.append((lab, tag, c, {w: dict(np.load(p)) for w, p in P.items()} if all(map(os.path.exists, P.values())) else None))
+J = {"models": {}, "pairs": []}
+WSHOW = ["seen", "fc2", "fresh_en", "fresh_fr", "test20k_propre", "queries", "test_v3"]  # Checker 02 h 54 : test20k brut retiré
+rows = ["| modèle | corpus | " + " | ".join(WSHOW) + " | **fresh moy. PROPRE** (fc2,en,fr,test20k propre,test_v3) | **écart seen − propre** | queries (à part) | positions test20k exclues | wall s | pic RAM Mo | scale cal |", "|---|---|" + "---|" * (len(WSHOW) + 7)]
+for lab, tag, c, h in E:
+    if h is None: rows.append(f"| {lab} | {c} | " + " | ".join("…" for _ in WSHOW) + " | | en attente | | | | | |"); continue
+    a = {w: 100 * float(h[w]["fused_hit"][h[w]["invocab"]].mean()) for w in WIN if w not in ("neither_code", "test20k")}; rr = R.get(tag, {})  # bruts contaminés jamais calculés
+    a["test20k_propre"], nexcl = acc_t20k_propre(h["test20k"]); fmp = float(np.mean([a[w] for w in FRESHP])) if a["test20k_propre"] is not None else float("nan")
+    assert a["test20k_propre"] is not None, "masque strict absent : pas de rapport (ordre patron)"
+    ws = sum(x["eval_s"] for x in rr.values()) + (next(iter(rr.values()))["load_s"] if rr else 0); pk = max([x["peak_rss_mb"] for x in rr.values()] or [0])
+    sc = next(iter(rr.values()))["fusion_cal"]["scale"] if rr else float("nan")
+    sok = seen_ok(tag); gap = a["seen"] - fmp if sok else None
+    J["models"][lab] = {"tag": tag, "acc_invocab": a, "fresh_mean_propre": fmp, "gap_seen_minus_propre": gap,
+                        **({} if sok else {"seen_trained": False, "seen_audit": SAUD[tag], "gap_status": "NON CALCULABLE : fenêtre seen non entraînée (0 position dans une tranche SNN/AM) ; seen = frais in-distribution ; scale hors plage ; ligne non comparable"}), "queries": a["queries"], "test20k_positions_excluded": nexcl,
+                        "test20k_brut": "masqué (strict_clean_only)", "neither_code": "exclu (contaminé)", "wall_s": ws, "peak_rss_mb": pk, "scale": sc, "scale_ok": 0.03 <= sc <= 0.11}
+    sh = {w: f"{a[w]:.2f}" for w in WSHOW}
+    if not sok: sh["seen"] = f"{a['seen']:.2f} ⚠ NON ENTRAÎNÉ ({SAUD[tag]['trained_invocab_n']}/{SAUD[tag]['invocab_n']})"
+    gs = f"{gap:.2f}" if sok else "NON CALCULABLE (seen non entraîné) — NON COMPARABLE"
+    rows.append(f"| {lab}{'' if sok else ' ⚠'} | {c} | " + " | ".join(sh[w] for w in WSHOW) + f" | **{fmp:.2f}** | **{gs}** | {a['queries']:.2f} | {nexcl} | {ws:.0f} | {pk:.0f} | {sc:.3f}{'' if 0.03 <= sc <= 0.11 else ' HORS'} |")
+pr = ["| A | B | fenêtre | A seul (octets) | B seul (octets) | p (indicatif) | signe | A hits/n patches | B hits/n patches | Δ B−A % octets, IC95 bootstrap blocs 512 o |McNemar PATCH (unités à frontières communes) A seul / B seul (DÉCISIF) |", "|---|---|---|---|---|---|---|---|---|---|---|"]
+def pc(z, bad=None):
+    if bad is None: return f"{int(z['fused_hit'].sum())}/{len(z['fused_hit'])}"
+    return f"{int(z['fused_hit'][~bad].sum())}/{int((~bad).sum())} propres"
+for (la, ta, ca, ha), (lb, tb, cb, hb) in itertools.combinations([e for e in E if e[3] is not None], 2):
+    for w in [x for x in WIN if x != "neither_code"]:
+        if not all("tgt_start" in z for z in (ha[w], hb[w])):
+            J["pairs"].append({"A": la, "B": lb, "window": w, "status": "non_apparie"}); pr.append(f"| {la} | {lb} | {w} | – | – | – | NON APPARIÉ (positions de tokenizers différents, à relancer en v4.1) |"); continue
+        if w == "seen" and not (seen_ok(ta) and seen_ok(tb)):
+            J["pairs"].append({"A": la, "B": lb, "window": w, "status": "non_comparable_seen_non_entraine", "A_patch": pc(ha[w]), "B_patch": pc(hb[w])}); pr.append(f"| {la} | {lb} | {w} | – | – | – | NON COMPARABLE (seen NON ENTRAÎNÉ pour {la if not seen_ok(ta) else lb} : seen_audit_v4.json) | {pc(ha[w])} | {pc(hb[w])} |"); continue
+        if str(ha[w]["window_sha256"]) != str(hb[w]["window_sha256"]):
+            J["pairs"].append({"A": la, "B": lb, "window": w, "status": "non_comparable_octets_differents", "A_patch": pc(ha[w]), "B_patch": pc(hb[w])}); pr.append(f"| {la} | {lb} | {w} | – | – | – | NON COMPARABLE (octets différents : seen du corpus propre) | {pc(ha[w])} | {pc(hb[w])} |"); continue
+        x, y = bytehits(ha[w]), bytehits(hb[w]); lo = max(x[1], y[1]); hi = min(x[2], y[2]); x, y = x[0][lo:hi], y[0][lo:hi]
+        EX = MZ["bench_test20k__excl"] if w == "test20k" else None  # Checker 02 h 54 : test20k = octets PROPRES seulement
+        if EX is not None: kp = ~EX[lo:hi]; x, y = x[kp], y[kp]
+        b, cc = int((x & ~y).sum()), int((~x & y).sum()); p = mcn(b, cc); dm, dlo, dhi, pb = boot(x, y); sig = dlo > 0 or dhi < 0; nu, ub, uc, up = unit_mcn(ha[w], hb[w], lo, hi, EX)
+        ba_, bb_ = (t20k_bad(ha[w]), t20k_bad(hb[w])) if EX is not None else (None, None)
+        J["pairs"].append({"A": la, "B": lb, "window": w, "unit": "byte", "boot_delta_pct": 100 * dm, "boot_ci95_pct": [100 * dlo, 100 * dhi], "boot_p": pb, "boot_sig": bool(sig), "patch_units": nu, "patch_A_only": ub, "patch_B_only": uc, "patch_p": up, "patch_sig": bool(up < 0.05), "byte_range": [int(lo), int(hi)], "A_only": b, "B_only": cc, "p": p, "A_patch": pc(ha[w], ba_), "B_patch": pc(hb[w], bb_), **({"masked": "strict_clean_only"} if EX is not None else {})})
+        pr.append(f"| {la} | {lb} | {w} | {b} | {cc} | {p:.2g} | {'B>A' if cc > b else ('A>B' if b > cc else '=')}{' *' if p < 0.05 else ''} | {pc(ha[w], ba_)} | {pc(hb[w], bb_)} | {100*dm:+.2f} [{100*dlo:+.2f} ; {100*dhi:+.2f}] p={pb:.3g}{' **' if sig else ''} | {ub} / {uc} sur {nu} unités, p={up:.2g}{' **' if up < 0.05 else ''} |")
+md = "# Banc scale v4 — fused_acc_invocab (%) — fenêtres fixes identiques (seen = corpus propre)\n\n" + "\n".join(rows) + "\n\n## McNemar exact par paires — v4.1 apparié par OCTET (même flux d'octets, plage commune ; tokenizers différents ⇒ positions non comparables). p McNemar octet = INDICATIF (octets d'un patch corrélés) ; tests DÉCISIFS = McNemar exact niveau patch (unités entre frontières communes) et bootstrap par blocs de 512 o (IC95 excluant 0 = **). Toutes les paires doivent être en v4.1 avant tout verdict. Titre (Checker 22 h 24) = écart seen − moyenne PROPRE (fc2, fresh_en, fresh_fr, test20k sur positions propres [masque clean_masks/broad_gutenberg_v1_2134.npz, ctx64+span], test_v3) ; queries à part ; neither_code EXCLU (contaminé 100 % broad / 90 % old). Colonne test20k brute SUPPRIMÉE (Checker 24 oct. 02 h 54, ordre patron) ; paires test20k ci-dessous = octets et positions PROPRES seulement (masque strict) ; verdict décisif : verdicts/ (verdict_v41.py). ⚠ = seen NON ENTRAÎNÉ (Checker 24 oct. 05 h 18, seen_audit_v4.json) : broad_local_v1 cov a (tranches stratifiées cov_prepare, 64 × 9 375 patches SNN / 64 × 18 750 AM) évalué sur train[2 600 000:2 800 000] = patches 577 008–585 008, entre les tranches SNN [514 302 ; 523 677) / [649 936 ; 659 311) et AM [462 211 ; 480 961) / [597 845 ; 616 595) : 0/6 980 positions in-vocab entraînées → son « seen » est une fenêtre fraîche in-distribution, écart seen − frais non calculable ; scale 0,029 hors plage aussi. Ligne NON COMPARABLE. m8_broad14 (scale 0,030 HORS de 3e-5) : seen 6 980/6 980 entraîné (préfixe SNN 600 k / AM 1,2 M), écart valide mais scale marquée HORS.\n" + "\n".join(pr) + "\n"
+open(f"{D}/scale_bench_v4{SUF}.md", "w").write(md); json.dump(J, open(f"{D}/scale_bench_v4{SUF}.json", "w"), indent=1); print(md)
diff --git a/results/hashing/covb_broad_eval/orig/seen_audit_v4.json b/results/hashing/covb_broad_eval/orig/seen_audit_v4.json
new file mode 100644
index 0000000000000000000000000000000000000000..da24ece16ee28617d204d63b53fc94bc4ac242ba
--- /dev/null
+++ b/results/hashing/covb_broad_eval/orig/seen_audit_v4.json
@@ -0,0 +1,76 @@
+{
+ "_doc": "Checker 05 h 18 (Toronto) — audit fenêtre seen du banc v4 (train[2_600_000:2_800_000] par défaut) : fraction des positions évaluées dont le patch d'entrée est dans une tranche SNN entraînée ou la cible dans une tranche AM entraînée. Script : checker/recount/cova_seen_0520/diag.py (EPT du ckpt, boundaries_chunked). trained_frac < 0,99 => seen NON ENTRAÎNÉ : écart seen − frais non calculable, ligne et paires seen marquées non comparables.",
+ "tags": {
+  "broad_cova": {
+   "seen_window_bytes": [
+    2600000,
+    2800000
+   ],
+   "eval_patch_range": [
+    577008,
+    585008
+   ],
+   "invocab_n": 6980,
+   "trained_invocab_n": 0,
+   "trained_frac": 0.0,
+   "snn_trained_invocab_n": 0,
+   "am_trained_invocab_n": 0,
+   "snn_slices_overlapping": [],
+   "am_slices_overlapping": []
+  },
+  "broad14_ref": {
+   "seen_window_bytes": [
+    2600000,
+    2800000
+   ],
+   "eval_patch_range": [
+    577008,
+    585008
+   ],
+   "invocab_n": 6980,
+   "trained_invocab_n": 6980,
+   "trained_frac": 1.0,
+   "snn_trained_invocab_n": 6980,
+   "am_trained_invocab_n": 6980,
+   "snn_slices_overlapping": [
+    [
+     0,
+     600000
+    ]
+   ],
+   "am_slices_overlapping": [
+    [
+     0,
+     1200000
+    ]
+   ]
+  },
+  "m8_broad14": {
+   "seen_window_bytes": [
+    2600000,
+    2800000
+   ],
+   "eval_patch_range": [
+    577008,
+    585008
+   ],
+   "invocab_n": 6980,
+   "trained_invocab_n": 6980,
+   "trained_frac": 1.0,
+   "snn_trained_invocab_n": 6980,
+   "am_trained_invocab_n": 6980,
+   "snn_slices_overlapping": [
+    [
+     0,
+     600000
+    ]
+   ],
+   "am_slices_overlapping": [
+    [
+     0,
+     1200000
+    ]
+   ]
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/orig/verdict_v41.py b/results/hashing/covb_broad_eval/orig/verdict_v41.py
new file mode 100644
index 0000000000000000000000000000000000000000..e8faafd25cfbe2d4bee68adf078c1b347c030026
--- /dev/null
+++ b/results/hashing/covb_broad_eval/orig/verdict_v41.py
@@ -0,0 +1,100 @@
+#!/usr/bin/env python3
+"""Checker — verdict de rétention v4.1 (Relay 19 h 10). Usage : verdict_v41.py TAG [BASE=old_ref]   (léger : lit hits_v4, aucun modèle chargé)
+Fenêtres du verdict : fc2, fresh_en, fresh_fr, test20k, queries, test_v3 ; neither_code rapporté à part (contaminé) ; seen exclu (octets différents).
+Tests (B = TAG contre A = BASE) :
+  1) McNemar exact niveau patch sur spans IDENTIQUES (même tgt_start ET même tgt_len), sur fused_hit = définition de recount/recount_hashing_v41_1910.py.
+  2) Bootstrap par blocs : hits par octet (chaque octet hérite du fused_hit de son patch cible), plage commune, blocs de 512 o, 2 000 rééchantillonnages, seed 777 ; IC95 de Δ = acc_B − acc_A.
+Décision (Checker 21h52, Relay 21h49) : McNemar exact patch v4.1 SEUL (p < 0,05). Discordants rapportés avec leur sens : ref_only = réf juste / cand faux,
+cand_only = cand juste / réf faux ; sens du gain = signe de cand_only − ref_only. Bootstrap = colonne INDICATIVE, jamais dans la décision.
+Une fenêtre n'est jamais à la fois gain et perte (assert). Masque invocab (19h55) appliqué : hit = fused_hit & invocab des deux côtés.
+Règle : RETENU ssi aucune perte significative sur une fenêtre du verdict ET au moins un gain significatif.
+Référence m9g v2b (λ = 2) : comparée si hits_v4/<BASE>__<w>__v2b.npz existe (avec offsets), sinon notée « indisponible en v4.1 ».
+Sorties : verdicts/<TAG>.json + .md."""
+import os, sys, json, math, numpy as np
+D = os.path.dirname(os.path.abspath(__file__)); H = f"{D}/hits_v4"; VW = ["fc2", "fresh_en", "fresh_fr", "test20k", "queries", "test_v3"]; SEP = ["neither_code"]
+tag = sys.argv[1]; base = sys.argv[2] if len(sys.argv) > 2 else "old_ref"; HITS = os.environ.get("HITS", H); OUTD = os.environ.get("OUTD", f"{D}/verdicts")
+def binp(b, c):
+    n = b + c
+    return 1.0 if n == 0 else min(1.0, 2 * sum(math.comb(n, i) for i in range(min(b, c) + 1)) / 2 ** n)
+def decide(ref_only, cand_only, p, clo, chi):
+    """Checker 21h52 : décision = McNemar patch seul ; sens dérivé des discordants ; bootstrap indicatif séparé."""
+    d = cand_only - ref_only; sens = "cand" if d > 0 else ("ref" if d < 0 else "=")
+    gain = bool(p < 0.05 and d > 0); loss = bool(p < 0.05 and d < 0); assert not (gain and loss)
+    return {"ref_only": int(ref_only), "cand_only": int(cand_only), "base_only": int(ref_only), "discordants": int(ref_only + cand_only), "sens_discordants": sens,
+            "sig_gain": gain, "sig_loss": loss, "patch_testable": bool(ref_only + cand_only > 0),
+            "boot_indicatif": ("+" if clo > 0 else ("-" if chi < 0 else "0")), "boot_gain_indicatif": bool(clo > 0), "boot_loss_indicatif": bool(chi < 0),
+            "boot_conflit_mcnemar": bool((gain and chi < 0) or (loss and clo > 0))}
+def bytehits(z, key="fused_hit"):
+    a = np.zeros(int(z["window_bytes"]), bool)
+    for s, l, h, iv in zip(z["tgt_start"], z["tgt_len"], z[key], z["invocab"]):  # Checker 19h55 : masque invocab (m9g_hit non masqué hors vocab)
+        if h and iv: a[s:s + l] = True
+    return a, int(z["tgt_start"][0]), int(z["tgt_start"][-1] + z["tgt_len"][-1])
+def compare(A, B, ka="fused_hit", kb="fused_hit", E=None):
+    assert str(A["window_sha256"]) == str(B["window_sha256"]), "octets différents"
+    if E is not None: return compare_clean(A, B, ka, kb, E)
+    da = {(int(s), int(l)): bool(h) for s, l, h in zip(A["tgt_start"], A["tgt_len"], A[ka] & A["invocab"])}
+    db = {(int(s), int(l)): bool(h) for s, l, h in zip(B["tgt_start"], B["tgt_len"], B[kb] & B["invocab"])}
+    com = set(da) & set(db); a_only = sum(da[k] and not db[k] for k in com); b_only = sum(db[k] and not da[k] for k in com); p = binp(a_only, b_only)
+    (x, la, ha), (y, lb, hb) = bytehits(A, ka), bytehits(B, kb); lo, hi = max(la, lb), min(ha, hb); x, y = x[lo:hi], y[lo:hi]
+    nb = len(x) // 512; d = y[:nb * 512].reshape(nb, 512).mean(1) - x[:nb * 512].reshape(nb, 512).mean(1)
+    bs = d[np.random.default_rng(777).integers(0, nb, (2000, nb))].mean(1); clo, chi = np.percentile(bs, [2.5, 97.5])
+    dec = decide(a_only, b_only, p, clo, chi)  # Checker 21h52 : McNemar seul, sens = discordants, bootstrap indicatif
+    return {"common_spans": len(com), "patch_p": p, "boot_delta_pct": 100 * float(d.mean()),
+            "boot_ci95_pct": [100 * float(clo), 100 * float(chi)], "byte_range": [lo, hi], **dec, "base_zero_hit": not bool((A[ka] & A["invocab"]).any()), "cand_hits_inv": int((B[kb] & B["invocab"]).sum()), "cand_hits_inv_on_common": int(sum(db[k] for k in com)), "ref_hits_inv_on_common": int(sum(da[k] for k in com)), "invocab_mask": True,
+            "acc_base_inv": 100 * float(A[ka][A["invocab"]].mean()), "acc_cand_inv": 100 * float(B[kb][B["invocab"]].mean())}
+# Checker 21h34 (ordre patron) : verdict UNIQUEMENT sur positions propres. E = masque octet « excl » (64-grammes confirmés dans le train
+# broad_gutenberg_v1 = broad_local_v1 + gutenberg_v2, dilatés de 64 o à droite = contexte 64 o + span). Patch (s,l) contaminé ssi E[s:s+l].any().
+MASKS = [f"{D}/clean_masks/broad_gutenberg_v1_2134.npz", f"{D}/clean_masks/bg1_prefix_2134.npz"]  # complet (290,8 Mo) sinon préfixe (équivalent : delta = 0)
+MASKED_CORPORA = {"broad_gutenberg_v1", "broad_local_v1", "corpus_diverse_v1"}  # Checker 01 h 40 : corpus_diverse_v1 = broad_gutenberg_v1 (5af6398f) + \n\n + multi_lang_v1 (0 recouvrement) → même masque
+def compare_clean(A, B, ka, kb, E):
+    def cl(Z, k):
+        bad = np.array([E[int(s):int(s) + int(l)].any() for s, l in zip(Z["tgt_start"], Z["tgt_len"])]); return bad
+    ba, bb = cl(A, ka), cl(B, kb)
+    da = {(int(s), int(l)): bool(h) for s, l, h, x in zip(A["tgt_start"], A["tgt_len"], A[ka] & A["invocab"], ba) if not x}
+    db = {(int(s), int(l)): bool(h) for s, l, h, x in zip(B["tgt_start"], B["tgt_len"], B[kb] & B["invocab"], bb) if not x}
+    com = set(da) & set(db); a_only = sum(da[k] and not db[k] for k in com); b_only = sum(db[k] and not da[k] for k in com); p = binp(a_only, b_only)
+    (x, la, ha), (y, lb, hb) = bytehits(A, ka), bytehits(B, kb); lo, hi = max(la, lb), min(ha, hb); keep = ~E[lo:hi]; x, y = x[lo:hi][keep], y[lo:hi][keep]
+    nb = len(x) // 512; d = y[:nb * 512].reshape(nb, 512).mean(1) - x[:nb * 512].reshape(nb, 512).mean(1)
+    bs = d[np.random.default_rng(777).integers(0, nb, (2000, nb))].mean(1); clo, chi = np.percentile(bs, [2.5, 97.5])
+    dec = decide(a_only, b_only, p, clo, chi)  # Checker 21h52 : McNemar seul, sens = discordants, bootstrap indicatif
+    ia, ib = A["invocab"].astype(bool) & ~ba, B["invocab"].astype(bool) & ~bb
+    return {"common_spans": len(com), "patch_p": p, "boot_delta_pct": 100 * float(d.mean()),
+            "boot_ci95_pct": [100 * float(clo), 100 * float(chi)], "byte_range": [lo, hi], **dec, "base_zero_hit": not bool((A[ka] & A["invocab"]).any()), "cand_hits_inv": int((B[kb] & B["invocab"]).sum()), "cand_hits_inv_on_common": int(sum(db[k] for k in com)), "ref_hits_inv_on_common": int(sum(da[k] for k in com)), "invocab_mask": True,
+            "acc_base_inv": 100 * float(A[ka][ia].mean()), "acc_cand_inv": 100 * float(B[kb][ib].mean()),
+            "clean": True, "positions_excluded_base": int(ba.sum()), "positions_excluded_cand": int(bb.sum()), "bytes_kept": int(keep.sum()), "bytes_range": hi - lo}
+def corpus_of(t):
+    for l in open(f"{D}/jobs_v4.tsv"):
+        f = l.rstrip("\n").split("\t")
+        if len(f) >= 3 and f[0] == t: return f[2]
+    return None
+def verdict(R):
+    L = [w for w in VW if R[w]["sig_loss"]]; G = [w for w in VW if R[w]["sig_gain"]]
+    assert not set(L) & set(G), f"fenêtre à la fois perte et gain : {set(L) & set(G)}"  # Checker 21h52 (bug fc2 21h48)
+    for w in VW: assert R[w]["sig_gain"] == (R[w]["patch_p"] < 0.05 and R[w]["cand_only"] > R[w]["ref_only"]) and R[w]["sig_loss"] == (R[w]["patch_p"] < 0.05 and R[w]["ref_only"] > R[w]["cand_only"])
+    return ("RETENU" if not L and G else "NON RETENU"), L, G
+out = {"tag": tag, "base": base, "windows": VW, "separate": SEP, "rule": "aucune perte significative + ≥1 gain significatif ; significatif = McNemar exact patch v4.1 seul (p<0,05), sens = cand_only − ref_only ; bootstrap indicatif", "decision_criterion": "mcnemar_patch_v41_only", "bootstrap": {"block": 512, "n": 2000, "seed": 777}}
+ld = lambda t, w, s="": np.load(f"{HITS}/{t}__{w}{s}.npz")
+MK = next((m for m in MASKS if os.path.exists(m)), None) if (corpus_of(tag) in MASKED_CORPORA or corpus_of(base) in MASKED_CORPORA) else None
+if MK is None and (corpus_of(tag) in MASKED_CORPORA or corpus_of(base) in MASKED_CORPORA): sys.exit("ARRÊT : corpus contaminé broad_*, masque propre absent → pas de verdict non masqué (ordre 21h34)")
+if MK is not None:
+    MZ = np.load(MK); SEP = []; out["separate"] = []; out["excluded_entirely"] = ["neither_code"]
+    out["clean_mask"] = {"file": MK, "train_sha256": str(MZ["train_sha256"]), "rule": "patch contaminé ssi un octet de [s-64, s+l) est couvert par un 64-gramme confirmé du train broad_gutenberg_v1"}
+    EM = {w: MZ[f"bench_{w}__excl"] for w in VW}
+    for w in VW: assert str(MZ[f"sha__bench_{w}"]) == str(ld(tag, w)["window_sha256"]), f"masque/fenêtre {w} : sha différent"
+    out["vs_base"] = {w: compare(ld(base, w), ld(tag, w), E=EM[w]) for w in VW}
+else:
+    out["vs_base"] = {w: compare(ld(base, w), ld(tag, w)) for w in VW + SEP}
+v, L, G = verdict(out["vs_base"]); out["verdict"] = {"decision": v, "losses": L, "gains": G}
+if all(os.path.exists(f"{HITS}/{base}__{w}__v2b.npz") for w in VW):
+    out["vs_v2b"] = {w: compare(ld(base, w, "__v2b"), ld(tag, w), ka="m9g_hit", E=(EM[w] if MK else None)) for w in VW}; v2, L2, G2 = verdict(out["vs_v2b"]); out["verdict_v2b"] = {"decision": v2, "losses": L2, "gains": G2}
+else: out["verdict_v2b"] = {"decision": "INDISPONIBLE", "note": f"pas de hits m9g v2b (λ=2) de {base} en v4.1 (fenêtres fixes + offsets) ; anciens hits m9g/hits_v2 = fenêtres v2, non appariables"}
+def tab(R, ws):
+    s = ["| fenêtre | acc réf | acc cand | spans communs | ref_only (réf juste) | cand_only (cand juste) | sens | p McNemar | DÉCISION | bootstrap Δ % [IC95] (indicatif) |", "|---|---|---|---|---|---|---|---|---|---|"]
+    for w in ws:
+        r = R[w]; dec = "GAIN" if r["sig_gain"] else ("PERTE" if r["sig_loss"] else ("n.s. (0 discordant)" if not r["patch_testable"] else "n.s."))
+        note = (" (réf 0 hit)" if r.get("base_zero_hit") else "") + (" ⚠ conflit bootstrap" if r.get("boot_conflit_mcnemar") else "")
+        s.append(f"| {w} | {r['acc_base_inv']:.2f} | {r['acc_cand_inv']:.2f} | {r['common_spans']} | {r['ref_only']} | {r['cand_only']} | {r['sens_discordants']} | {r['patch_p']:.2g} | {dec}{note} | {r['boot_delta_pct']:+.2f} [{r['boot_ci95_pct'][0]:+.2f} ; {r['boot_ci95_pct'][1]:+.2f}] |")
+    return "\n".join(s)
+md = f"# Verdict v4.1 — {tag} contre {base}\n\n**{out['verdict']['decision']}** (pertes : {', '.join(L) or 'aucune'} ; gains : {', '.join(G) or 'aucun'})\n\n" + tab(out["vs_base"], VW) + ((f"\n\nPositions PROPRES seulement (masque {MK}) ; neither_code exclu entièrement." ) if MK else ("\n\nÀ part (contaminé, hors verdict) :\n\n" + tab(out["vs_base"], SEP)))
+md += f"\n\nRéférence m9g v2b (λ=2) : **{out['verdict_v2b']['decision']}**" + (("\n\n" + tab(out["vs_v2b"], VW)) if "vs_v2b" in out else f" — {out['verdict_v2b']['note']}") + "\n"
+os.makedirs(OUTD, exist_ok=True); json.dump(out, open(f"{OUTD}/{tag}.json", "w"), indent=1, ensure_ascii=False); open(f"{OUTD}/{tag}.md", "w").write(md); print(md)
diff --git a/results/hashing/covb_broad_eval/relaunch_on_abort.sh b/results/hashing/covb_broad_eval/relaunch_on_abort.sh
new file mode 100644
index 0000000000000000000000000000000000000000..b3342260a5bbf656682659e9397b7e8270eccc81
--- /dev/null
+++ b/results/hashing/covb_broad_eval/relaunch_on_abort.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+# Kills nothing. Waits for gate 1338150 to exit by itself; relaunches gate_covb_hi.sh (MEMGO=5761719 kB) only if STATUS starts with ABORT_MEM.
+D=$(cd "$(dirname "$0")" && pwd)
+while kill -0 1338150 2>/dev/null; do sleep 60; done
+s=$(head -c 200 $D/STATUS)
+echo "$(TZ=America/Toronto date '+%F %H:%M:%S %Z') gate 1338150 ended: $s" >> $D/relaunch.log
+case "$s" in ABORT_MEM*) echo "$(TZ=America/Toronto date '+%F %H:%M:%S %Z') relaunch gate_covb_hi.sh" >> $D/relaunch.log; exec bash $D/gate_covb_hi.sh;; esac
diff --git a/results/hashing/covb_broad_eval/relay_entry_armed.md b/results/hashing/covb_broad_eval/relay_entry_armed.md
new file mode 100644
index 0000000000000000000000000000000000000000..8eabcf9411282ade265022f522ad8cb95abb4fb8
--- /dev/null
+++ b/results/hashing/covb_broad_eval/relay_entry_armed.md
@@ -0,0 +1,12 @@
+
+### Lu/appliqué — Hashing — 07 h 54 (Toronto) — porte d'éval cov b broad ARMÉE (rien lancé de lourd)
+- **Porte** : gate_covb.sh, **PID 1338150** (setsid, nice 10, OMP=1, PYTHONHASHSEED=0), dossier hashing_gen/covb_broad_eval/. STATUS actuel : WAIT_TRAIN 348162. Elle ne poste rien au relais : elle écrit seulement STATUS, gate.log, eval_covb.log, verdict_covb_broad.{md,json} dans ce dossier.
+- **Conditions, dans l'ordre** : (1) 348162 terminé, puis cm_broad_cov_b.npz et .npz.cov.json présents, « calibration » et « saved » en fin de log, taille du npz stable 60 s ; sinon FAIL_TRAIN et rien n'est lancé. (2) Attente de la fin de chain_b.sh 348160 (son eval_ref_v3 + mcnemar d'origine), 3 h max, pour qu'un seul process Hashing tourne à la fois. (3) MemAvailable ≥ 5,2 Go (décimal) ET moins de 4 lourds (python avec RSS ≥ 500 Mo, tous bots), sondage toutes les 120 s, 24 h max. (4) Éval sous prlimit --as 2,5 Go (RSS de cov a mesuré à 1 284 Mo), timeout 5 h, avec un chien de garde toutes les 2 s qui arrête CETTE éval seulement si MemAvailable < 4,4 Go. (5) Rapport léger (prlimit 1,5 Go).
+- **Banc** : copie locale du banc v4.1 de Checker (eval_bench_v4.py corrigé 05 h 18 : seen = tranche SNN 32 tirée de .npz.cov.json). bench_common, cov_bytes_m8, lowmem_bg1c et eval_ref_v3 sont copiés octet pour octet ; seul ajout, un sys.path dans bench_common. sha256 dans COPIES.sha256. Aucun fichier de checker/, spira_cov/ ou broad/ n'est modifié.
+- **Fenêtres prévues** : seen (tranche SNN 32, définition du banc), seen_snn, fc2, fresh_en, fresh_fr, test20k (positions strict-clean seulement), test_v3, et queries à part. neither_code n'est pas évalué. Moyenne fraîche = fc2, fresh_en, fresh_fr, test20k propre, test_v3. Métrique fused & invocab. Écart = seen − moyenne fraîche, IC95 bootstrap par blocs de 512 o, B = 10 000, seed 0. L'écart n'est calculé que si trained_frac ≥ 0,99 (audit refait comme checker/recount/cova_seen_0520/diag.py) ; sinon NON COMPARABLE.
+- **Masque test20k** : celui du « test20k propre » de cov a, checker/scale/clean_masks/broad_gutenberg_v1_2134.npz (copie dans masks/). Le masque hashing_gen/m7_v41/strict/mask_t20k_strict.npz est rapporté en secondaire. Test à sec sur les hits cov a de Checker : fc2 21,21, fresh_en 5,09, fresh_fr 4,19, test20k propre 7,11 (201 positions exclues avec les deux masques), test_v3 8,79, queries 3,11, moyenne 9,28 ; seen par défaut 0/6 980 entraîné, donc NON COMPARABLE. Ce sont les chiffres de Checker de 05 h 21, retrouvés à l'identique.
+- **⚠ Réserve seen, bras b** : avec cov_prepare (seeds 0/1), les tranches AM du bras b CHEVAUCHENT les tranches SNN, ce qui n'est pas le cas en bras a (64 paires contre 0). Prévision : tranche SNN 32 = patches [4 429 618 ; 4 460 251), dont [4 429 618 ; 4 436 758) est aussi dans l'AM, soit environ 7 139 des 8 000 cibles du seen du banc. Le seen du banc n'est donc PAS « SNN seul » pour cov b. J'ajoute seen_snn, le plus long sous-intervalle de la tranche 32 hors AM (prévu [4 436 758 ; 4 460 251), 23 493 patches), comme seen principal SNN seul. Le seen du banc est rapporté aussi. Ces bornes seront recalculées sur le vrai .npz.cov.json.
+- **Comparaison cov a** : McNemar exact (spans identiques) sur les fenêtres fraîches et queries SEULEMENT si la ligne seen corrigée broad_cova_seen32 existe (porte Checker 1203485, encore en attente) ; sinon chiffres absolus seulement. Résultat INDICATIF (broad_local_v1 contaminé : freshcode, test broad, test20k).
+- **ETA (incertaine)** : 348162 en époque 2, tick 1 530 000/1 960 514 à 07 h 54, environ 35 s par 1 000 ticks, donc fin SNN vers 12 h–12 h 30. Ensuite chain_b (~30–40 min), puis la porte RAM/lourds. Éval prévue d'environ 50 min.
+- Rien tué, rien dans /tmp, aucun téléchargement, aucun push HF.
+— SPIRA Hashing
diff --git a/results/hashing/covb_broad_eval/report_covb.py b/results/hashing/covb_broad_eval/report_covb.py
new file mode 100644
index 0000000000000000000000000000000000000000..cf4d121bcdfc339a572ec2de1ee8bb1912720a30
--- /dev/null
+++ b/results/hashing/covb_broad_eval/report_covb.py
@@ -0,0 +1,231 @@
+#!/usr/bin/env python3
+"""SPIRA Hashing 24 oct. 2026 — rapport cov b broad (léger : lit les hits, recalcule les frontières EPT du train pour l'audit seen ; aucun modèle SNN chargé).
+Métrique = fused_hit & invocab (banc v4.1). Fenêtres fraîches (moyenne) : fc2, fresh_en, fresh_fr, test20k (positions strict-clean), test_v3 ; queries à part ;
+neither_code exclu. Masque test20k PRINCIPAL = checker/scale/clean_masks/broad_gutenberg_v1_2134.npz (copie masks/, celui du « test20k propre » de cov a,
+règle : position (s,l) exclue ssi excl[s:s+l].any(), excl = 64-grammes confirmés du train broad_gutenberg_v1 ⊃ broad_local_v1, dilatés de 64 o) ;
+SECONDAIRE = hashing_gen/m7_v41/strict/mask_t20k_strict.npz (broad_local_v1 + old_local_v1, exclusion ssi covered[s-64:s+l].any()).
+Audit seen (comme checker/recount/cova_seen_0520/diag.py) : trained_frac = part des positions in-vocab dont le patch d'entrée est dans une tranche SNN ;
+< 0,99 → écart NON COMPARABLE. Écart = seen − moyenne des 5 fenêtres fraîches ; IC95 bootstrap par blocs de 512 o (blocs = tgt_start // 512 dans la
+fenêtre, rééchantillonnés indépendamment par fenêtre, acc = Σhits/Σn), B = 10 000, seed 0 (un générateur default_rng(0) par écart, fenêtres dans l'ordre).
+McNemar exact (spans identiques, comme verdict_v41.compare_clean) contre cov a SEULEMENT si la ligne seen corrigée broad_cova_seen32 existe.
+Résultat INDICATIF : broad_local_v1 contaminé (freshcode, test broad, test20k ; hashing_gen/recount_div1/).
+Usage : report_covb.py TAG CKPT    |  report_covb.py --dry-cova (test : hits cov a de Checker, seen par défaut non entraîné, attendu trained_frac 0)."""
+import os, sys, json, math, time, resource, hashlib
+D = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, D); sys.path.insert(0, "/workspace/SPIRA/python")
+import numpy as np
+S = "/workspace/spira_shared"; TRAIN = f"{S}/broad/broad_local_v1/train.bin"; CHV4 = f"{S}/checker/scale/hits_v4"; CHRES = f"{S}/checker/scale/results_v4.jsonl"
+FRESH = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3"]; SEP = ["queries"]
+MK = np.load(f"{D}/masks/broad_gutenberg_v1_2134.npz"); MH = np.load(f"{D}/masks/mask_t20k_strict.npz")
+B_BOOT, BLK, SEED = 10_000, 512, 0
+def now(): return time.strftime("%Y-%m-%d %H:%M:%S %Z")
+def bad_ck(z, w):
+    assert str(MK[f"sha__bench_{w}"]) == str(z["window_sha256"]), f"masque Checker/fenêtre {w} : sha différent"
+    E = MK[f"bench_{w}__excl"]; return np.array([E[int(s):int(s) + int(l)].any() for s, l in zip(z["tgt_start"], z["tgt_len"])], bool)
+def bad_hs(z):
+    assert str(MH["sha__test20k"]) == str(z["window_sha256"]); C = MH["broad_local_v1__covered"] | MH["old_local_v1__covered"]
+    return np.array([C[max(0, int(s) - 64):int(s) + int(l)].any() for s, l in zip(z["tgt_start"], z["tgt_len"])], bool)
+def keep_of(z, w, mask="checker"):
+    iv = z["invocab"].astype(bool)
+    if w.startswith("seen"): return iv, 0
+    b = bad_ck(z, w) if mask == "checker" else bad_hs(z); return iv & ~b, int(b.sum())
+def acc(z, k): return 100 * float(z["fused_hit"][k].mean()) if k.any() else float("nan")
+def blocks(z, k):
+    bid = (z["tgt_start"].astype(np.int64) // BLK)[k]; h = z["fused_hit"].astype(np.int64)[k]; u, inv = np.unique(bid, return_inverse=True)
+    return np.bincount(inv, weights=h, minlength=len(u)), np.bincount(inv, minlength=len(u)).astype(float)
+def boot_gap(seen, fresh):
+    """seen, fresh = (hits_par_bloc, n_par_bloc) ; retourne gap ponctuel, IC95, accs bootstrap."""
+    rng = np.random.default_rng(SEED); out = []
+    for h, n in [seen] + fresh:
+        idx = rng.integers(0, len(n), (B_BOOT, len(n))); out.append(100 * h[idx].sum(1) / n[idx].sum(1))
+    g = out[0] - np.mean(out[1:], axis=0); pt = 100 * seen[0].sum() / seen[1].sum() - np.mean([100 * h.sum() / n.sum() for h, n in fresh])
+    lo, hi = np.percentile(g, [2.5, 97.5]); return float(pt), [float(lo), float(hi)], [list(map(float, np.percentile(o, [2.5, 97.5]))) for o in out]
+def binp(b, c):
+    n = b + c; return 1.0 if n == 0 else min(1.0, 2 * sum(math.comb(n, i) for i in range(min(b, c) + 1)) / 2 ** n)
+def mcnemar(A, B, w):
+    assert str(A["window_sha256"]) == str(B["window_sha256"]), "octets différents"
+    ka, _ = keep_of(A, w); kb, _ = keep_of(B, w)  # keep = invocab & propre ; hit = fused & invocab (verdict_v41)
+    ba = bad_ck(A, w); bb = bad_ck(B, w)
+    da = {(int(s), int(l)): bool(h) for s, l, h, x in zip(A["tgt_start"], A["tgt_len"], A["fused_hit"] & A["invocab"], ba) if not x}
+    db = {(int(s), int(l)): bool(h) for s, l, h, x in zip(B["tgt_start"], B["tgt_len"], B["fused_hit"] & B["invocab"], bb) if not x}
+    com = set(da) & set(db); a1 = sum(da[k] and not db[k] for k in com); b1 = sum(db[k] and not da[k] for k in com); p = binp(a1, b1)
+    return {"common_spans": len(com), "cova_only": int(a1), "covb_only": int(b1), "p_exact": p, "sig": bool(p < 0.05),
+            "sens": "cov b" if b1 > a1 else ("cov a" if a1 > b1 else "="), "acc_cova": acc(A, ka), "acc_covb": acc(B, kb)}
+def ept_of(ck):
+    from spira.ept import EPT
+    z = np.load(ck); e = EPT(budget_bits=16.0); e.log2p = z["log2p"].astype(np.float32); p = z["ept_params"]
+    e.budget_bits, e.min_len, e.max_len, e.alpha = float(p[0]), int(p[1]), int(p[2]), float(p[3]); return e
+_BCACHE = {}
+def audit(ck, cj, z, w0):
+    """== diag.py : tp = patch contenant le 1er octet de la cible (w0 + tgt_start), ctx = tp − 1 ; SNN : ctx dans une tranche ; AM : tp dans une tranche."""
+    from lowmem_bg1c import boundaries_chunked
+    e = ept_of(ck); key = hashlib.sha256(np.ascontiguousarray(e.log2p).tobytes() + repr((e.budget_bits, e.min_len, e.max_len, e.alpha)).encode()).hexdigest()
+    if key not in _BCACHE:
+        u8 = np.frombuffer(open(TRAIN, "rb").read(), np.uint8); _BCACHE[key] = boundaries_chunked(e, u8).astype(np.int64); del u8
+    b = _BCACHE[key]; ts = z["tgt_start"].astype(np.int64) + int(w0); tp = np.searchsorted(b, ts, side="right") - 1; ctx = tp - 1
+    def inside(idx, sl):
+        r = np.zeros(len(idx), bool)
+        for s, e_ in sl: r |= (idx >= s) & (idx < e_)
+        return r
+    snn, am = [tuple(x) for x in cj["snn_slices"]], [tuple(x) for x in cj["am_slices"]]; iv = z["invocab"].astype(bool)
+    ins, ina = inside(ctx, snn) & iv, inside(tp, am) & iv; n = int(iv.sum())
+    return {"invocab_n": n, "boundary_sync_frac": round(float(np.mean(b[tp] == ts)), 4), "eval_patch_range": [int(tp[0]), int(tp[-1])],
+            "snn_trained_invocab_n": int(ins.sum()), "trained_frac": round(float(ins.sum()) / max(n, 1), 4),
+            "am_trained_invocab_n": int(ina.sum()), "am_frac": round(float(ina.sum()) / max(n, 1), 4), "both_frac": round(float((ins & ina).sum()) / max(n, 1), 4),
+            "acc_snn_trained": acc(z, ins) if ins.any() else None, "acc_snn_only_trained": acc(z, ins & ~ina) if (ins & ~ina).any() else None}
+def run(tag, ck, cj, hits, seens, outbase, cova=None):
+    t0 = time.time(); R = {"tag": tag, "ckpt": ck, "generated": now(), "status": "INDICATIF (broad_local_v1 contaminé : seules fenêtres/positions propres comptées)",
+         "metric": "fused_hit & invocab (banc v4.1)", "bench": "copie locale du banc v4.1 Checker (eval_bench_v4.py .bak_0518 corrigé, seen = tranche SNN 32)",
+         "test20k_mask_principal": "checker/scale/clean_masks/broad_gutenberg_v1_2134.npz (copie masks/) = masque du « test20k propre » de cov a",
+         "test20k_mask_secondaire": "hashing_gen/m7_v41/strict/mask_t20k_strict.npz (copie masks/)", "neither_code": "exclu (contaminé), non évalué",
+         "bootstrap": {"block_bytes": BLK, "B": B_BOOT, "seed": SEED, "unit": "blocs tgt_start//512 par fenêtre, rééchantillonnés indépendamment ; acc = Σhits/Σn"}}
+    W = {w: dict(np.load(p)) for w, p in hits.items() if os.path.exists(p)}; R["windows_missing"] = [w for w in hits if w not in W]
+    A = {}
+    for w in FRESH + SEP:
+        if w not in W: continue
+        k, nb = keep_of(W[w], w); A[w] = {"acc_invocab_pct": acc(W[w], k), "n_kept": int(k.sum()), "n_positions": len(k), "positions_excluded_mask": nb}
+        if w == "test20k":
+            k2, nb2 = keep_of(W[w], w, "hashing"); A[w].update({"acc_invocab_pct_mask_hashing": acc(W[w], k2), "positions_excluded_mask_hashing": nb2, "n_kept_mask_hashing": int(k2.sum()), "brut": "masqué (non calculé)"})
+    R["fresh"] = A; R["queries_a_part"] = A.get("queries")
+    have = all(w in W for w in FRESH); R["fresh_mean_propre"] = float(np.mean([A[w]["acc_invocab_pct"] for w in FRESH])) if have else None
+    R["seen"] = {}
+    for sname, w0, label in seens:
+        if sname not in W: R["seen"][sname] = {"status": "ABSENT (hits manquants)", "def": label}; continue
+        z = W[sname]; k, _ = keep_of(z, sname); au = audit(ck, cj, z, w0); ok = au["trained_frac"] >= 0.99
+        e = {"def": label, "window_byte_start": int(w0), "acc_invocab_pct": acc(z, k), "snn_invocab_pct": 100 * float(z["snn_hit"][k].mean()), "n_invocab": int(k.sum()), "audit": au, "trained_ok": ok}
+        if ok and have:
+            pt, ci, pw = boot_gap(blocks(z, k), [blocks(W[w], keep_of(W[w], w)[0]) for w in FRESH])
+            e.update({"gap_pts": pt, "gap_ci95": ci, "gap_status": "CALCULÉ (INDICATIF)", "acc_ci95_bootstrap": dict(zip([sname] + FRESH, pw))})
+            # variante test20k masque Hashing (secondaire)
+            fr2 = [blocks(W[w], keep_of(W[w], w, "hashing" if w == "test20k" else "checker")[0]) for w in FRESH]; pt2, ci2, _ = boot_gap(blocks(z, k), fr2)
+            e.update({"gap_pts_mask_hashing": pt2, "gap_ci95_mask_hashing": ci2})
+        else: e.update({"gap_pts": None, "gap_status": "NON COMPARABLE (trained_frac < 0,99)" if not ok else "NON CALCULABLE (fenêtre fraîche manquante)"})
+        R["seen"][sname] = e
+    if cova:
+        R["vs_cova"] = cova(W, ck)
+    R["peak_rss_mb"] = resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024; R["wall_s"] = round(time.time() - t0, 1)
+    json.dump(R, open(outbase + ".json", "w"), indent=1, ensure_ascii=False); open(outbase + ".md", "w").write(md(R)); print(md(R)); return R
+def f2(x): return "—" if x is None or (isinstance(x, float) and math.isnan(x)) else f"{x:.2f}"
+def md(R):
+    L = [f"# cov b broad — banc v4.1 (copie Hashing) — {R['tag']} — {R['generated']}", "", f"**{R['status']}**", "",
+         f"Métrique : {R['metric']}. Banc : {R['bench']}. Masque test20k principal : {R['test20k_mask_principal']} ; secondaire : {R['test20k_mask_secondaire']}. neither_code : {R['neither_code']}.", ""]
+    if R["windows_missing"]: L += [f"⚠ fenêtres manquantes : {', '.join(R['windows_missing'])}", ""]
+    L += ["| fenêtre | acc invocab % | n gardées | positions exclues (masque) |", "|---|---|---|---|"]
+    for w, a in R["fresh"].items():
+        L.append(f"| {w}{' (à part)' if w in SEP else ''} | {f2(a['acc_invocab_pct'])} | {a['n_kept']} | {a['positions_excluded_mask']} |")
+        if w == "test20k": L.append(f"| test20k (masque Hashing, secondaire) | {f2(a['acc_invocab_pct_mask_hashing'])} | {a['n_kept_mask_hashing']} | {a['positions_excluded_mask_hashing']} |")
+    L += ["", f"Moyenne fraîche propre (fc2, fresh_en, fresh_fr, test20k propre, test_v3) : **{f2(R['fresh_mean_propre'])}**", ""]
+    L += ["| seen | définition | acc invocab % | SNN seul % | trained_frac (SNN) | part AM | écart seen − frais (pts) | IC95 bootstrap | statut | écart (masque t20k Hashing) |", "|---|---|---|---|---|---|---|---|---|---|"]
+    for s, e in R["seen"].items():
+        if "audit" not in e: L.append(f"| {s} | {e['def']} | — | — | — | — | — | — | {e['status']} | — |"); continue
+        au = e["audit"]; ci = e.get("gap_ci95"); ci2 = e.get("gap_ci95_mask_hashing")
+        L.append(f"| {s} | {e['def']} | {f2(e['acc_invocab_pct'])} | {f2(e['snn_invocab_pct'])} | {au['trained_frac']:.4f} ({au['snn_trained_invocab_n']}/{au['invocab_n']}) | {au['am_frac']:.4f} | {f2(e.get('gap_pts'))} | {('[' + f2(ci[0]) + ' ; ' + f2(ci[1]) + ']') if ci else '—'} | {e['gap_status']} | {f2(e.get('gap_pts_mask_hashing'))}{(' [' + f2(ci2[0]) + ' ; ' + f2(ci2[1]) + ']') if ci2 else ''} |")
+    v = R.get("vs_cova")
+    if v:
+        L += ["", f"## Contre cov a — {v['status']}", ""]
+        if v.get("mcnemar"):
+            L += ["| fenêtre | acc cov a | acc cov b | spans communs | cov a seul | cov b seul | p McNemar exact | sens |", "|---|---|---|---|---|---|---|---|"]
+            for w, r in v["mcnemar"].items(): L.append(f"| {w} | {f2(r['acc_cova'])} | {f2(r['acc_covb'])} | {r['common_spans']} | {r['cova_only']} | {r['covb_only']} | {r['p_exact']:.3g}{' *' if r['sig'] else ''} | {r['sens']} |")
+            L += ["", "seen : pas de McNemar (octets différents : tranche 32 de cov a ≠ tranche 32 de cov b)."]
+            if v.get("cova_seen32"): c = v["cova_seen32"]; L += [f"cov a seen32 (Checker) : acc {f2(c.get('acc_invocab_pct'))} %, trained_frac {c.get('audit', {}).get('trained_frac')}, écart {f2(c.get('gap_pts'))} {c.get('gap_ci95')} ({c.get('gap_status')})."]
+    L += ["", f"pic RSS rapport {R['peak_rss_mb']:.0f} Mo ; {R['wall_s']} s. — SPIRA Hashing", ""]
+    return "\n".join(L)
+def cova_cmp_factory():
+    """Comparaison cov a : SEULEMENT si la ligne seen corrigée (tag broad_cova_seen32) existe dans results_v4.jsonl ET ses hits."""
+    def f(W, ck_b):
+        rows = [json.loads(l) for l in open(CHRES) if l.strip()] if os.path.exists(CHRES) else []
+        row = next((r for r in reversed(rows) if r.get("tag") == "broad_cova_seen32" and r.get("window") == "seen"), None); hp = f"{CHV4}/broad_cova_seen32__seen.npz"
+        if row is None or not os.path.exists(hp): return {"status": "pas de ligne cov a seen corrigée (broad_cova_seen32) : chiffres absolus seulement, pas de McNemar"}
+        out = {"status": "ligne cov a seen corrigée présente → McNemar sur les fenêtres fraîches + queries", "cova_row": row, "mcnemar": {}}
+        for w in FRESH + SEP:
+            pa = f"{CHV4}/broad_cova__{w}.npz"
+            if w in W and os.path.exists(pa): out["mcnemar"][w] = mcnemar(dict(np.load(pa)), W[w], w)
+        cka = f"{S}/spira_cov/cm_broad_cov_a.npz"; cja = json.load(open(cka + ".cov.json")); z = dict(np.load(hp))
+        m = __import__("re").search(r"train\[(\d+):(\d+)\]", row.get("seen_def", "")); 
+        if m:
+            k, _ = keep_of(z, "seen"); au = audit(cka, cja, z, int(m.group(1))); e = {"acc_invocab_pct": acc(z, k), "audit": au, "seen_def": row["seen_def"]}
+            FA = {w: dict(np.load(f"{CHV4}/broad_cova__{w}.npz")) for w in FRESH}
+            if au["trained_frac"] >= 0.99:
+                pt, ci, _ = boot_gap(blocks(z, k), [blocks(FA[w], keep_of(FA[w], w)[0]) for w in FRESH]); e.update({"gap_pts": pt, "gap_ci95": ci, "gap_status": "CALCULÉ (INDICATIF)"})
+            else: e.update({"gap_pts": None, "gap_status": "NON COMPARABLE (trained_frac < 0,99)"})
+            out["cova_seen32"] = e
+        return out
+    return f
+
+# ---- Hashing 24 oct. ~09 h 39 (Toronto) : verdict PRINCIPAL = v4.2 apparié (copie octet-identique de checker/scale/verdict_v42.py via verdict_covb_v42.py).
+# Le tableau v4.1 ci-dessus (taux non appariés, écart seen − frais) devient SECONDAIRE : « v4.1 non apparié — ne pas citer ».
+V42_REFS = ["old_ref", "old_ref:__v2b:m9g_hit", "broad14_ref", "m8_broad14", "broad_cova", "broad_full"]; V42_PRIMARY = "old_ref"
+def finalize(tag, R, outbase):
+    import importlib.util, traceback
+    os.rename(outbase + ".md", outbase + "_v41_non_apparie.md"); os.rename(outbase + ".json", outbase + "_v41_non_apparie.json")
+    try:
+        spec = importlib.util.spec_from_file_location("vcv42", f"{D}/verdict_covb_v42.py"); V = importlib.util.module_from_spec(spec); spec.loader.exec_module(V)
+        out = f"{D}/v42_{tag}"; os.makedirs(out, exist_ok=True); S = V.main(tag, f"{D}/hits", out, V42_REFS)
+        json.dump(S, open(f"{out}/v42_{tag}.json", "w"), indent=1, ensure_ascii=False); tab = V.md(S, V42_PRIMARY)
+    except Exception:
+        S = {"status": "ÉCHEC v4.2 : " + traceback.format_exc()[-600:]}; tab = "⚠ " + S["status"]
+    sn = R["seen"].get("seen_snn", {}); au = sn.get("audit") or {}
+    if sn.get("trained_ok"): seen_line = f"seen_snn (RÉFÉRENCE seen) : acc invocab {f2(sn['acc_invocab_pct'])} % (SNN seul {f2(sn['snn_invocab_pct'])} %), trained_frac {au['trained_frac']:.4f} ({au['snn_trained_invocab_n']}/{au['invocab_n']}) ≥ 0,99 ; {sn['def']}. seen non apparié (octets propres à chaque corpus)."
+    else: seen_line = f"seen_snn : NON COMPARABLE ({sn.get('status') or ('trained_frac ' + str(au.get('trained_frac')) + ' < 0,99')})."
+    pr = (S.get("refs") or {}).get(V42_PRIMARY, {})
+    # --- 09 h 58 (Toronto), réserves Checker 09 h 45 ---
+    # (1) Règle patron « meilleur sur seen ET frais », énoncée À PART de la règle Checker v4.2 (fraîches seulement). Le seen n'est PAS apparié :
+    #     seen_snn cov b (tranche SNN 32 de son train) contre seen banc v4 de la référence (results_v4.jsonl, train[2,6 M:2,8 M] de SON corpus) =
+    #     octets et segmentations différents → comparaison INDICATIVE. Frais = décision v4.2 appariée (RETENU).
+    seen_ref = {}
+    try:
+        for l in open(CHRES):
+            if l.strip():
+                r = json.loads(l)
+                if r.get("window") == "seen": seen_ref[r["tag"]] = r.get("fused_invocab_pct")
+        aud = json.load(open(os.path.join(os.path.dirname(CHRES), "seen_audit_v4.json"))).get("tags", {})
+    except Exception as e: aud = {}; print("règle patron : lecture seen réf impossible", e)
+    patron = {}
+    for rn, rr in (S.get("refs") or {}).items():
+        if rr.get("status") != "OK": patron[rn] = {"patron": "INDISPONIBLE (" + str(rr.get("status")) + ")"}; continue
+        base = rr.get("base", rn.split(":")[0]); sr = seen_ref.get(base) if not rr.get("suffix") else None
+        fr = rr.get("decision") == "RETENU"; ra = aud.get(base, {}).get("trained_frac")
+        if not sn.get("trained_ok"): v = "NON ÉVALUABLE (seen_snn cov b non comparable)"; sb = None
+        elif ra is not None and ra < 0.99: v = f"NON ÉVALUABLE (seen de la référence non entraîné : trained_frac {ra})"; sb = None
+        elif sr is None: v = "NON ÉVALUABLE (seen de la référence non mesuré" + (" pour la variante " + rr["suffix"] if rr.get("suffix") else "") + ")"; sb = None
+        else:
+            sb = sn["acc_invocab_pct"] > sr
+            v = ("MEILLEUR sur seen ET frais" if (sb and fr) else "NON") + f" (seen {'>' if sb else '≤'} réf, indicatif non apparié ; frais v4.2 {rr.get('decision')})"
+        patron[rn] = {"patron": v, "seen_covb_snn_pct": sn.get("acc_invocab_pct"), "seen_ref_bench_v4_pct": sr, "seen_ref_trained_frac": ra,
+                      "seen_better_unpaired": sb, "fresh_v42_retenu": fr}
+    pl = ["## Règle patron « meilleur sur seen ET frais » (distincte de la décision Checker v4.2)", "",
+          "Seen NON APPARIÉ : seen_snn de cov b (tranche SNN de son train) contre seen banc v4 de la référence (results_v4.jsonl ; autres octets, autre segmentation) → indicatif seulement. Frais = décision v4.2 appariée.", "",
+          "| référence | seen cov b (seen_snn) % | seen réf (banc v4) % | trained_frac seen réf | frais v4.2 | règle patron |", "|---|---|---|---|---|---|"]
+    for rn, q in patron.items():
+        pl.append(f"| {rn} | {f2(q.get('seen_covb_snn_pct'))} | {f2(q.get('seen_ref_bench_v4_pct'))} | {q.get('seen_ref_trained_frac') if q.get('seen_ref_trained_frac') is not None else 'non audité'} | {'RETENU' if q.get('fresh_v42_retenu') else ('—' if 'fresh_v42_retenu' not in q else 'NON RETENU')} | {q['patron']} |")
+    pl.append("")
+    # (2) Décision INDISPONIBLE : gate_covb écrirait « DONE » (STATUS écrasé après le rapport). On écrit donc un marqueur V42_INDISPONIBLE_<tag>.txt
+    #     et finalize() renvoie False → sortie 8 → la porte écrit « FAIL_REPORT rc=8 » au lieu de DONE. Le .md/.json restent écrits.
+    mk = f"{D}/V42_INDISPONIBLE_{tag}.txt"
+    if os.path.exists(mk): os.rename(mk, mk + ".ancien")
+    unavailable = pr.get("status") != "OK" or pr.get("decision") is None
+    if unavailable:
+        open(mk, "w").write(f"{R.get('generated')} — {tag} : décision principale v4.2 INDISPONIBLE contre {V42_PRIMARY} : {pr.get('status') or S.get('status') or 'référence principale absente du résumé v4.2'}\n"
+                            "Ne pas poster de verdict. report_covb.py sort avec le code 8 (porte → FAIL_REPORT rc=8).\n")
+    head = [f"# Verdict PRINCIPAL v4.2 (apparié, segmentation commune figée) — {tag} — {R['generated']}", "",
+            f"**Décision principale (contre {V42_PRIMARY}, règle Checker v4.2) : {pr.get('decision', 'INDISPONIBLE — ' + str(pr.get('status') or S.get('status')))}**", "",
+            seen_line, "", *pl, "Méthode : checker/scale/verdict_v42.py (copie v42/, sha256 a055feaa…) — unités = segments entre frontières de patch communes aux deux bras, gardées ssi in-vocab dans les DEUX bras et aucun octet exclu (masque propre union), taux APPARIÉS + McNemar exact ; bootstrap indicatif. Références = hits Checker hits_v4 (copies figées dans v42_" + tag + "/hits/, sha256 dans v42_" + tag + ".json).", "", tab, "",
+            "## v4.1 non apparié — ne pas citer", "", "(taux par bras sur des segmentations différentes ; conservé pour traçabilité seulement)", ""]
+    v41 = open(outbase + "_v41_non_apparie.md").read()
+    open(outbase + ".md", "w").write("\n".join(head) + v41)
+    json.dump({"tag": tag, "primary": "v4.2 apparié", "decision_principale": pr.get("decision"), "reference_principale": V42_PRIMARY, "seen_reference": {"window": "seen_snn", **sn}, "regle_patron_seen_et_frais": patron, "v42_indisponible": unavailable,
+               "v42": S, "v41_non_apparie_ne_pas_citer": R}, open(outbase + ".json", "w"), indent=1, ensure_ascii=False)
+    print("\n".join(head[:8]))
+    if unavailable: print("V42 INDISPONIBLE → marqueur", mk, "; sortie 8")
+    return not unavailable
+if __name__ == "__main__":
+    if sys.argv[1] == "--dry-cova":
+        ck = f"{S}/spira_cov/cm_broad_cov_a.npz"; cj = json.load(open(ck + ".cov.json")); os.makedirs(f"{D}/smoke", exist_ok=True)
+        hits = {w: f"{CHV4}/broad_cova__{w}.npz" for w in ["seen"] + FRESH + SEP}
+        run("DRY_cova_hits_checker", ck, cj, hits, [("seen", 2_600_000, "train[2600000:2800000] (seen par défaut, cov a : attendu NON ENTRAÎNÉ)")], f"{D}/smoke/dry_cova", cova=None)
+    else:
+        tag, ck = sys.argv[1:3]; cj = json.load(open(ck + ".cov.json")); sd = json.load(open(f"{D}/seen_def_{tag}.json"))
+        seens = [("seen_snn", sd["seen_snn"]["bytes"][0], "SNN seul : " + sd["seen_snn"]["def"])] if sd.get("seen_snn") else []
+        seens += [("seen", sd["bench_seen"]["bytes"][0], "banc v4 : " + sd["seen_def"])]
+        hits = {w: f"{D}/hits/{tag}__{w}.npz" for w in [s for s, _, _ in seens] + FRESH + SEP}
+        R = run(tag, ck, cj, hits, seens, f"{D}/verdict_{tag}", cova=None)  # 24 oct. ~09 h 39 : McNemar cov a v4.1 (FAIL v4.2) retiré ; cov a passe par v4.2 (broad_cova)
+        if not finalize(tag, R, f"{D}/verdict_{tag}"): sys.exit(8)  # 09 h 58 : décision v4.2 INDISPONIBLE → porte FAIL_REPORT rc=8 (pas DONE)
diff --git a/results/hashing/covb_broad_eval/smoke/dry_cova.json b/results/hashing/covb_broad_eval/smoke/dry_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5273bf6204a603c826d624f063b71eb037b4940
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/dry_cova.json
@@ -0,0 +1,96 @@
+{
+ "tag": "DRY_cova_hits_checker",
+ "ckpt": "/workspace/spira_shared/spira_cov/cm_broad_cov_a.npz",
+ "generated": "2026-10-24 04:52:44 PDT",
+ "status": "INDICATIF (broad_local_v1 contaminé : seules fenêtres/positions propres comptées)",
+ "metric": "fused_hit & invocab (banc v4.1)",
+ "bench": "copie locale du banc v4.1 Checker (eval_bench_v4.py .bak_0518 corrigé, seen = tranche SNN 32)",
+ "test20k_mask_principal": "checker/scale/clean_masks/broad_gutenberg_v1_2134.npz (copie masks/) = masque du « test20k propre » de cov a",
+ "test20k_mask_secondaire": "hashing_gen/m7_v41/strict/mask_t20k_strict.npz (copie masks/)",
+ "neither_code": "exclu (contaminé), non évalué",
+ "bootstrap": {
+  "block_bytes": 512,
+  "B": 10000,
+  "seed": 0,
+  "unit": "blocs tgt_start//512 par fenêtre, rééchantillonnés indépendamment ; acc = Σhits/Σn"
+ },
+ "windows_missing": [],
+ "fresh": {
+  "fc2": {
+   "acc_invocab_pct": 21.207201889020073,
+   "n_kept": 6776,
+   "n_positions": 8000,
+   "positions_excluded_mask": 0
+  },
+  "fresh_en": {
+   "acc_invocab_pct": 5.089958480701215,
+   "n_kept": 6503,
+   "n_positions": 8000,
+   "positions_excluded_mask": 0
+  },
+  "fresh_fr": {
+   "acc_invocab_pct": 4.191238416175231,
+   "n_kept": 4748,
+   "n_positions": 8000,
+   "positions_excluded_mask": 0
+  },
+  "test20k": {
+   "acc_invocab_pct": 7.105484141851301,
+   "n_kept": 15481,
+   "n_positions": 20000,
+   "positions_excluded_mask": 201,
+   "acc_invocab_pct_mask_hashing": 7.105484141851301,
+   "positions_excluded_mask_hashing": 201,
+   "n_kept_mask_hashing": 15481,
+   "brut": "masqué (non calculé)"
+  },
+  "test_v3": {
+   "acc_invocab_pct": 8.78968253968254,
+   "n_kept": 15120,
+   "n_positions": 20000,
+   "positions_excluded_mask": 0
+  },
+  "queries": {
+   "acc_invocab_pct": 3.11340206185567,
+   "n_kept": 4850,
+   "n_positions": 7750,
+   "positions_excluded_mask": 0
+  }
+ },
+ "queries_a_part": {
+  "acc_invocab_pct": 3.11340206185567,
+  "n_kept": 4850,
+  "n_positions": 7750,
+  "positions_excluded_mask": 0
+ },
+ "fresh_mean_propre": 9.276713093486071,
+ "seen": {
+  "seen": {
+   "def": "train[2600000:2800000] (seen par défaut, cov a : attendu NON ENTRAÎNÉ)",
+   "window_byte_start": 2600000,
+   "acc_invocab_pct": 10.37249283667622,
+   "snn_invocab_pct": 5.759312320916905,
+   "n_invocab": 6980,
+   "audit": {
+    "invocab_n": 6980,
+    "boundary_sync_frac": 0.9982,
+    "eval_patch_range": [
+     577008,
+     585008
+    ],
+    "snn_trained_invocab_n": 0,
+    "trained_frac": 0.0,
+    "am_trained_invocab_n": 0,
+    "am_frac": 0.0,
+    "both_frac": 0.0,
+    "acc_snn_trained": null,
+    "acc_snn_only_trained": null
+   },
+   "trained_ok": false,
+   "gap_pts": null,
+   "gap_status": "NON COMPARABLE (trained_frac < 0,99)"
+  }
+ },
+ "peak_rss_mb": 454.76953125,
+ "wall_s": 13.8
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/dry_cova.md b/results/hashing/covb_broad_eval/smoke/dry_cova.md
new file mode 100644
index 0000000000000000000000000000000000000000..d2503116a61a8a5cdad288f3490ee3c6d88d362c
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/dry_cova.md
@@ -0,0 +1,23 @@
+# cov b broad — banc v4.1 (copie Hashing) — DRY_cova_hits_checker — 2026-10-24 04:52:44 PDT
+
+**INDICATIF (broad_local_v1 contaminé : seules fenêtres/positions propres comptées)**
+
+Métrique : fused_hit & invocab (banc v4.1). Banc : copie locale du banc v4.1 Checker (eval_bench_v4.py .bak_0518 corrigé, seen = tranche SNN 32). Masque test20k principal : checker/scale/clean_masks/broad_gutenberg_v1_2134.npz (copie masks/) = masque du « test20k propre » de cov a ; secondaire : hashing_gen/m7_v41/strict/mask_t20k_strict.npz (copie masks/). neither_code : exclu (contaminé), non évalué.
+
+| fenêtre | acc invocab % | n gardées | positions exclues (masque) |
+|---|---|---|---|
+| fc2 | 21.21 | 6776 | 0 |
+| fresh_en | 5.09 | 6503 | 0 |
+| fresh_fr | 4.19 | 4748 | 0 |
+| test20k | 7.11 | 15481 | 201 |
+| test20k (masque Hashing, secondaire) | 7.11 | 15481 | 201 |
+| test_v3 | 8.79 | 15120 | 0 |
+| queries (à part) | 3.11 | 4850 | 0 |
+
+Moyenne fraîche propre (fc2, fresh_en, fresh_fr, test20k propre, test_v3) : **9.28**
+
+| seen | définition | acc invocab % | SNN seul % | trained_frac (SNN) | part AM | écart seen − frais (pts) | IC95 bootstrap | statut | écart (masque t20k Hashing) |
+|---|---|---|---|---|---|---|---|---|---|
+| seen | train[2600000:2800000] (seen par défaut, cov a : attendu NON ENTRAÎNÉ) | 10.37 | 5.76 | 0.0000 (0/6980) | 0.0000 | — | — | NON COMPARABLE (trained_frac < 0,99) | — |
+
+pic RSS rapport 455 Mo ; 13.8 s. — SPIRA Hashing
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/v42_broad_cova.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/v42_broad_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..c573a969cc20d36a6e2645bf2590a0b2825b1c25
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/v42_broad_cova.json
@@ -0,0 +1,927 @@
+{
+ "tag": "broad_cova",
+ "method": "v4.2 Checker (copie octet-identique, sha a055feaa96f5f134…)",
+ "copied_hits_sha256": {
+  "broad_cova__fc2": "b75a3cdfce7a5da7eaab592fe21820325d5b56e3559f4bb1fc3b4fcd22c7372a",
+  "broad_cova__fresh_en": "58c67eadfe98eb843ce8cd068ca71b9026da570f60c0fa52297ba7ae0348586c",
+  "broad_cova__fresh_fr": "aeb5621bc15443faa86cdcf4463d0f36a3ed4b4711778e404684bba067a2a0cf",
+  "broad_cova__test20k": "863101f8abe815dddc2840f5cd4f0962ee5aeb912b9a46ea704d1c0a93b8ac70",
+  "broad_cova__test_v3": "9836b1397690c508f8dd1ad1d10ecf3ae58507473aee6720274174b3a5bdfae6",
+  "broad_cova__queries": "7e98aba93b5e730c1529667b88059bb54afe6d64263da298398b3e0fa50add81",
+  "old_ref__fc2": "403b919e97adfddcef64e70f468eeb7dc5193293144c4d783740e2dc134c2138",
+  "old_ref__fresh_en": "55328c1e6925c8142f68859ac4a8f4dd1e6b3ec159e6663f2aa3dd38ca3f73a4",
+  "old_ref__fresh_fr": "a387ac0eda8b4c080e9549c35482ba170bd0d0d95d51f2e958e7383c1f739132",
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+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.json
new file mode 100644
index 0000000000000000000000000000000000000000..02a1a86fd5c6501316366eb5b1a958b3e704218e
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.json
@@ -0,0 +1,179 @@
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+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__test_v3.npz",
+   "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+   "ref_hits": 424,
+   "cand_hits": 1329,
+   "paired_rate_ref_pct": 2.804232804232804,
+   "paired_rate_cand_pct": 8.78968253968254,
+   "ref_only": 287,
+   "cand_only": 1192,
+   "p_mcnemar_exact": 4.625970579585931e-131,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    5.978548728813559,
+    5.34278998940678,
+    6.654032044491526
+   ]
+  },
+  "queries": {
+   "units": 4850,
+   "n_units_all": 7750,
+   "n_units_kept": 4850,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__queries.npz",
+   "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+   "ref_hits": 389,
+   "cand_hits": 151,
+   "paired_rate_ref_pct": 8.02061855670103,
+   "paired_rate_cand_pct": 3.11340206185567,
+   "ref_only": 373,
+   "cand_only": 135,
+   "p_mcnemar_exact": 8.123482591390806e-27,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -4.958333333333333,
+    -5.541666666666667,
+    -4.395833333333334
+   ]
+  }
+ },
+ "losses": [
+  "queries"
+ ],
+ "gains_fresh": [
+  "fc2",
+  "fresh_fr",
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.md b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.md
new file mode 100644
index 0000000000000000000000000000000000000000..b77336f360bb3a587378bdad9da306b22483c255
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre broad14_ref (fused_hit)
+
+**NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 8.46 | 21.21 | 190 | 1054 | 2.1e-145 | GAIN | +12.75 [+11.22 ; +14.35] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.17 | 5.09 | 215 | 210 | 0.85 | n.s. | -0.02 [-0.59 ; +0.57] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 2.72 | 4.19 | 117 | 187 | 7.1e-05 | GAIN | +1.48 [-0.00 ; +2.72] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.27 | 7.11 | 276 | 870 | 4.8e-72 | GAIN | +3.83 [+3.32 ; +4.38] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 2.80 | 8.79 | 287 | 1192 | 4.6e-131 | GAIN | +5.98 [+5.34 ; +6.65] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 8.02 | 3.11 | 373 | 135 | 8.1e-27 | PERTE | -4.96 [-5.54 ; -4.40] | 606cc428f7598205 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fb5b72382ec1fa1c6e0d0de6ef72a84a25d8017
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json
@@ -0,0 +1,172 @@
+{
+ "tag": "broad_cova",
+ "base": "broad_cova",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 6776,
+   "n_units_all": 8000,
+   "n_units_kept": 6776,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fc2.npz",
+   "spans_sha256": "335491e238fbd8e9712441f02dbbb4a8997be0caa2e0de58f41a1aedf6c5941e",
+   "ref_hits": 1437,
+   "cand_hits": 1437,
+   "paired_rate_ref_pct": 21.207201889020073,
+   "paired_rate_cand_pct": 21.207201889020073,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_en": {
+   "units": 6503,
+   "n_units_all": 8000,
+   "n_units_kept": 6503,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_en.npz",
+   "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+   "ref_hits": 331,
+   "cand_hits": 331,
+   "paired_rate_ref_pct": 5.089958480701215,
+   "paired_rate_cand_pct": 5.089958480701215,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_fr": {
+   "units": 4748,
+   "n_units_all": 8000,
+   "n_units_kept": 4748,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_fr.npz",
+   "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+   "ref_hits": 199,
+   "cand_hits": 199,
+   "paired_rate_ref_pct": 4.191238416175231,
+   "paired_rate_cand_pct": 4.191238416175231,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test20k": {
+   "units": 15481,
+   "n_units_all": 20000,
+   "n_units_kept": 15481,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test20k.npz",
+   "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+   "ref_hits": 1100,
+   "cand_hits": 1100,
+   "paired_rate_ref_pct": 7.105484141851301,
+   "paired_rate_cand_pct": 7.105484141851301,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test_v3": {
+   "units": 15120,
+   "n_units_all": 20000,
+   "n_units_kept": 15120,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test_v3.npz",
+   "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+   "ref_hits": 1329,
+   "cand_hits": 1329,
+   "paired_rate_ref_pct": 8.78968253968254,
+   "paired_rate_cand_pct": 8.78968253968254,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "queries": {
+   "units": 4850,
+   "n_units_all": 7750,
+   "n_units_kept": 4850,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__queries.npz",
+   "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+   "ref_hits": 151,
+   "cand_hits": 151,
+   "paired_rate_ref_pct": 3.11340206185567,
+   "paired_rate_cand_pct": 3.11340206185567,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md
new file mode 100644
index 0000000000000000000000000000000000000000..62250b8ad7b34c57d99e3930d0f04dd47738df2c
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre broad_cova (fused_hit)
+
+**NON RETENU** (pertes : aucune ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 21.21 | 21.21 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.09 | 5.09 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 4.19 | 4.19 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 7.11 | 7.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 8.79 | 8.79 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 3.11 | 3.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 606cc428f7598205 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cb5c76487eb6cdec82788518768b1b56cd83401
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.json
@@ -0,0 +1,179 @@
+{
+ "tag": "broad_cova",
+ "base": "m8_broad14",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 6776,
+   "n_units_all": 8000,
+   "n_units_kept": 6776,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fc2.npz",
+   "spans_sha256": "335491e238fbd8e9712441f02dbbb4a8997be0caa2e0de58f41a1aedf6c5941e",
+   "ref_hits": 970,
+   "cand_hits": 1437,
+   "paired_rate_ref_pct": 14.315230224321132,
+   "paired_rate_cand_pct": 21.207201889020073,
+   "ref_only": 333,
+   "cand_only": 800,
+   "p_mcnemar_exact": 7.554651206043464e-45,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    6.919642857142858,
+    5.162946428571429,
+    8.601562499999998
+   ]
+  },
+  "fresh_en": {
+   "units": 6503,
+   "n_units_all": 8000,
+   "n_units_kept": 6503,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fresh_en.npz",
+   "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+   "ref_hits": 332,
+   "cand_hits": 331,
+   "paired_rate_ref_pct": 5.105335998769799,
+   "paired_rate_cand_pct": 5.089958480701215,
+   "ref_only": 211,
+   "cand_only": 210,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.01547029702970297,
+    -0.5569306930693069,
+    0.5569306930693069
+   ]
+  },
+  "fresh_fr": {
+   "units": 4748,
+   "n_units_all": 8000,
+   "n_units_kept": 4748,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fresh_fr.npz",
+   "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+   "ref_hits": 145,
+   "cand_hits": 199,
+   "paired_rate_ref_pct": 3.0539174389216512,
+   "paired_rate_cand_pct": 4.191238416175231,
+   "ref_only": 122,
+   "cand_only": 176,
+   "p_mcnemar_exact": 0.0020872767541635197,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.1402027027027026,
+    -0.7390202702702703,
+    2.597656249999997
+   ]
+  },
+  "test20k": {
+   "units": 15481,
+   "n_units_all": 20000,
+   "n_units_kept": 15481,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__test20k.npz",
+   "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+   "ref_hits": 548,
+   "cand_hits": 1100,
+   "paired_rate_ref_pct": 3.5398230088495577,
+   "paired_rate_cand_pct": 7.105484141851301,
+   "ref_only": 292,
+   "cand_only": 844,
+   "p_mcnemar_exact": 1.3555101216840832e-62,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    3.5593879668049793,
+    3.072970695020747,
+    4.10415586099585
+   ]
+  },
+  "test_v3": {
+   "units": 15120,
+   "n_units_all": 20000,
+   "n_units_kept": 15120,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__test_v3.npz",
+   "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+   "ref_hits": 499,
+   "cand_hits": 1329,
+   "paired_rate_ref_pct": 3.3002645502645507,
+   "paired_rate_cand_pct": 8.78968253968254,
+   "ref_only": 321,
+   "cand_only": 1151,
+   "p_mcnemar_exact": 1.0044050246434032e-109,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    5.481991525423728,
+    4.872881355932203,
+    6.124205508474576
+   ]
+  },
+  "queries": {
+   "units": 4850,
+   "n_units_all": 7750,
+   "n_units_kept": 4850,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__queries.npz",
+   "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+   "ref_hits": 199,
+   "cand_hits": 151,
+   "paired_rate_ref_pct": 4.103092783505154,
+   "paired_rate_cand_pct": 3.11340206185567,
+   "ref_only": 192,
+   "cand_only": 144,
+   "p_mcnemar_exact": 0.010239666514707889,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -1.0,
+    -1.375,
+    -0.6666666666666667
+   ]
+  }
+ },
+ "losses": [
+  "queries"
+ ],
+ "gains_fresh": [
+  "fc2",
+  "fresh_fr",
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.md b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.md
new file mode 100644
index 0000000000000000000000000000000000000000..cfd19670cdfee67a9682e7fe6c9b088cc481a154
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre m8_broad14 (fused_hit)
+
+**NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 14.32 | 21.21 | 333 | 800 | 7.6e-45 | GAIN | +6.92 [+5.16 ; +8.60] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.11 | 5.09 | 211 | 210 | 1 | n.s. | -0.02 [-0.56 ; +0.56] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 3.05 | 4.19 | 122 | 176 | 0.0021 | GAIN | +1.14 [-0.74 ; +2.60] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.54 | 7.11 | 292 | 844 | 1.4e-62 | GAIN | +3.56 [+3.07 ; +4.10] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 3.30 | 8.79 | 321 | 1151 | 1e-109 | GAIN | +5.48 [+4.87 ; +6.12] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 4.10 | 3.11 | 192 | 144 | 0.01 | PERTE | -1.00 [-1.38 ; -0.67] | 606cc428f7598205 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.json
new file mode 100644
index 0000000000000000000000000000000000000000..8135d8892e72249203a64bffe00290b0ee69aace
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.json
@@ -0,0 +1,175 @@
+{
+ "tag": "broad_cova",
+ "base": "old_ref",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 601,
+   "n_units_all": 1969,
+   "n_units_kept": 601,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fc2.npz",
+   "spans_sha256": "ceccff8a3fecac40175e30e346b44fe08e3ff37607c8d8b691f015ab0348be4b",
+   "ref_hits": 71,
+   "cand_hits": 55,
+   "paired_rate_ref_pct": 11.813643926788686,
+   "paired_rate_cand_pct": 9.151414309484194,
+   "ref_only": 39,
+   "cand_only": 23,
+   "p_mcnemar_exact": 0.05589722669971113,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -3.298611111111111,
+    -6.423611111111111,
+    -0.3428819444444681
+   ]
+  },
+  "fresh_en": {
+   "units": 973,
+   "n_units_all": 2321,
+   "n_units_kept": 973,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fresh_en.npz",
+   "spans_sha256": "51674f54b4c7e6c661918431da286a5272106eec3641a6f808a64aa299eb1229",
+   "ref_hits": 20,
+   "cand_hits": 30,
+   "paired_rate_ref_pct": 2.055498458376156,
+   "paired_rate_cand_pct": 3.0832476875642345,
+   "ref_only": 15,
+   "cand_only": 25,
+   "p_mcnemar_exact": 0.1538599441628321,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.1458333333333333,
+    -0.20833333333333334,
+    2.604166666666667
+   ]
+  },
+  "fresh_fr": {
+   "units": 660,
+   "n_units_all": 2902,
+   "n_units_kept": 660,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fresh_fr.npz",
+   "spans_sha256": "7f0cd2c0badf3a4a52f18351e0ab578178bc8ae71c9821328e35416af52663f3",
+   "ref_hits": 1,
+   "cand_hits": 51,
+   "paired_rate_ref_pct": 0.15151515151515152,
+   "paired_rate_cand_pct": 7.727272727272727,
+   "ref_only": 0,
+   "cand_only": 50,
+   "p_mcnemar_exact": 1.7763568394002505e-15,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    7.8125,
+    5.3125,
+    10.46875
+   ]
+  },
+  "test20k": {
+   "units": 2043,
+   "n_units_all": 5515,
+   "n_units_kept": 2043,
+   "excluded_mask": 59,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__test20k.npz",
+   "spans_sha256": "d3ff21bd8abb14373d86a6c44a21b658dfde31195fb2c5aee30cfd16a7469f41",
+   "ref_hits": 37,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 1.811062163485071,
+   "paired_rate_cand_pct": 4.16054821341165,
+   "ref_only": 18,
+   "cand_only": 66,
+   "p_mcnemar_exact": 1.3328736909323258e-07,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    2.318548387096774,
+    1.411290322580645,
+    3.227066532258058
+   ]
+  },
+  "test_v3": {
+   "units": 2239,
+   "n_units_all": 6141,
+   "n_units_kept": 2239,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__test_v3.npz",
+   "spans_sha256": "41305167d0b044474159d2e40ca662d5391d62317566a97eb0b511b3a8d4d67c",
+   "ref_hits": 65,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 2.9030817329164806,
+   "paired_rate_cand_pct": 3.796337650736936,
+   "ref_only": 50,
+   "cand_only": 70,
+   "p_mcnemar_exact": 0.08240747932752655,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.9191176470588236,
+    -0.09306066176470582,
+    1.9772518382352877
+   ]
+  },
+  "queries": {
+   "units": 699,
+   "n_units_all": 2748,
+   "n_units_kept": 699,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__queries.npz",
+   "spans_sha256": "6abe7810f92c19e3912b01eb54195f80649324363e6010446332e92857b6bd68",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [],
+ "gains_fresh": [
+  "fresh_fr",
+  "test20k"
+ ],
+ "gains_queries": [],
+ "decision": "RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.md b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.md
new file mode 100644
index 0000000000000000000000000000000000000000..f3768bac92f8d29e262fadd70186cd8037f86559
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre old_ref (fused_hit)
+
+**RETENU** (pertes : aucune ; gains frais : fresh_fr, test20k)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 11.81 | 9.15 | 39 | 23 | 0.056 | n.s. | -3.30 [-6.42 ; -0.34] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.06 | 3.08 | 15 | 25 | 0.15 | n.s. | +1.15 [-0.21 ; +2.60] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 0.15 | 7.73 | 0 | 50 | 1.8e-15 | GAIN | +7.81 [+5.31 ; +10.47] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.81 | 4.16 | 18 | 66 | 1.3e-07 | GAIN | +2.32 [+1.41 ; +3.23] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.90 | 3.80 | 50 | 70 | 0.082 | n.s. | +0.92 [-0.09 ; +1.98] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.json
new file mode 100644
index 0000000000000000000000000000000000000000..477e0da53b706b2719c11b6ec7c2f3f3a73206fa
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.json
@@ -0,0 +1,177 @@
+{
+ "tag": "broad_cova",
+ "base": "old_ref__v2b",
+ "base_key": "m9g_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 601,
+   "n_units_all": 1969,
+   "n_units_kept": 601,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__fc2.npz",
+   "spans_sha256": "ceccff8a3fecac40175e30e346b44fe08e3ff37607c8d8b691f015ab0348be4b",
+   "ref_hits": 75,
+   "cand_hits": 55,
+   "paired_rate_ref_pct": 12.479201331114808,
+   "paired_rate_cand_pct": 9.151414309484194,
+   "ref_only": 37,
+   "cand_only": 17,
+   "p_mcnemar_exact": 0.009073340339587177,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -3.9930555555555554,
+    -6.597222222222222,
+    -1.3888888888888888
+   ]
+  },
+  "fresh_en": {
+   "units": 973,
+   "n_units_all": 2321,
+   "n_units_kept": 973,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__fresh_en.npz",
+   "spans_sha256": "51674f54b4c7e6c661918431da286a5272106eec3641a6f808a64aa299eb1229",
+   "ref_hits": 25,
+   "cand_hits": 30,
+   "paired_rate_ref_pct": 2.5693730729701953,
+   "paired_rate_cand_pct": 3.0832476875642345,
+   "ref_only": 15,
+   "cand_only": 20,
+   "p_mcnemar_exact": 0.49955983320251107,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.625,
+    -0.5208333333333333,
+    1.9791666666666665
+   ]
+  },
+  "fresh_fr": {
+   "units": 660,
+   "n_units_all": 2902,
+   "n_units_kept": 660,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__fresh_fr.npz",
+   "spans_sha256": "7f0cd2c0badf3a4a52f18351e0ab578178bc8ae71c9821328e35416af52663f3",
+   "ref_hits": 36,
+   "cand_hits": 51,
+   "paired_rate_ref_pct": 5.454545454545454,
+   "paired_rate_cand_pct": 7.727272727272727,
+   "ref_only": 21,
+   "cand_only": 36,
+   "p_mcnemar_exact": 0.0627366803558285,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    2.65625,
+    -0.78125,
+    5.9375
+   ]
+  },
+  "test20k": {
+   "units": 2043,
+   "n_units_all": 5515,
+   "n_units_kept": 2043,
+   "excluded_mask": 59,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__test20k.npz",
+   "spans_sha256": "d3ff21bd8abb14373d86a6c44a21b658dfde31195fb2c5aee30cfd16a7469f41",
+   "ref_hits": 36,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 1.762114537444934,
+   "paired_rate_cand_pct": 4.16054821341165,
+   "ref_only": 25,
+   "cand_only": 74,
+   "p_mcnemar_exact": 8.505991593882261e-07,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    2.4193548387096775,
+    1.310483870967742,
+    3.578629032258065
+   ]
+  },
+  "test_v3": {
+   "units": 2239,
+   "n_units_all": 6141,
+   "n_units_kept": 2239,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__test_v3.npz",
+   "spans_sha256": "41305167d0b044474159d2e40ca662d5391d62317566a97eb0b511b3a8d4d67c",
+   "ref_hits": 54,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 2.41179097811523,
+   "paired_rate_cand_pct": 3.796337650736936,
+   "ref_only": 40,
+   "cand_only": 71,
+   "p_mcnemar_exact": 0.004195534185394854,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.4246323529411764,
+    0.3216911764705882,
+    2.527573529411765
+   ]
+  },
+  "queries": {
+   "units": 699,
+   "n_units_all": 2748,
+   "n_units_kept": 699,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__queries.npz",
+   "spans_sha256": "6abe7810f92c19e3912b01eb54195f80649324363e6010446332e92857b6bd68",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.md b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.md
new file mode 100644
index 0000000000000000000000000000000000000000..a717bd56761ab490de280d0ee9cd68a7bff1ec98
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre old_ref__v2b (m9g_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 12.48 | 9.15 | 37 | 17 | 0.0091 | PERTE | -3.99 [-6.60 ; -1.39] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.57 | 3.08 | 15 | 20 | 0.5 | n.s. | +0.62 [-0.52 ; +1.98] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 5.45 | 7.73 | 21 | 36 | 0.063 | n.s. | +2.66 [-0.78 ; +5.94] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.76 | 4.16 | 25 | 74 | 8.5e-07 | GAIN | +2.42 [+1.31 ; +3.58] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.41 | 3.80 | 40 | 71 | 0.0042 | GAIN | +1.42 [+0.32 ; +2.53] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce1647b3219f6e6e746b294371453b1806d05164
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova.json
@@ -0,0 +1,1007 @@
+{
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+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova.md b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova.md
new file mode 100644
index 0000000000000000000000000000000000000000..adb476234cd9c859869498c5f934f81c77a3c9c4
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova.md
@@ -0,0 +1,83 @@
+# Verdict PRINCIPAL v4.2 (apparié, segmentation commune figée) — broad_cova — SMOKE
+
+**Décision principale (contre old_ref, règle Checker v4.2) : RETENU**
+
+seen_snn (RÉFÉRENCE seen) : acc invocab 0.00 % (SNN seul 0.00 %), trained_frac 1.0000 (1/1) ≥ 0,99 ; SMOKE (faux seen). seen non apparié (octets propres à chaque corpus).
+
+## Règle patron « meilleur sur seen ET frais » (distincte de la décision Checker v4.2)
+
+Seen NON APPARIÉ : seen_snn de cov b (tranche SNN de son train) contre seen banc v4 de la référence (results_v4.jsonl ; autres octets, autre segmentation) → indicatif seulement. Frais = décision v4.2 appariée.
+
+| référence | seen cov b (seen_snn) % | seen réf (banc v4) % | trained_frac seen réf | frais v4.2 | règle patron |
+|---|---|---|---|---|---|
+| old_ref | 0.00 | 98.33 | non audité | RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 RETENU) |
+| old_ref__v2b | 0.00 | — | non audité | NON RETENU | NON ÉVALUABLE (seen de la référence non mesuré pour la variante __v2b) |
+| broad14_ref | 0.00 | 91.93 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| m8_broad14 | 0.00 | 91.82 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| broad_cova | 0.00 | 10.37 | 0.0 | NON RETENU | NON ÉVALUABLE (seen de la référence non entraîné : trained_frac 0.0) |
+| broad_full | — | — | non audité | — | INDISPONIBLE (ABSENT (hits broad_full manquants : ['fc2', 'fresh_en', 'fresh_fr', 'test20k', 'test_v3', 'queries'])) |
+
+Méthode : checker/scale/verdict_v42.py (copie v42/, sha256 a055feaa…) — unités = segments entre frontières de patch communes aux deux bras, gardées ssi in-vocab dans les DEUX bras et aucun octet exclu (masque propre union), taux APPARIÉS + McNemar exact ; bootstrap indicatif. Références = hits Checker hits_v4 (copies figées dans v42_broad_cova/hits/, sha256 dans v42_broad_cova.json).
+
+### contre old_ref (DÉCISION PRINCIPALE) : **RETENU** (pertes : aucune ; gains frais : fresh_fr, test20k ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 11.81 | 9.15 | 39 | 23 | 0.056 | n.s. | -3.30 [-6.42 ; -0.34] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.06 | 3.08 | 15 | 25 | 0.15 | n.s. | +1.15 [-0.21 ; +2.60] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 0.15 | 7.73 | 0 | 50 | 1.8e-15 | GAIN | +7.81 [+5.31 ; +10.47] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.81 | 4.16 | 18 | 66 | 1.3e-07 | GAIN | +2.32 [+1.41 ; +3.23] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.90 | 3.80 | 50 | 70 | 0.082 | n.s. | +0.92 [-0.09 ; +1.98] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+### contre old_ref__v2b : **NON RETENU** (pertes : fc2 ; gains frais : test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 12.48 | 9.15 | 37 | 17 | 0.0091 | PERTE | -3.99 [-6.60 ; -1.39] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.57 | 3.08 | 15 | 20 | 0.5 | n.s. | +0.62 [-0.52 ; +1.98] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 5.45 | 7.73 | 21 | 36 | 0.063 | n.s. | +2.66 [-0.78 ; +5.94] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.76 | 4.16 | 25 | 74 | 8.5e-07 | GAIN | +2.42 [+1.31 ; +3.58] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.41 | 3.80 | 40 | 71 | 0.0042 | GAIN | +1.42 [+0.32 ; +2.53] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+### contre broad14_ref : **NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 8.46 | 21.21 | 190 | 1054 | 2.1e-145 | GAIN | +12.75 [+11.22 ; +14.35] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.17 | 5.09 | 215 | 210 | 0.85 | n.s. | -0.02 [-0.59 ; +0.57] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 2.72 | 4.19 | 117 | 187 | 7.1e-05 | GAIN | +1.48 [-0.00 ; +2.72] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.27 | 7.11 | 276 | 870 | 4.8e-72 | GAIN | +3.83 [+3.32 ; +4.38] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 2.80 | 8.79 | 287 | 1192 | 4.6e-131 | GAIN | +5.98 [+5.34 ; +6.65] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 8.02 | 3.11 | 373 | 135 | 8.1e-27 | PERTE | -4.96 [-5.54 ; -4.40] | 606cc428f7598205 |
+
+### contre m8_broad14 : **NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 14.32 | 21.21 | 333 | 800 | 7.6e-45 | GAIN | +6.92 [+5.16 ; +8.60] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.11 | 5.09 | 211 | 210 | 1 | n.s. | -0.02 [-0.56 ; +0.56] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 3.05 | 4.19 | 122 | 176 | 0.0021 | GAIN | +1.14 [-0.74 ; +2.60] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.54 | 7.11 | 292 | 844 | 1.4e-62 | GAIN | +3.56 [+3.07 ; +4.10] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 3.30 | 8.79 | 321 | 1151 | 1e-109 | GAIN | +5.48 [+4.87 ; +6.12] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 4.10 | 3.11 | 192 | 144 | 0.01 | PERTE | -1.00 [-1.38 ; -0.67] | 606cc428f7598205 |
+
+### contre broad_cova : **NON RETENU** (pertes : aucune ; gains frais : aucun ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 21.21 | 21.21 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.09 | 5.09 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 4.19 | 4.19 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 7.11 | 7.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 8.79 | 8.79 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 3.11 | 3.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 606cc428f7598205 |
+
+### contre broad_full — ABSENT (hits broad_full manquants : ['fc2', 'fresh_en', 'fresh_fr', 'test20k', 'test_v3', 'queries'])
+
+
+## v4.1 non apparié — ne pas citer
+
+(taux par bras sur des segmentations différentes ; conservé pour traçabilité seulement)
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova_v41_non_apparie.json b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova_v41_non_apparie.json
new file mode 100644
index 0000000000000000000000000000000000000000..d40d8c574a888de1de043e76fd00e7712346061f
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova_v41_non_apparie.json
@@ -0,0 +1 @@
+{"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": true, "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova_v41_non_apparie.md b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova_v41_non_apparie.md
new file mode 100644
index 0000000000000000000000000000000000000000..f132a3eceec1d18e31c95179d1544ac1b2c7a239
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_broad_cova/verdict_broad_cova_v41_non_apparie.md
@@ -0,0 +1 @@
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/V42_INDISPONIBLE_broad_cova.txt b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/V42_INDISPONIBLE_broad_cova.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f7ea72fe84d1c8d747532d73599906f1b2f977dc
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/V42_INDISPONIBLE_broad_cova.txt
@@ -0,0 +1,2 @@
+SMOKE — broad_cova : décision principale v4.2 INDISPONIBLE contre ref_inexistante : référence principale absente du résumé v4.2
+Ne pas poster de verdict. report_covb.py sort avec le code 8 (porte → FAIL_REPORT rc=8).
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/v42_broad_cova.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/v42_broad_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..704840e4069d8916e5c33b937c3b80c7136d458c
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/v42_broad_cova.json
@@ -0,0 +1,927 @@
+{
+ "tag": "broad_cova",
+ "method": "v4.2 Checker (copie octet-identique, sha a055feaa96f5f134…)",
+ "copied_hits_sha256": {
+  "broad_cova__fc2": "b75a3cdfce7a5da7eaab592fe21820325d5b56e3559f4bb1fc3b4fcd22c7372a",
+  "broad_cova__fresh_en": "58c67eadfe98eb843ce8cd068ca71b9026da570f60c0fa52297ba7ae0348586c",
+  "broad_cova__fresh_fr": "aeb5621bc15443faa86cdcf4463d0f36a3ed4b4711778e404684bba067a2a0cf",
+  "broad_cova__test20k": "863101f8abe815dddc2840f5cd4f0962ee5aeb912b9a46ea704d1c0a93b8ac70",
+  "broad_cova__test_v3": "9836b1397690c508f8dd1ad1d10ecf3ae58507473aee6720274174b3a5bdfae6",
+  "broad_cova__queries": "7e98aba93b5e730c1529667b88059bb54afe6d64263da298398b3e0fa50add81",
+  "old_ref__fc2": "403b919e97adfddcef64e70f468eeb7dc5193293144c4d783740e2dc134c2138",
+  "old_ref__fresh_en": "55328c1e6925c8142f68859ac4a8f4dd1e6b3ec159e6663f2aa3dd38ca3f73a4",
+  "old_ref__fresh_fr": "a387ac0eda8b4c080e9549c35482ba170bd0d0d95d51f2e958e7383c1f739132",
+  "old_ref__test20k": "96db298b59b358ceca9ce0e8bb2db180d04cce05fbd5fc7fe0b1d53ae2c67329",
+  "old_ref__test_v3": "2a86f2fdbe86b0199846c033da843d8120d7f4561b4875901e5ee31bcfc60aa3",
+  "old_ref__queries": "6bacb4465f047af8bbed7e29d46ca4c70bd87a47c9f7671405ab6bf6afdefa18",
+  "old_ref__fc2__v2b": "64070eee7f33236529b311112646e9723d48d4a047085ee9e3bb8d8cccc108f5",
+  "old_ref__fresh_en__v2b": "492badbd7acafdcef02abaab6783d02ac029b37058230a41924ecb42eac5074a",
+  "old_ref__fresh_fr__v2b": "0ca1c48effe00e0fd4ccaaf9117ebf262ded65c7371123f9ca7681bdc12d3fde",
+  "old_ref__test20k__v2b": "6d80614406e9d1b0e0212ce12526eafe7eedbe7d9a6b3f32ceb53feb3f00d94b",
+  "old_ref__test_v3__v2b": "c61a1665e22b68ac88dcc344a5879355f375caca065f0ae602728a27c4e618e0",
+  "old_ref__queries__v2b": "a21570886aabd9baa519bfed36c762b73f835b1c778dd14bca8c1ef1645abeba",
+  "broad14_ref__fc2": "4e87033916d9dddb65c405c5cefd79ee68f36236f83eeb1b24efabd46cc2f50e",
+  "broad14_ref__fresh_en": "45fba17a01ef8f94b904171ed98c53cc1e2b597d630114ee1ca70e6965a5af2e",
+  "broad14_ref__fresh_fr": "fa3997ac741b468e5e578fbf3f105bb4ad366a2e3fb1f67fdd1035a43fc46e19",
+  "broad14_ref__test20k": "0c5d676f32e50ff78f28741f752a865459573918ab20e04f710067e5772a775b",
+  "broad14_ref__test_v3": "51039d5da264f4a4665806fd88ba90819fe9c1840c9c63b3b5b21d6b368c9ec7",
+  "broad14_ref__queries": "fddb9f30b165e27c9877c41b8a47a0ca83bf0187b9eab6c6174b67a9ed8c7311",
+  "m8_broad14__fc2": "75006dc065c0d44da6d1f65e81c7eaebfac357f1df48b84783d2c028d67f3a21",
+  "m8_broad14__fresh_en": "f4ed7033822b92e0538af7b2fb24c304faf632c83f3168b91cb054ebb482e941",
+  "m8_broad14__fresh_fr": "54a5a636c70c2a4b7580e74ff6c7e3e0094d34da857456d8155136f39e5bf616",
+  "m8_broad14__test20k": "5775269a3844a6102ec831521126de316ba8db19cd47a4afb929e3d84e2f6611",
+  "m8_broad14__test_v3": "9237d7d8f5385fe4a33e4fa4d87437326c924588511caa9d22bc396831afe4e6",
+  "m8_broad14__queries": "37538b014fc2f2fcab49667892d899d29e76f3e50a43ef532186ae6d92523790"
+ },
+ "refs": {
+  "old_ref": {
+   "base": "old_ref",
+   "suffix": "",
+   "key": "fused_hit",
+   "status": "OK",
+   "decision": "RETENU",
+   "losses": [],
+   "gains_fresh": [
+    "fresh_fr",
+    "test20k"
+   ],
+   "masks": [
+    "broad_gutenberg_v1_2134.npz"
+   ],
+   "json": "v42_broad_cova/verdicts/broad_cova__vs_old_ref.json",
+   "md": "v42_broad_cova/verdicts/broad_cova__vs_old_ref.md",
+   "windows": {
+    "fc2": {
+     "units": 601,
+     "n_units_all": 1969,
+     "n_units_kept": 601,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      26329
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fc2.npz",
+     "spans_sha256": "ceccff8a3fecac40175e30e346b44fe08e3ff37607c8d8b691f015ab0348be4b",
+     "ref_hits": 71,
+     "cand_hits": 55,
+     "paired_rate_ref_pct": 11.813643926788686,
+     "paired_rate_cand_pct": 9.151414309484194,
+     "ref_only": 39,
+     "cand_only": 23,
+     "p_mcnemar_exact": 0.05589722669971113,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      -3.298611111111111,
+      -6.423611111111111,
+      -0.3428819444444681
+     ]
+    },
+    "fresh_en": {
+     "units": 973,
+     "n_units_all": 2321,
+     "n_units_kept": 973,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      32911
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fresh_en.npz",
+     "spans_sha256": "51674f54b4c7e6c661918431da286a5272106eec3641a6f808a64aa299eb1229",
+     "ref_hits": 20,
+     "cand_hits": 30,
+     "paired_rate_ref_pct": 2.055498458376156,
+     "paired_rate_cand_pct": 3.0832476875642345,
+     "ref_only": 15,
+     "cand_only": 25,
+     "p_mcnemar_exact": 0.1538599441628321,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      1.1458333333333333,
+      -0.20833333333333334,
+      2.604166666666667
+     ]
+    },
+    "fresh_fr": {
+     "units": 660,
+     "n_units_all": 2902,
+     "n_units_kept": 660,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      25687
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fresh_fr.npz",
+     "spans_sha256": "7f0cd2c0badf3a4a52f18351e0ab578178bc8ae71c9821328e35416af52663f3",
+     "ref_hits": 1,
+     "cand_hits": 51,
+     "paired_rate_ref_pct": 0.15151515151515152,
+     "paired_rate_cand_pct": 7.727272727272727,
+     "ref_only": 0,
+     "cand_only": 50,
+     "p_mcnemar_exact": 1.7763568394002505e-15,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      7.8125,
+      5.3125,
+      10.46875
+     ]
+    },
+    "test20k": {
+     "units": 2043,
+     "n_units_all": 5515,
+     "n_units_kept": 2043,
+     "excluded_mask": 59,
+     "byte_range": [
+      3,
+      80055
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__test20k.npz",
+     "spans_sha256": "d3ff21bd8abb14373d86a6c44a21b658dfde31195fb2c5aee30cfd16a7469f41",
+     "ref_hits": 37,
+     "cand_hits": 85,
+     "paired_rate_ref_pct": 1.811062163485071,
+     "paired_rate_cand_pct": 4.16054821341165,
+     "ref_only": 18,
+     "cand_only": 66,
+     "p_mcnemar_exact": 1.3328736909323258e-07,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      2.318548387096774,
+      1.411290322580645,
+      3.227066532258058
+     ]
+    },
+    "test_v3": {
+     "units": 2239,
+     "n_units_all": 6141,
+     "n_units_kept": 2239,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      77091
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__test_v3.npz",
+     "spans_sha256": "41305167d0b044474159d2e40ca662d5391d62317566a97eb0b511b3a8d4d67c",
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+     "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+     "ref_hits": 199,
+     "cand_hits": 151,
+     "paired_rate_ref_pct": 4.103092783505154,
+     "paired_rate_cand_pct": 3.11340206185567,
+     "ref_only": 192,
+     "cand_only": 144,
+     "p_mcnemar_exact": 0.010239666514707889,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -1.0,
+      -1.375,
+      -0.6666666666666667
+     ]
+    }
+   }
+  },
+  "broad_cova": {
+   "base": "broad_cova",
+   "suffix": "",
+   "key": "fused_hit",
+   "status": "OK",
+   "decision": "NON RETENU",
+   "losses": [],
+   "gains_fresh": [],
+   "masks": [
+    "broad_gutenberg_v1_2134.npz"
+   ],
+   "json": "v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json",
+   "md": "v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md",
+   "windows": {
+    "fc2": {
+     "units": 6776,
+     "n_units_all": 8000,
+     "n_units_kept": 6776,
+     "excluded_mask": 0,
+     "byte_range": [
+      2,
+      26329
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fc2.npz",
+     "spans_sha256": "335491e238fbd8e9712441f02dbbb4a8997be0caa2e0de58f41a1aedf6c5941e",
+     "ref_hits": 1437,
+     "cand_hits": 1437,
+     "paired_rate_ref_pct": 21.207201889020073,
+     "paired_rate_cand_pct": 21.207201889020073,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    },
+    "fresh_en": {
+     "units": 6503,
+     "n_units_all": 8000,
+     "n_units_kept": 6503,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      32911
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_en.npz",
+     "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+     "ref_hits": 331,
+     "cand_hits": 331,
+     "paired_rate_ref_pct": 5.089958480701215,
+     "paired_rate_cand_pct": 5.089958480701215,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    },
+    "fresh_fr": {
+     "units": 4748,
+     "n_units_all": 8000,
+     "n_units_kept": 4748,
+     "excluded_mask": 0,
+     "byte_range": [
+      2,
+      25687
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_fr.npz",
+     "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+     "ref_hits": 199,
+     "cand_hits": 199,
+     "paired_rate_ref_pct": 4.191238416175231,
+     "paired_rate_cand_pct": 4.191238416175231,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    },
+    "test20k": {
+     "units": 15481,
+     "n_units_all": 20000,
+     "n_units_kept": 15481,
+     "excluded_mask": 201,
+     "byte_range": [
+      3,
+      80055
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test20k.npz",
+     "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+     "ref_hits": 1100,
+     "cand_hits": 1100,
+     "paired_rate_ref_pct": 7.105484141851301,
+     "paired_rate_cand_pct": 7.105484141851301,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    },
+    "test_v3": {
+     "units": 15120,
+     "n_units_all": 20000,
+     "n_units_kept": 15120,
+     "excluded_mask": 0,
+     "byte_range": [
+      2,
+      77091
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test_v3.npz",
+     "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+     "ref_hits": 1329,
+     "cand_hits": 1329,
+     "paired_rate_ref_pct": 8.78968253968254,
+     "paired_rate_cand_pct": 8.78968253968254,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    },
+    "queries": {
+     "units": 4850,
+     "n_units_all": 7750,
+     "n_units_kept": 4850,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      27800
+     ],
+     "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__queries.npz",
+     "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+     "ref_hits": 151,
+     "cand_hits": 151,
+     "paired_rate_ref_pct": 3.11340206185567,
+     "paired_rate_cand_pct": 3.11340206185567,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    }
+   }
+  },
+  "broad_full": {
+   "base": "broad_full",
+   "suffix": "",
+   "key": "fused_hit",
+   "status": "ABSENT (hits broad_full manquants : ['fc2', 'fresh_en', 'fresh_fr', 'test20k', 'test_v3', 'queries'])"
+  }
+ },
+ "peak_rss_mb_children": 106.71875
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2c4ef8628e59bcfe4835f1270cc35e0d923f848
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.json
@@ -0,0 +1,179 @@
+{
+ "tag": "broad_cova",
+ "base": "broad14_ref",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_indispo_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 6776,
+   "n_units_all": 8000,
+   "n_units_kept": 6776,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__fc2.npz",
+   "spans_sha256": "335491e238fbd8e9712441f02dbbb4a8997be0caa2e0de58f41a1aedf6c5941e",
+   "ref_hits": 573,
+   "cand_hits": 1437,
+   "paired_rate_ref_pct": 8.456316410861865,
+   "paired_rate_cand_pct": 21.207201889020073,
+   "ref_only": 190,
+   "cand_only": 1054,
+   "p_mcnemar_exact": 2.101429216099308e-145,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    12.75297619047619,
+    11.219494047619047,
+    14.345238095238095
+   ]
+  },
+  "fresh_en": {
+   "units": 6503,
+   "n_units_all": 8000,
+   "n_units_kept": 6503,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__fresh_en.npz",
+   "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+   "ref_hits": 336,
+   "cand_hits": 331,
+   "paired_rate_ref_pct": 5.166846071044134,
+   "paired_rate_cand_pct": 5.089958480701215,
+   "ref_only": 215,
+   "cand_only": 210,
+   "p_mcnemar_exact": 0.8461823344376457,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.01547029702970297,
+    -0.5878712871287128,
+    0.5724009900990099
+   ]
+  },
+  "fresh_fr": {
+   "units": 4748,
+   "n_units_all": 8000,
+   "n_units_kept": 4748,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__fresh_fr.npz",
+   "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+   "ref_hits": 129,
+   "cand_hits": 199,
+   "paired_rate_ref_pct": 2.716933445661331,
+   "paired_rate_cand_pct": 4.191238416175231,
+   "ref_only": 117,
+   "cand_only": 187,
+   "p_mcnemar_exact": 7.078560914885647e-05,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.4780405405405406,
+    -0.0005278716216215916,
+    2.7238175675675675
+   ]
+  },
+  "test20k": {
+   "units": 15481,
+   "n_units_all": 20000,
+   "n_units_kept": 15481,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__test20k.npz",
+   "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+   "ref_hits": 506,
+   "cand_hits": 1100,
+   "paired_rate_ref_pct": 3.268522705251599,
+   "paired_rate_cand_pct": 7.105484141851301,
+   "ref_only": 276,
+   "cand_only": 870,
+   "p_mcnemar_exact": 4.772838825809757e-72,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    3.831690871369295,
+    3.319502074688797,
+    4.382780082987551
+   ]
+  },
+  "test_v3": {
+   "units": 15120,
+   "n_units_all": 20000,
+   "n_units_kept": 15120,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__test_v3.npz",
+   "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+   "ref_hits": 424,
+   "cand_hits": 1329,
+   "paired_rate_ref_pct": 2.804232804232804,
+   "paired_rate_cand_pct": 8.78968253968254,
+   "ref_only": 287,
+   "cand_only": 1192,
+   "p_mcnemar_exact": 4.625970579585931e-131,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    5.978548728813559,
+    5.34278998940678,
+    6.654032044491526
+   ]
+  },
+  "queries": {
+   "units": 4850,
+   "n_units_all": 7750,
+   "n_units_kept": 4850,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad14_ref__broad_cova__queries.npz",
+   "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+   "ref_hits": 389,
+   "cand_hits": 151,
+   "paired_rate_ref_pct": 8.02061855670103,
+   "paired_rate_cand_pct": 3.11340206185567,
+   "ref_only": 373,
+   "cand_only": 135,
+   "p_mcnemar_exact": 8.123482591390806e-27,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -4.958333333333333,
+    -5.541666666666667,
+    -4.395833333333334
+   ]
+  }
+ },
+ "losses": [
+  "queries"
+ ],
+ "gains_fresh": [
+  "fc2",
+  "fresh_fr",
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.md b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.md
new file mode 100644
index 0000000000000000000000000000000000000000..b77336f360bb3a587378bdad9da306b22483c255
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad14_ref.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre broad14_ref (fused_hit)
+
+**NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 8.46 | 21.21 | 190 | 1054 | 2.1e-145 | GAIN | +12.75 [+11.22 ; +14.35] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.17 | 5.09 | 215 | 210 | 0.85 | n.s. | -0.02 [-0.59 ; +0.57] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 2.72 | 4.19 | 117 | 187 | 7.1e-05 | GAIN | +1.48 [-0.00 ; +2.72] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.27 | 7.11 | 276 | 870 | 4.8e-72 | GAIN | +3.83 [+3.32 ; +4.38] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 2.80 | 8.79 | 287 | 1192 | 4.6e-131 | GAIN | +5.98 [+5.34 ; +6.65] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 8.02 | 3.11 | 373 | 135 | 8.1e-27 | PERTE | -4.96 [-5.54 ; -4.40] | 606cc428f7598205 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..04cb33b11b19208056b718c6462908ae9f96090e
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json
@@ -0,0 +1,172 @@
+{
+ "tag": "broad_cova",
+ "base": "broad_cova",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_indispo_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 6776,
+   "n_units_all": 8000,
+   "n_units_kept": 6776,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fc2.npz",
+   "spans_sha256": "335491e238fbd8e9712441f02dbbb4a8997be0caa2e0de58f41a1aedf6c5941e",
+   "ref_hits": 1437,
+   "cand_hits": 1437,
+   "paired_rate_ref_pct": 21.207201889020073,
+   "paired_rate_cand_pct": 21.207201889020073,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_en": {
+   "units": 6503,
+   "n_units_all": 8000,
+   "n_units_kept": 6503,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_en.npz",
+   "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+   "ref_hits": 331,
+   "cand_hits": 331,
+   "paired_rate_ref_pct": 5.089958480701215,
+   "paired_rate_cand_pct": 5.089958480701215,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_fr": {
+   "units": 4748,
+   "n_units_all": 8000,
+   "n_units_kept": 4748,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_fr.npz",
+   "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+   "ref_hits": 199,
+   "cand_hits": 199,
+   "paired_rate_ref_pct": 4.191238416175231,
+   "paired_rate_cand_pct": 4.191238416175231,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test20k": {
+   "units": 15481,
+   "n_units_all": 20000,
+   "n_units_kept": 15481,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test20k.npz",
+   "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+   "ref_hits": 1100,
+   "cand_hits": 1100,
+   "paired_rate_ref_pct": 7.105484141851301,
+   "paired_rate_cand_pct": 7.105484141851301,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test_v3": {
+   "units": 15120,
+   "n_units_all": 20000,
+   "n_units_kept": 15120,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test_v3.npz",
+   "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+   "ref_hits": 1329,
+   "cand_hits": 1329,
+   "paired_rate_ref_pct": 8.78968253968254,
+   "paired_rate_cand_pct": 8.78968253968254,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "queries": {
+   "units": 4850,
+   "n_units_all": 7750,
+   "n_units_kept": 4850,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__queries.npz",
+   "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+   "ref_hits": 151,
+   "cand_hits": 151,
+   "paired_rate_ref_pct": 3.11340206185567,
+   "paired_rate_cand_pct": 3.11340206185567,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md
new file mode 100644
index 0000000000000000000000000000000000000000..62250b8ad7b34c57d99e3930d0f04dd47738df2c
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre broad_cova (fused_hit)
+
+**NON RETENU** (pertes : aucune ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 21.21 | 21.21 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.09 | 5.09 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 4.19 | 4.19 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 7.11 | 7.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 8.79 | 8.79 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 3.11 | 3.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 606cc428f7598205 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.json
new file mode 100644
index 0000000000000000000000000000000000000000..0566efc19f72311874158b2b1320e895a961a474
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.json
@@ -0,0 +1,179 @@
+{
+ "tag": "broad_cova",
+ "base": "m8_broad14",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_indispo_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 6776,
+   "n_units_all": 8000,
+   "n_units_kept": 6776,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fc2.npz",
+   "spans_sha256": "335491e238fbd8e9712441f02dbbb4a8997be0caa2e0de58f41a1aedf6c5941e",
+   "ref_hits": 970,
+   "cand_hits": 1437,
+   "paired_rate_ref_pct": 14.315230224321132,
+   "paired_rate_cand_pct": 21.207201889020073,
+   "ref_only": 333,
+   "cand_only": 800,
+   "p_mcnemar_exact": 7.554651206043464e-45,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    6.919642857142858,
+    5.162946428571429,
+    8.601562499999998
+   ]
+  },
+  "fresh_en": {
+   "units": 6503,
+   "n_units_all": 8000,
+   "n_units_kept": 6503,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fresh_en.npz",
+   "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+   "ref_hits": 332,
+   "cand_hits": 331,
+   "paired_rate_ref_pct": 5.105335998769799,
+   "paired_rate_cand_pct": 5.089958480701215,
+   "ref_only": 211,
+   "cand_only": 210,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.01547029702970297,
+    -0.5569306930693069,
+    0.5569306930693069
+   ]
+  },
+  "fresh_fr": {
+   "units": 4748,
+   "n_units_all": 8000,
+   "n_units_kept": 4748,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fresh_fr.npz",
+   "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+   "ref_hits": 145,
+   "cand_hits": 199,
+   "paired_rate_ref_pct": 3.0539174389216512,
+   "paired_rate_cand_pct": 4.191238416175231,
+   "ref_only": 122,
+   "cand_only": 176,
+   "p_mcnemar_exact": 0.0020872767541635197,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.1402027027027026,
+    -0.7390202702702703,
+    2.597656249999997
+   ]
+  },
+  "test20k": {
+   "units": 15481,
+   "n_units_all": 20000,
+   "n_units_kept": 15481,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__test20k.npz",
+   "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+   "ref_hits": 548,
+   "cand_hits": 1100,
+   "paired_rate_ref_pct": 3.5398230088495577,
+   "paired_rate_cand_pct": 7.105484141851301,
+   "ref_only": 292,
+   "cand_only": 844,
+   "p_mcnemar_exact": 1.3555101216840832e-62,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    3.5593879668049793,
+    3.072970695020747,
+    4.10415586099585
+   ]
+  },
+  "test_v3": {
+   "units": 15120,
+   "n_units_all": 20000,
+   "n_units_kept": 15120,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__test_v3.npz",
+   "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+   "ref_hits": 499,
+   "cand_hits": 1329,
+   "paired_rate_ref_pct": 3.3002645502645507,
+   "paired_rate_cand_pct": 8.78968253968254,
+   "ref_only": 321,
+   "cand_only": 1151,
+   "p_mcnemar_exact": 1.0044050246434032e-109,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    5.481991525423728,
+    4.872881355932203,
+    6.124205508474576
+   ]
+  },
+  "queries": {
+   "units": 4850,
+   "n_units_all": 7750,
+   "n_units_kept": 4850,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__queries.npz",
+   "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+   "ref_hits": 199,
+   "cand_hits": 151,
+   "paired_rate_ref_pct": 4.103092783505154,
+   "paired_rate_cand_pct": 3.11340206185567,
+   "ref_only": 192,
+   "cand_only": 144,
+   "p_mcnemar_exact": 0.010239666514707889,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -1.0,
+    -1.375,
+    -0.6666666666666667
+   ]
+  }
+ },
+ "losses": [
+  "queries"
+ ],
+ "gains_fresh": [
+  "fc2",
+  "fresh_fr",
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.md b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.md
new file mode 100644
index 0000000000000000000000000000000000000000..cfd19670cdfee67a9682e7fe6c9b088cc481a154
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_m8_broad14.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre m8_broad14 (fused_hit)
+
+**NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 14.32 | 21.21 | 333 | 800 | 7.6e-45 | GAIN | +6.92 [+5.16 ; +8.60] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.11 | 5.09 | 211 | 210 | 1 | n.s. | -0.02 [-0.56 ; +0.56] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 3.05 | 4.19 | 122 | 176 | 0.0021 | GAIN | +1.14 [-0.74 ; +2.60] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.54 | 7.11 | 292 | 844 | 1.4e-62 | GAIN | +3.56 [+3.07 ; +4.10] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 3.30 | 8.79 | 321 | 1151 | 1e-109 | GAIN | +5.48 [+4.87 ; +6.12] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 4.10 | 3.11 | 192 | 144 | 0.01 | PERTE | -1.00 [-1.38 ; -0.67] | 606cc428f7598205 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.json
new file mode 100644
index 0000000000000000000000000000000000000000..43dde282faf38fa276cf7781bc413b1c5940a77f
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.json
@@ -0,0 +1,175 @@
+{
+ "tag": "broad_cova",
+ "base": "old_ref",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_indispo_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 601,
+   "n_units_all": 1969,
+   "n_units_kept": 601,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fc2.npz",
+   "spans_sha256": "ceccff8a3fecac40175e30e346b44fe08e3ff37607c8d8b691f015ab0348be4b",
+   "ref_hits": 71,
+   "cand_hits": 55,
+   "paired_rate_ref_pct": 11.813643926788686,
+   "paired_rate_cand_pct": 9.151414309484194,
+   "ref_only": 39,
+   "cand_only": 23,
+   "p_mcnemar_exact": 0.05589722669971113,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -3.298611111111111,
+    -6.423611111111111,
+    -0.3428819444444681
+   ]
+  },
+  "fresh_en": {
+   "units": 973,
+   "n_units_all": 2321,
+   "n_units_kept": 973,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fresh_en.npz",
+   "spans_sha256": "51674f54b4c7e6c661918431da286a5272106eec3641a6f808a64aa299eb1229",
+   "ref_hits": 20,
+   "cand_hits": 30,
+   "paired_rate_ref_pct": 2.055498458376156,
+   "paired_rate_cand_pct": 3.0832476875642345,
+   "ref_only": 15,
+   "cand_only": 25,
+   "p_mcnemar_exact": 0.1538599441628321,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.1458333333333333,
+    -0.20833333333333334,
+    2.604166666666667
+   ]
+  },
+  "fresh_fr": {
+   "units": 660,
+   "n_units_all": 2902,
+   "n_units_kept": 660,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__fresh_fr.npz",
+   "spans_sha256": "7f0cd2c0badf3a4a52f18351e0ab578178bc8ae71c9821328e35416af52663f3",
+   "ref_hits": 1,
+   "cand_hits": 51,
+   "paired_rate_ref_pct": 0.15151515151515152,
+   "paired_rate_cand_pct": 7.727272727272727,
+   "ref_only": 0,
+   "cand_only": 50,
+   "p_mcnemar_exact": 1.7763568394002505e-15,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    7.8125,
+    5.3125,
+    10.46875
+   ]
+  },
+  "test20k": {
+   "units": 2043,
+   "n_units_all": 5515,
+   "n_units_kept": 2043,
+   "excluded_mask": 59,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__test20k.npz",
+   "spans_sha256": "d3ff21bd8abb14373d86a6c44a21b658dfde31195fb2c5aee30cfd16a7469f41",
+   "ref_hits": 37,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 1.811062163485071,
+   "paired_rate_cand_pct": 4.16054821341165,
+   "ref_only": 18,
+   "cand_only": 66,
+   "p_mcnemar_exact": 1.3328736909323258e-07,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    2.318548387096774,
+    1.411290322580645,
+    3.227066532258058
+   ]
+  },
+  "test_v3": {
+   "units": 2239,
+   "n_units_all": 6141,
+   "n_units_kept": 2239,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__test_v3.npz",
+   "spans_sha256": "41305167d0b044474159d2e40ca662d5391d62317566a97eb0b511b3a8d4d67c",
+   "ref_hits": 65,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 2.9030817329164806,
+   "paired_rate_cand_pct": 3.796337650736936,
+   "ref_only": 50,
+   "cand_only": 70,
+   "p_mcnemar_exact": 0.08240747932752655,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.9191176470588236,
+    -0.09306066176470582,
+    1.9772518382352877
+   ]
+  },
+  "queries": {
+   "units": 699,
+   "n_units_all": 2748,
+   "n_units_kept": 699,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__broad_cova__queries.npz",
+   "spans_sha256": "6abe7810f92c19e3912b01eb54195f80649324363e6010446332e92857b6bd68",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [],
+ "gains_fresh": [
+  "fresh_fr",
+  "test20k"
+ ],
+ "gains_queries": [],
+ "decision": "RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.md b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.md
new file mode 100644
index 0000000000000000000000000000000000000000..f3768bac92f8d29e262fadd70186cd8037f86559
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre old_ref (fused_hit)
+
+**RETENU** (pertes : aucune ; gains frais : fresh_fr, test20k)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 11.81 | 9.15 | 39 | 23 | 0.056 | n.s. | -3.30 [-6.42 ; -0.34] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.06 | 3.08 | 15 | 25 | 0.15 | n.s. | +1.15 [-0.21 ; +2.60] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 0.15 | 7.73 | 0 | 50 | 1.8e-15 | GAIN | +7.81 [+5.31 ; +10.47] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.81 | 4.16 | 18 | 66 | 1.3e-07 | GAIN | +2.32 [+1.41 ; +3.23] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.90 | 3.80 | 50 | 70 | 0.082 | n.s. | +0.92 [-0.09 ; +1.98] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.json
new file mode 100644
index 0000000000000000000000000000000000000000..4977a960fa2531be429ba56372eb79a35955a2fc
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.json
@@ -0,0 +1,177 @@
+{
+ "tag": "broad_cova",
+ "base": "old_ref__v2b",
+ "base_key": "m9g_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_broad_eval/smoke/fin_indispo_broad_cova/v42/clean_masks/broad_gutenberg_v1_2134.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 601,
+   "n_units_all": 1969,
+   "n_units_kept": 601,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26329
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__fc2.npz",
+   "spans_sha256": "ceccff8a3fecac40175e30e346b44fe08e3ff37607c8d8b691f015ab0348be4b",
+   "ref_hits": 75,
+   "cand_hits": 55,
+   "paired_rate_ref_pct": 12.479201331114808,
+   "paired_rate_cand_pct": 9.151414309484194,
+   "ref_only": 37,
+   "cand_only": 17,
+   "p_mcnemar_exact": 0.009073340339587177,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -3.9930555555555554,
+    -6.597222222222222,
+    -1.3888888888888888
+   ]
+  },
+  "fresh_en": {
+   "units": 973,
+   "n_units_all": 2321,
+   "n_units_kept": 973,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32911
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__fresh_en.npz",
+   "spans_sha256": "51674f54b4c7e6c661918431da286a5272106eec3641a6f808a64aa299eb1229",
+   "ref_hits": 25,
+   "cand_hits": 30,
+   "paired_rate_ref_pct": 2.5693730729701953,
+   "paired_rate_cand_pct": 3.0832476875642345,
+   "ref_only": 15,
+   "cand_only": 20,
+   "p_mcnemar_exact": 0.49955983320251107,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.625,
+    -0.5208333333333333,
+    1.9791666666666665
+   ]
+  },
+  "fresh_fr": {
+   "units": 660,
+   "n_units_all": 2902,
+   "n_units_kept": 660,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25687
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__fresh_fr.npz",
+   "spans_sha256": "7f0cd2c0badf3a4a52f18351e0ab578178bc8ae71c9821328e35416af52663f3",
+   "ref_hits": 36,
+   "cand_hits": 51,
+   "paired_rate_ref_pct": 5.454545454545454,
+   "paired_rate_cand_pct": 7.727272727272727,
+   "ref_only": 21,
+   "cand_only": 36,
+   "p_mcnemar_exact": 0.0627366803558285,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    2.65625,
+    -0.78125,
+    5.9375
+   ]
+  },
+  "test20k": {
+   "units": 2043,
+   "n_units_all": 5515,
+   "n_units_kept": 2043,
+   "excluded_mask": 59,
+   "byte_range": [
+    3,
+    80055
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__test20k.npz",
+   "spans_sha256": "d3ff21bd8abb14373d86a6c44a21b658dfde31195fb2c5aee30cfd16a7469f41",
+   "ref_hits": 36,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 1.762114537444934,
+   "paired_rate_cand_pct": 4.16054821341165,
+   "ref_only": 25,
+   "cand_only": 74,
+   "p_mcnemar_exact": 8.505991593882261e-07,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    2.4193548387096775,
+    1.310483870967742,
+    3.578629032258065
+   ]
+  },
+  "test_v3": {
+   "units": 2239,
+   "n_units_all": 6141,
+   "n_units_kept": 2239,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77091
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__test_v3.npz",
+   "spans_sha256": "41305167d0b044474159d2e40ca662d5391d62317566a97eb0b511b3a8d4d67c",
+   "ref_hits": 54,
+   "cand_hits": 85,
+   "paired_rate_ref_pct": 2.41179097811523,
+   "paired_rate_cand_pct": 3.796337650736936,
+   "ref_only": 40,
+   "cand_only": 71,
+   "p_mcnemar_exact": 0.004195534185394854,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.4246323529411764,
+    0.3216911764705882,
+    2.527573529411765
+   ]
+  },
+  "queries": {
+   "units": 699,
+   "n_units_all": 2748,
+   "n_units_kept": 699,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_broad_cova/verdicts/spans/old_ref__v2b__broad_cova__queries.npz",
+   "spans_sha256": "6abe7810f92c19e3912b01eb54195f80649324363e6010446332e92857b6bd68",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.md b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.md
new file mode 100644
index 0000000000000000000000000000000000000000..a717bd56761ab490de280d0ee9cd68a7bff1ec98
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/v42_broad_cova/verdicts/broad_cova__vs_old_ref__v2b.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — broad_cova contre old_ref__v2b (m9g_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 12.48 | 9.15 | 37 | 17 | 0.0091 | PERTE | -3.99 [-6.60 ; -1.39] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.57 | 3.08 | 15 | 20 | 0.5 | n.s. | +0.62 [-0.52 ; +1.98] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 5.45 | 7.73 | 21 | 36 | 0.063 | n.s. | +2.66 [-0.78 ; +5.94] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.76 | 4.16 | 25 | 74 | 8.5e-07 | GAIN | +2.42 [+1.31 ; +3.58] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.41 | 3.80 | 40 | 71 | 0.0042 | GAIN | +1.42 [+0.32 ; +2.53] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..44e8db8616fc8803f96071b578314c986ad6c81f
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova.json
@@ -0,0 +1,1007 @@
+{
+ "tag": "broad_cova",
+ "primary": "v4.2 apparié",
+ "decision_principale": null,
+ "reference_principale": "ref_inexistante",
+ "seen_reference": {
+  "window": "seen_snn",
+  "def": "SMOKE (faux seen)",
+  "acc_invocab_pct": 0.0,
+  "snn_invocab_pct": 0.0,
+  "trained_ok": true,
+  "audit": {
+   "trained_frac": 1.0,
+   "snn_trained_invocab_n": 1,
+   "invocab_n": 1
+  }
+ },
+ "regle_patron_seen_et_frais": {
+  "old_ref": {
+   "patron": "NON (seen ≤ réf, indicatif non apparié ; frais v4.2 RETENU)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": 98.33,
+   "seen_ref_trained_frac": null,
+   "seen_better_unpaired": false,
+   "fresh_v42_retenu": true
+  },
+  "old_ref__v2b": {
+   "patron": "NON ÉVALUABLE (seen de la référence non mesuré pour la variante __v2b)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": null,
+   "seen_ref_trained_frac": null,
+   "seen_better_unpaired": null,
+   "fresh_v42_retenu": false
+  },
+  "broad14_ref": {
+   "patron": "NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": 91.934,
+   "seen_ref_trained_frac": 1.0,
+   "seen_better_unpaired": false,
+   "fresh_v42_retenu": false
+  },
+  "m8_broad14": {
+   "patron": "NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": 91.819,
+   "seen_ref_trained_frac": 1.0,
+   "seen_better_unpaired": false,
+   "fresh_v42_retenu": false
+  },
+  "broad_cova": {
+   "patron": "NON ÉVALUABLE (seen de la référence non entraîné : trained_frac 0.0)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": 10.372,
+   "seen_ref_trained_frac": 0.0,
+   "seen_better_unpaired": null,
+   "fresh_v42_retenu": false
+  },
+  "broad_full": {
+   "patron": "INDISPONIBLE (ABSENT (hits broad_full manquants : ['fc2', 'fresh_en', 'fresh_fr', 'test20k', 'test_v3', 'queries']))"
+  }
+ },
+ "v42_indisponible": true,
+ "v42": {
+  "tag": "broad_cova",
+  "method": "v4.2 Checker (copie octet-identique, sha a055feaa96f5f134…)",
+  "copied_hits_sha256": {
+   "broad_cova__fc2": "b75a3cdfce7a5da7eaab592fe21820325d5b56e3559f4bb1fc3b4fcd22c7372a",
+   "broad_cova__fresh_en": "58c67eadfe98eb843ce8cd068ca71b9026da570f60c0fa52297ba7ae0348586c",
+   "broad_cova__fresh_fr": "aeb5621bc15443faa86cdcf4463d0f36a3ed4b4711778e404684bba067a2a0cf",
+   "broad_cova__test20k": "863101f8abe815dddc2840f5cd4f0962ee5aeb912b9a46ea704d1c0a93b8ac70",
+   "broad_cova__test_v3": "9836b1397690c508f8dd1ad1d10ecf3ae58507473aee6720274174b3a5bdfae6",
+   "broad_cova__queries": "7e98aba93b5e730c1529667b88059bb54afe6d64263da298398b3e0fa50add81",
+   "old_ref__fc2": "403b919e97adfddcef64e70f468eeb7dc5193293144c4d783740e2dc134c2138",
+   "old_ref__fresh_en": "55328c1e6925c8142f68859ac4a8f4dd1e6b3ec159e6663f2aa3dd38ca3f73a4",
+   "old_ref__fresh_fr": "a387ac0eda8b4c080e9549c35482ba170bd0d0d95d51f2e958e7383c1f739132",
+   "old_ref__test20k": "96db298b59b358ceca9ce0e8bb2db180d04cce05fbd5fc7fe0b1d53ae2c67329",
+   "old_ref__test_v3": "2a86f2fdbe86b0199846c033da843d8120d7f4561b4875901e5ee31bcfc60aa3",
+   "old_ref__queries": "6bacb4465f047af8bbed7e29d46ca4c70bd87a47c9f7671405ab6bf6afdefa18",
+   "old_ref__fc2__v2b": "64070eee7f33236529b311112646e9723d48d4a047085ee9e3bb8d8cccc108f5",
+   "old_ref__fresh_en__v2b": "492badbd7acafdcef02abaab6783d02ac029b37058230a41924ecb42eac5074a",
+   "old_ref__fresh_fr__v2b": "0ca1c48effe00e0fd4ccaaf9117ebf262ded65c7371123f9ca7681bdc12d3fde",
+   "old_ref__test20k__v2b": "6d80614406e9d1b0e0212ce12526eafe7eedbe7d9a6b3f32ceb53feb3f00d94b",
+   "old_ref__test_v3__v2b": "c61a1665e22b68ac88dcc344a5879355f375caca065f0ae602728a27c4e618e0",
+   "old_ref__queries__v2b": "a21570886aabd9baa519bfed36c762b73f835b1c778dd14bca8c1ef1645abeba",
+   "broad14_ref__fc2": "4e87033916d9dddb65c405c5cefd79ee68f36236f83eeb1b24efabd46cc2f50e",
+   "broad14_ref__fresh_en": "45fba17a01ef8f94b904171ed98c53cc1e2b597d630114ee1ca70e6965a5af2e",
+   "broad14_ref__fresh_fr": "fa3997ac741b468e5e578fbf3f105bb4ad366a2e3fb1f67fdd1035a43fc46e19",
+   "broad14_ref__test20k": "0c5d676f32e50ff78f28741f752a865459573918ab20e04f710067e5772a775b",
+   "broad14_ref__test_v3": "51039d5da264f4a4665806fd88ba90819fe9c1840c9c63b3b5b21d6b368c9ec7",
+   "broad14_ref__queries": "fddb9f30b165e27c9877c41b8a47a0ca83bf0187b9eab6c6174b67a9ed8c7311",
+   "m8_broad14__fc2": "75006dc065c0d44da6d1f65e81c7eaebfac357f1df48b84783d2c028d67f3a21",
+   "m8_broad14__fresh_en": "f4ed7033822b92e0538af7b2fb24c304faf632c83f3168b91cb054ebb482e941",
+   "m8_broad14__fresh_fr": "54a5a636c70c2a4b7580e74ff6c7e3e0094d34da857456d8155136f39e5bf616",
+   "m8_broad14__test20k": "5775269a3844a6102ec831521126de316ba8db19cd47a4afb929e3d84e2f6611",
+   "m8_broad14__test_v3": "9237d7d8f5385fe4a33e4fa4d87437326c924588511caa9d22bc396831afe4e6",
+   "m8_broad14__queries": "37538b014fc2f2fcab49667892d899d29e76f3e50a43ef532186ae6d92523790"
+  },
+  "refs": {
+   "old_ref": {
+    "base": "old_ref",
+    "suffix": "",
+    "key": "fused_hit",
+    "status": "OK",
+    "decision": "RETENU",
+    "losses": [],
+    "gains_fresh": [
+     "fresh_fr",
+     "test20k"
+    ],
+    "masks": [
+     "broad_gutenberg_v1_2134.npz"
+    ],
+    "json": "v42_broad_cova/verdicts/broad_cova__vs_old_ref.json",
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+       5.162946428571429,
+       8.601562499999998
+      ]
+     },
+     "fresh_en": {
+      "units": 6503,
+      "n_units_all": 8000,
+      "n_units_kept": 6503,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       32911
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fresh_en.npz",
+      "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+      "ref_hits": 332,
+      "cand_hits": 331,
+      "paired_rate_ref_pct": 5.105335998769799,
+      "paired_rate_cand_pct": 5.089958480701215,
+      "ref_only": 211,
+      "cand_only": 210,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       -0.01547029702970297,
+       -0.5569306930693069,
+       0.5569306930693069
+      ]
+     },
+     "fresh_fr": {
+      "units": 4748,
+      "n_units_all": 8000,
+      "n_units_kept": 4748,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       25687
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__fresh_fr.npz",
+      "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+      "ref_hits": 145,
+      "cand_hits": 199,
+      "paired_rate_ref_pct": 3.0539174389216512,
+      "paired_rate_cand_pct": 4.191238416175231,
+      "ref_only": 122,
+      "cand_only": 176,
+      "p_mcnemar_exact": 0.0020872767541635197,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       1.1402027027027026,
+       -0.7390202702702703,
+       2.597656249999997
+      ]
+     },
+     "test20k": {
+      "units": 15481,
+      "n_units_all": 20000,
+      "n_units_kept": 15481,
+      "excluded_mask": 201,
+      "byte_range": [
+       3,
+       80055
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__test20k.npz",
+      "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+      "ref_hits": 548,
+      "cand_hits": 1100,
+      "paired_rate_ref_pct": 3.5398230088495577,
+      "paired_rate_cand_pct": 7.105484141851301,
+      "ref_only": 292,
+      "cand_only": 844,
+      "p_mcnemar_exact": 1.3555101216840832e-62,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       3.5593879668049793,
+       3.072970695020747,
+       4.10415586099585
+      ]
+     },
+     "test_v3": {
+      "units": 15120,
+      "n_units_all": 20000,
+      "n_units_kept": 15120,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       77091
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__test_v3.npz",
+      "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+      "ref_hits": 499,
+      "cand_hits": 1329,
+      "paired_rate_ref_pct": 3.3002645502645507,
+      "paired_rate_cand_pct": 8.78968253968254,
+      "ref_only": 321,
+      "cand_only": 1151,
+      "p_mcnemar_exact": 1.0044050246434032e-109,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       5.481991525423728,
+       4.872881355932203,
+       6.124205508474576
+      ]
+     },
+     "queries": {
+      "units": 4850,
+      "n_units_all": 7750,
+      "n_units_kept": 4850,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       27800
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/m8_broad14__broad_cova__queries.npz",
+      "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+      "ref_hits": 199,
+      "cand_hits": 151,
+      "paired_rate_ref_pct": 4.103092783505154,
+      "paired_rate_cand_pct": 3.11340206185567,
+      "ref_only": 192,
+      "cand_only": 144,
+      "p_mcnemar_exact": 0.010239666514707889,
+      "sig_gain": false,
+      "sig_loss": true,
+      "boot_units64_delta_ci95_pct": [
+       -1.0,
+       -1.375,
+       -0.6666666666666667
+      ]
+     }
+    }
+   },
+   "broad_cova": {
+    "base": "broad_cova",
+    "suffix": "",
+    "key": "fused_hit",
+    "status": "OK",
+    "decision": "NON RETENU",
+    "losses": [],
+    "gains_fresh": [],
+    "masks": [
+     "broad_gutenberg_v1_2134.npz"
+    ],
+    "json": "v42_broad_cova/verdicts/broad_cova__vs_broad_cova.json",
+    "md": "v42_broad_cova/verdicts/broad_cova__vs_broad_cova.md",
+    "windows": {
+     "fc2": {
+      "units": 6776,
+      "n_units_all": 8000,
+      "n_units_kept": 6776,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       26329
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fc2.npz",
+      "spans_sha256": "335491e238fbd8e9712441f02dbbb4a8997be0caa2e0de58f41a1aedf6c5941e",
+      "ref_hits": 1437,
+      "cand_hits": 1437,
+      "paired_rate_ref_pct": 21.207201889020073,
+      "paired_rate_cand_pct": 21.207201889020073,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "fresh_en": {
+      "units": 6503,
+      "n_units_all": 8000,
+      "n_units_kept": 6503,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       32911
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_en.npz",
+      "spans_sha256": "436f3c2f35ab9654ed3df2e6dcd9375f622942c9a03344e3c7be35e875c870a3",
+      "ref_hits": 331,
+      "cand_hits": 331,
+      "paired_rate_ref_pct": 5.089958480701215,
+      "paired_rate_cand_pct": 5.089958480701215,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "fresh_fr": {
+      "units": 4748,
+      "n_units_all": 8000,
+      "n_units_kept": 4748,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       25687
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__fresh_fr.npz",
+      "spans_sha256": "4e0cd104bfb5feda1e96a903795bc40bee71162fb20c049b09c47f580611a01c",
+      "ref_hits": 199,
+      "cand_hits": 199,
+      "paired_rate_ref_pct": 4.191238416175231,
+      "paired_rate_cand_pct": 4.191238416175231,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "test20k": {
+      "units": 15481,
+      "n_units_all": 20000,
+      "n_units_kept": 15481,
+      "excluded_mask": 201,
+      "byte_range": [
+       3,
+       80055
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test20k.npz",
+      "spans_sha256": "4a9f28b7488aadb4ce2802bafc5109c59754babb7055b9f97b73007ed1ad237c",
+      "ref_hits": 1100,
+      "cand_hits": 1100,
+      "paired_rate_ref_pct": 7.105484141851301,
+      "paired_rate_cand_pct": 7.105484141851301,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "test_v3": {
+      "units": 15120,
+      "n_units_all": 20000,
+      "n_units_kept": 15120,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       77091
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__test_v3.npz",
+      "spans_sha256": "17a6c0efba2973aebe371601a4557e79499277431dbf90b4dbf2521e874a7652",
+      "ref_hits": 1329,
+      "cand_hits": 1329,
+      "paired_rate_ref_pct": 8.78968253968254,
+      "paired_rate_cand_pct": 8.78968253968254,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "queries": {
+      "units": 4850,
+      "n_units_all": 7750,
+      "n_units_kept": 4850,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       27800
+      ],
+      "spans_file": "../v42_broad_cova/verdicts/spans/broad_cova__broad_cova__queries.npz",
+      "spans_sha256": "606cc428f75982055881c33f1fedcced5afbdcf7323f5ea6b9f174669ffa24f8",
+      "ref_hits": 151,
+      "cand_hits": 151,
+      "paired_rate_ref_pct": 3.11340206185567,
+      "paired_rate_cand_pct": 3.11340206185567,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     }
+    }
+   },
+   "broad_full": {
+    "base": "broad_full",
+    "suffix": "",
+    "key": "fused_hit",
+    "status": "ABSENT (hits broad_full manquants : ['fc2', 'fresh_en', 'fresh_fr', 'test20k', 'test_v3', 'queries'])"
+   }
+  },
+  "peak_rss_mb_children": 106.71875
+ },
+ "v41_non_apparie_ne_pas_citer": {
+  "generated": "SMOKE",
+  "seen": {
+   "seen_snn": {
+    "def": "SMOKE (faux seen)",
+    "acc_invocab_pct": 0.0,
+    "snn_invocab_pct": 0.0,
+    "trained_ok": true,
+    "audit": {
+     "trained_frac": 1.0,
+     "snn_trained_invocab_n": 1,
+     "invocab_n": 1
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova.md b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova.md
new file mode 100644
index 0000000000000000000000000000000000000000..c4475f263b3b1351e5a562ad33c2c14138d240b3
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova.md
@@ -0,0 +1,83 @@
+# Verdict PRINCIPAL v4.2 (apparié, segmentation commune figée) — broad_cova — SMOKE
+
+**Décision principale (contre ref_inexistante, règle Checker v4.2) : INDISPONIBLE — None**
+
+seen_snn (RÉFÉRENCE seen) : acc invocab 0.00 % (SNN seul 0.00 %), trained_frac 1.0000 (1/1) ≥ 0,99 ; SMOKE (faux seen). seen non apparié (octets propres à chaque corpus).
+
+## Règle patron « meilleur sur seen ET frais » (distincte de la décision Checker v4.2)
+
+Seen NON APPARIÉ : seen_snn de cov b (tranche SNN de son train) contre seen banc v4 de la référence (results_v4.jsonl ; autres octets, autre segmentation) → indicatif seulement. Frais = décision v4.2 appariée.
+
+| référence | seen cov b (seen_snn) % | seen réf (banc v4) % | trained_frac seen réf | frais v4.2 | règle patron |
+|---|---|---|---|---|---|
+| old_ref | 0.00 | 98.33 | non audité | RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 RETENU) |
+| old_ref__v2b | 0.00 | — | non audité | NON RETENU | NON ÉVALUABLE (seen de la référence non mesuré pour la variante __v2b) |
+| broad14_ref | 0.00 | 91.93 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| m8_broad14 | 0.00 | 91.82 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| broad_cova | 0.00 | 10.37 | 0.0 | NON RETENU | NON ÉVALUABLE (seen de la référence non entraîné : trained_frac 0.0) |
+| broad_full | — | — | non audité | — | INDISPONIBLE (ABSENT (hits broad_full manquants : ['fc2', 'fresh_en', 'fresh_fr', 'test20k', 'test_v3', 'queries'])) |
+
+Méthode : checker/scale/verdict_v42.py (copie v42/, sha256 a055feaa…) — unités = segments entre frontières de patch communes aux deux bras, gardées ssi in-vocab dans les DEUX bras et aucun octet exclu (masque propre union), taux APPARIÉS + McNemar exact ; bootstrap indicatif. Références = hits Checker hits_v4 (copies figées dans v42_broad_cova/hits/, sha256 dans v42_broad_cova.json).
+
+### contre old_ref : **RETENU** (pertes : aucune ; gains frais : fresh_fr, test20k ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 11.81 | 9.15 | 39 | 23 | 0.056 | n.s. | -3.30 [-6.42 ; -0.34] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.06 | 3.08 | 15 | 25 | 0.15 | n.s. | +1.15 [-0.21 ; +2.60] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 0.15 | 7.73 | 0 | 50 | 1.8e-15 | GAIN | +7.81 [+5.31 ; +10.47] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.81 | 4.16 | 18 | 66 | 1.3e-07 | GAIN | +2.32 [+1.41 ; +3.23] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.90 | 3.80 | 50 | 70 | 0.082 | n.s. | +0.92 [-0.09 ; +1.98] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+### contre old_ref__v2b : **NON RETENU** (pertes : fc2 ; gains frais : test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 601/1969 | 12.48 | 9.15 | 37 | 17 | 0.0091 | PERTE | -3.99 [-6.60 ; -1.39] | ceccff8a3fecac40 |
+| fresh_en | 973/2321 | 2.57 | 3.08 | 15 | 20 | 0.5 | n.s. | +0.62 [-0.52 ; +1.98] | 51674f54b4c7e6c6 |
+| fresh_fr | 660/2902 | 5.45 | 7.73 | 21 | 36 | 0.063 | n.s. | +2.66 [-0.78 ; +5.94] | 7f0cd2c0badf3a4a |
+| test20k | 2043/5515 | 1.76 | 4.16 | 25 | 74 | 8.5e-07 | GAIN | +2.42 [+1.31 ; +3.58] | d3ff21bd8abb1437 |
+| test_v3 | 2239/6141 | 2.41 | 3.80 | 40 | 71 | 0.0042 | GAIN | +1.42 [+0.32 ; +2.53] | 41305167d0b04447 |
+| queries (à part) | 699/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 6abe7810f92c19e3 |
+
+### contre broad14_ref : **NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 8.46 | 21.21 | 190 | 1054 | 2.1e-145 | GAIN | +12.75 [+11.22 ; +14.35] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.17 | 5.09 | 215 | 210 | 0.85 | n.s. | -0.02 [-0.59 ; +0.57] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 2.72 | 4.19 | 117 | 187 | 7.1e-05 | GAIN | +1.48 [-0.00 ; +2.72] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.27 | 7.11 | 276 | 870 | 4.8e-72 | GAIN | +3.83 [+3.32 ; +4.38] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 2.80 | 8.79 | 287 | 1192 | 4.6e-131 | GAIN | +5.98 [+5.34 ; +6.65] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 8.02 | 3.11 | 373 | 135 | 8.1e-27 | PERTE | -4.96 [-5.54 ; -4.40] | 606cc428f7598205 |
+
+### contre m8_broad14 : **NON RETENU** (pertes : queries ; gains frais : fc2, fresh_fr, test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 14.32 | 21.21 | 333 | 800 | 7.6e-45 | GAIN | +6.92 [+5.16 ; +8.60] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.11 | 5.09 | 211 | 210 | 1 | n.s. | -0.02 [-0.56 ; +0.56] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 3.05 | 4.19 | 122 | 176 | 0.0021 | GAIN | +1.14 [-0.74 ; +2.60] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 3.54 | 7.11 | 292 | 844 | 1.4e-62 | GAIN | +3.56 [+3.07 ; +4.10] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 3.30 | 8.79 | 321 | 1151 | 1e-109 | GAIN | +5.48 [+4.87 ; +6.12] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 4.10 | 3.11 | 192 | 144 | 0.01 | PERTE | -1.00 [-1.38 ; -0.67] | 606cc428f7598205 |
+
+### contre broad_cova : **NON RETENU** (pertes : aucune ; gains frais : aucun ; masques union : broad_gutenberg_v1_2134.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6776/8000 | 21.21 | 21.21 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 335491e238fbd8e9 |
+| fresh_en | 6503/8000 | 5.09 | 5.09 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 436f3c2f35ab9654 |
+| fresh_fr | 4748/8000 | 4.19 | 4.19 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4e0cd104bfb5feda |
+| test20k | 15481/20000 | 7.11 | 7.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 4a9f28b7488aadb4 |
+| test_v3 | 15120/20000 | 8.79 | 8.79 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 17a6c0efba2973ae |
+| queries (à part) | 4850/7750 | 3.11 | 3.11 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 606cc428f7598205 |
+
+### contre broad_full — ABSENT (hits broad_full manquants : ['fc2', 'fresh_en', 'fresh_fr', 'test20k', 'test_v3', 'queries'])
+
+
+## v4.1 non apparié — ne pas citer
+
+(taux par bras sur des segmentations différentes ; conservé pour traçabilité seulement)
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova_v41_non_apparie.json b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova_v41_non_apparie.json
new file mode 100644
index 0000000000000000000000000000000000000000..d40d8c574a888de1de043e76fd00e7712346061f
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova_v41_non_apparie.json
@@ -0,0 +1 @@
+{"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": true, "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
\ No newline at end of file
diff --git a/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova_v41_non_apparie.md b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova_v41_non_apparie.md
new file mode 100644
index 0000000000000000000000000000000000000000..f132a3eceec1d18e31c95179d1544ac1b2c7a239
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/fin_indispo_broad_cova/verdict_broad_cova_v41_non_apparie.md
@@ -0,0 +1 @@
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_broad_eval/smoke/smoke_finalize.py b/results/hashing/covb_broad_eval/smoke/smoke_finalize.py
new file mode 100644
index 0000000000000000000000000000000000000000..f700793c51647a5be675ab70020a490cced36551
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/smoke_finalize.py
@@ -0,0 +1,13 @@
+# SPIRA Hashing — smoke léger de finalize() (verdict principal v4.2) : candidat = hits Checker existants, aucun modèle, aucun train lu.
+import os, sys, json, shutil, resource
+D0 = os.path.dirname(os.path.dirname(os.path.abspath(__file__))); CAND = sys.argv[1]; F = f"{D0}/smoke/fin_{CAND}"
+shutil.rmtree(F, ignore_errors=True); os.makedirs(f"{F}/hits")
+os.symlink(f"{D0}/verdict_covb_v42.py", f"{F}/verdict_covb_v42.py"); os.symlink(f"{D0}/v42", f"{F}/v42")
+for w in ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]: shutil.copyfile(f"/workspace/spira_shared/checker/scale/hits_v4/{CAND}__{w}.npz", f"{F}/hits/{CAND}__{w}.npz")
+sys.argv = ["report_covb.py", "--smoke"]; g = {"__name__": "smoke", "__file__": f"{D0}/report_covb.py"}; exec(open(f"{D0}/report_covb.py").read(), g)
+g["D"] = F
+R = {"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": True,
+     "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
+ob = f"{F}/verdict_{CAND}"; open(ob + ".md", "w").write("(tableau v4.1 SMOKE)\n"); json.dump(R, open(ob + ".json", "w"))
+g["finalize"](CAND, R, ob)
+print("RSS max Mo : moi", resource.getrusage(resource.RUSAGE_SELF).ru_maxrss // 1024, "enfants", resource.getrusage(resource.RUSAGE_CHILDREN).ru_maxrss // 1024)
diff --git a/results/hashing/covb_broad_eval/smoke/smoke_indispo.py b/results/hashing/covb_broad_eval/smoke/smoke_indispo.py
new file mode 100644
index 0000000000000000000000000000000000000000..879e910b5d18a74c3dde9604da975879c6ef8b80
--- /dev/null
+++ b/results/hashing/covb_broad_eval/smoke/smoke_indispo.py
@@ -0,0 +1,13 @@
+# SPIRA Hashing — smoke léger de finalize() (verdict principal v4.2) : candidat = hits Checker existants, aucun modèle, aucun train lu.
+import os, sys, json, shutil, resource
+D0 = os.path.dirname(os.path.dirname(os.path.abspath(__file__))); CAND = sys.argv[1]; F = f"{D0}/smoke/fin_indispo_{CAND}"
+shutil.rmtree(F, ignore_errors=True); os.makedirs(f"{F}/hits")
+os.symlink(f"{D0}/verdict_covb_v42.py", f"{F}/verdict_covb_v42.py"); os.symlink(f"{D0}/v42", f"{F}/v42")
+for w in ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]: shutil.copyfile(f"/workspace/spira_shared/checker/scale/hits_v4/{CAND}__{w}.npz", f"{F}/hits/{CAND}__{w}.npz")
+sys.argv = ["report_covb.py", "--smoke"]; g = {"__name__": "smoke", "__file__": f"{D0}/report_covb.py"}; exec(open(f"{D0}/report_covb.py").read(), g)
+g["D"] = F; g["V42_PRIMARY"] = "ref_inexistante"
+R = {"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": True,
+     "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
+ob = f"{F}/verdict_{CAND}"; open(ob + ".md", "w").write("(tableau v4.1 SMOKE)\n"); json.dump(R, open(ob + ".json", "w"))
+g["finalize"](CAND, R, ob)
+print("RSS max Mo : moi", resource.getrusage(resource.RUSAGE_SELF).ru_maxrss // 1024, "enfants", resource.getrusage(resource.RUSAGE_CHILDREN).ru_maxrss // 1024)
diff --git a/results/hashing/covb_broad_eval/v42/jobs_v4.tsv b/results/hashing/covb_broad_eval/v42/jobs_v4.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..0bdf659e4bdc84e2879b15a304522be56d0619b9
--- /dev/null
+++ b/results/hashing/covb_broad_eval/v42/jobs_v4.tsv
@@ -0,0 +1,12 @@
+old_ref	/workspace/spira_shared/checker/ckpt/ref_fixed2cal_old_local_v1.npz	old_local_v1
+broad14_ref	/workspace/spira_shared/checker/ckpt/ref_fixed2cal_broad_local_v1.npz	broad_local_v1
+broad45_covb	/workspace/spira_shared/spira_cov/cm_broad_cov_b.npz	broad_local_v1
+broad_full	/workspace/spira_shared/checker/scale/cm_broad_full.npz	broad_local_v1
+broad_cova	/workspace/spira_shared/spira_cov/cm_broad_cov_a.npz	broad_local_v1
+m8_broad14	/workspace/spira_shared/spira_m8/cm_broad_local_v1.npz	broad_local_v1
+v3_covb	/workspace/spira_shared/spira_v3verify/cm_v3_cov_b.npz	corpus_v3
+m8_v3	/workspace/spira_shared/checker/scale/cm_v3_m8.npz	corpus_v3
+bg1_m8	/workspace/spira_shared/checker/scale/cm_bg1d_m8.npz	broad_gutenberg_v1
+div1_m8	/workspace/spira_shared/checker/scale/cm_div1d_m8.npz	corpus_diverse_v1
+covb_broad	(hashing covb_broad_eval/hits)	broad_local_v1
+covb_v3	(hashing covb_v3_eval/hits)	corpus_v3
diff --git a/results/hashing/covb_broad_eval/v42/verdict_v42.py b/results/hashing/covb_broad_eval/v42/verdict_v42.py
new file mode 100644
index 0000000000000000000000000000000000000000..bc20452f7c1205fe69bd32be8e0374ce38f595e9
--- /dev/null
+++ b/results/hashing/covb_broad_eval/v42/verdict_v42.py
@@ -0,0 +1,76 @@
+#!/usr/bin/env python3
+"""Checker 24 oct. 09 h 3x (Toronto) — verdict de rétention v4.2 (correctif méthodologique ; verdict_v41.py CONSERVÉ tel quel, non modifié).
+Problème v4.1 (signalé Hashing/Relay 09 h 27, confirmé par Checker) : tokenizers différents ⇒ les spans (tgt_start, tgt_len) IDENTIQUES entre bras ne
+sont qu'un sous-ensemble biaisé (m8_v3 vs old_ref : 565/8000 fc2, 2 494/20 000 test20k, 2 895/20 000 test_v3) et les taux affichés étaient NON APPARIÉS
+(fc2 : 11,50 → 14,45 non apparié, alors que sur les spans communs 5,66 → 0,71).
+Méthode v4.2 (segmentation commune FIGÉE par fenêtre et par paire, en octets) :
+  - frontières de chaque bras = début/fin de ses patches cibles (tgt_start/tgt_len, contigus) ; frontières COMMUNES = intersection, restreinte à la
+    plage d'octets couverte par les deux bras ; unité = [c_k, c_{k+1}) ; chaque unité est pavée exactement par des patches entiers de chaque bras.
+  - unité réussie pour un bras ssi TOUS ses patches dans l'unité sont fused_hit (ou m9g_hit pour v2b) ; unité gardée ssi TOUS les patches des DEUX bras
+    y sont in-vocab (in-vocab pour les deux bras) ET aucun octet exclu par le masque propre (union des masques stricts des corpus des deux bras ;
+    patch exclu ssi E[s:s+l].any(), règle ctx64+span des masques).
+  - fichier de spans figé : verdicts_v42/spans/<BASE><suf>__<TAG>__<w>.npz (unit_start, unit_len) + sha256 enregistré dans le json.
+  - McNemar exact sur les unités appariées ; taux APPARIÉS (hits/unités) rapportés à côté ; bootstrap par blocs de 64 unités, 2 000 tirages, seed 777 (indicatif).
+  - Identité : si les deux bras ont la même segmentation (ex. old_ref fused vs old_ref v2b), unités = patches et discordants == v4.1 (testé).
+Règle : RETENU ssi aucune perte significative (p<0,05) sur aucune fenêtre (fc2, fresh_en, fresh_fr, test20k, test_v3, queries) ET ≥ 1 gain significatif
+sur une fenêtre fraîche propre (queries exclu des gains frais). seen jamais apparié (octets différents par corpus). neither_code / freshcode exclus.
+Usage : verdict_v42.py TAG BASE [SUFFIX KEY]  (ex. old_ref __v2b m9g_hit)  → verdicts_v42/<TAG>__vs_<BASE><suf>.json/.md"""
+import os, sys, json, math, hashlib, numpy as np
+D = os.path.dirname(os.path.abspath(__file__)); H = os.environ.get("HITS", f"{D}/hits_v4"); OUTD = os.environ.get("OUTD", f"{D}/verdicts_v42")
+FRESH = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3"]; VW = FRESH + ["queries"]
+tag, base = sys.argv[1], sys.argv[2]; suf = sys.argv[3] if len(sys.argv) > 3 else ""; kref = sys.argv[4] if len(sys.argv) > 4 else "fused_hit"
+MASKS = {"corpus_v3": f"{D}/clean_masks/corpus_v3_full_0450.npz", "broad_local_v1": f"{D}/clean_masks/broad_gutenberg_v1_2134.npz",
+         "broad_gutenberg_v1": f"{D}/clean_masks/broad_gutenberg_v1_2134.npz", "corpus_diverse_v1": f"{D}/clean_masks/broad_gutenberg_v1_2134.npz"}
+def corpus_of(t):
+    for l in open(f"{D}/jobs_v4.tsv"):
+        f = l.rstrip("\n").split("\t")
+        if len(f) >= 3 and f[0] == t: return f[2]
+def binp(b, c):
+    n = b + c; return 1.0 if n == 0 else min(1.0, 2 * sum(math.comb(n, i) for i in range(min(b, c) + 1)) / 2 ** n)
+def sha(*a): h = hashlib.sha256(); [h.update(np.ascontiguousarray(x).tobytes()) for x in a]; return h.hexdigest()
+def units(A, B, E, ka, kb):
+    assert str(A["window_sha256"]) == str(B["window_sha256"]), "octets différents"
+    def arm(Z): s = Z["tgt_start"].astype(np.int64); l = Z["tgt_len"].astype(np.int64); assert np.all(s[1:] == s[:-1] + l[:-1]); return s, s + l
+    sa, ea = arm(A); sb, eb = arm(B); lo, hi = max(sa[0], sb[0]), min(ea[-1], eb[-1])
+    c = np.intersect1d(np.concatenate([sa, ea[-1:]]), np.concatenate([sb, eb[-1:]])); c = c[(c >= lo) & (c <= hi)]
+    us, ue = c[:-1], c[1:]
+    def agg(s, e, ok):  # unité vraie ssi tous les patches du bras dans l'unité sont ok
+        m = (s >= c[0]) & (e <= c[-1]); k = np.searchsorted(c, s[m], side="right") - 1; u = np.ones(len(us), bool); np.logical_and.at(u, k, ok[m]); return u
+    iva, ivb = A["invocab"].astype(bool), B["invocab"].astype(bool)
+    ha = agg(sa, ea, A[ka].astype(bool) & iva); hb = agg(sb, eb, B[kb].astype(bool) & ivb)
+    keep = agg(sa, ea, iva) & agg(sb, eb, ivb)
+    ce = np.concatenate([[0], np.cumsum(E.astype(np.int64))]); clean = (ce[ue] - ce[us]) == 0  # E déjà dilaté (ctx64+span)
+    keep &= clean
+    return us[keep], (ue - us)[keep], ha[keep], hb[keep], {"n_units_all": int(len(us)), "n_units_kept": int(keep.sum()), "excluded_mask": int((~clean).sum()), "byte_range": [int(lo), int(hi)]}
+def boot(x, y, blk=64, nb=2000, seed=777):
+    n = len(x) // blk
+    if n < 2: return None
+    d = y[:n * blk].reshape(n, blk).mean(1) - x[:n * blk].reshape(n, blk).mean(1); bs = d[np.random.default_rng(seed).integers(0, n, (nb, n))].mean(1)
+    return [100 * float(d.mean()), *(100 * np.percentile(bs, [2.5, 97.5])).tolist()]
+ld = lambda t, w, s="": np.load(f"{H}/{t}__{w}{s}.npz")
+mk = sorted({MASKS[c] for c in (corpus_of(tag), corpus_of(base)) if c in MASKS}); MZ = [np.load(m) for m in mk]
+os.makedirs(f"{OUTD}/spans", exist_ok=True); R = {}
+for w in VW:
+    A, B = ld(base, w, suf), ld(tag, w); E = np.zeros(int(B["window_bytes"]), bool)
+    for M in MZ: assert str(M[f"sha__bench_{w}"]) == str(B["window_sha256"]); E |= M[f"bench_{w}__excl"]
+    us, ul, x, y, info = units(A, B, E, kref, "fused_hit")
+    sp = f"{OUTD}/spans/{base}{suf}__{tag}__{w}.npz"; np.savez(sp, unit_start=us, unit_len=ul); sh = sha(us, ul)
+    ro, co = int((x & ~y).sum()), int((~x & y).sum()); p = binp(ro, co); n = len(x)
+    R[w] = {"units": n, **info, "spans_file": os.path.relpath(sp, D), "spans_sha256": sh, "ref_hits": int(x.sum()), "cand_hits": int(y.sum()),
+            "paired_rate_ref_pct": 100 * float(x.mean()) if n else None, "paired_rate_cand_pct": 100 * float(y.mean()) if n else None,
+            "ref_only": ro, "cand_only": co, "p_mcnemar_exact": p, "sig_gain": bool(p < 0.05 and co > ro), "sig_loss": bool(p < 0.05 and ro > co),
+            "boot_units64_delta_ci95_pct": boot(x, y)}
+L = [w for w in VW if R[w]["sig_loss"]]; G = [w for w in FRESH if R[w]["sig_gain"]]
+dec = "RETENU" if (not L and G) else "NON RETENU"
+out = {"tag": tag, "base": base + suf, "base_key": kref, "method": "v4.2 segmentation commune figée (frontières communes, in-vocab deux bras, masque propre union)",
+       "masks": mk, "windows": R, "losses": L, "gains_fresh": G, "gains_queries": [w for w in ["queries"] if R[w]["sig_gain"]], "decision": dec,
+       "script_sha256": hashlib.sha256(open(os.path.abspath(__file__), "rb").read()).hexdigest()}
+f = lambda v: "—" if v is None else f"{v:.2f}"
+rows = [f"# Verdict v4.2 (apparié, segmentation commune figée) — {tag} contre {base}{suf} ({kref})", "", f"**{dec}** (pertes : {', '.join(L) or 'aucune'} ; gains frais : {', '.join(G) or 'aucun'})", "",
+        "| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |", "|---|---|---|---|---|---|---|---|---|---|"]
+for w in VW:
+    r = R[w]; b = r["boot_units64_delta_ci95_pct"]; d = "GAIN" if r["sig_gain"] else ("PERTE" if r["sig_loss"] else "n.s.")
+    rows.append(f"| {w}{' (à part)' if w == 'queries' else ''} | {r['units']}/{r['n_units_all']} | {f(r['paired_rate_ref_pct'])} | {f(r['paired_rate_cand_pct'])} | {r['ref_only']} | {r['cand_only']} | {r['p_mcnemar_exact']:.2g} | {d} | {'—' if b is None else f'{b[0]:+.2f} [{b[1]:+.2f} ; {b[2]:+.2f}]'} | {r['spans_sha256'][:16]} |")
+rows += ["", f"Masques propres (union des corpus des deux bras) : {', '.join(os.path.basename(m) for m in mk) or 'aucun'}. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié."]
+open(f"{OUTD}/{tag}__vs_{base}{suf}.md", "w").write("\n".join(rows) + "\n"); json.dump(out, open(f"{OUTD}/{tag}__vs_{base}{suf}.json", "w"), indent=1)
+print("\n".join(rows))
diff --git a/results/hashing/covb_broad_eval/verdict_covb_v42.py b/results/hashing/covb_broad_eval/verdict_covb_v42.py
new file mode 100644
index 0000000000000000000000000000000000000000..3da1ab51799421c374c52dc35e3dbff1628cf5ae
--- /dev/null
+++ b/results/hashing/covb_broad_eval/verdict_covb_v42.py
@@ -0,0 +1,61 @@
+#!/usr/bin/env python3
+"""SPIRA Hashing 24 oct. 2026 ~09 h 39 (Toronto) — verdict APPARIÉ v4.2 pour cov b (PRINCIPAL), via une COPIE OCTET-IDENTIQUE de
+checker/scale/verdict_v42.py (v42/verdict_v42.py, sha256 vérifié ci-dessous ; aucun fichier Checker modifié).
+La copie lit, relativement à son propre dossier v42/ : jobs_v4.tsv (copie de checker/scale/jobs_v4.tsv + 2 lignes Hashing ajoutées à la fin :
+covb_broad → broad_local_v1, covb_v3 → corpus_v3 ; vérifiées à l'exécution) et clean_masks/ (copies des masques Checker, sha dans COPIES.sha256).
+Hits : HITS = dossier de mise en scène <out>/hits/ (copies figées : hits cov b + hits de référence Checker hits_v4, sha256 consignés).
+Méthode = verdict_v42.py tel quel : segmentation commune figée par fenêtre et par paire, unités in-vocab dans les DEUX bras, masque propre union,
+taux APPARIÉS + McNemar exact ; bootstrap blocs 64 unités (indicatif). seen jamais apparié : seen_snn rapporté à part (trained_frac ≥ 0,99).
+Usage : verdict_covb_v42.py TAG CAND_HITS_DIR OUTDIR REF[,REF...]   (REF = tag ou tag:SUFFIX:KEY, ex. old_ref:__v2b:m9g_hit)
+Sortie : OUTDIR/verdicts/<TAG>__vs_<REF>.json/.md (écrits par la copie) + OUTDIR/v42_<TAG>.json (résumé)."""
+import os, sys, json, shutil, hashlib, subprocess, resource
+D = os.path.dirname(os.path.abspath(__file__)); V = f"{D}/v42"
+CHK_SHA = "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"  # checker/scale/verdict_v42.py lu le 24 oct. 09 h 35
+CHV4 = "/workspace/spira_shared/checker/scale/hits_v4"
+VW = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]
+LOCAL_JOBS = {"covb_broad": "broad_local_v1", "covb_v3": "corpus_v3"}
+def fsha(p): h = hashlib.sha256(); h.update(open(p, "rb").read()); return h.hexdigest()
+def main(tag, cand_dir, out, refs):
+    assert fsha(f"{V}/verdict_v42.py") == CHK_SHA, "copie verdict_v42.py modifiée"
+    jt = {l.split("\t")[0]: l.split("\t")[2] for l in open(f"{V}/jobs_v4.tsv").read().splitlines() if l.count("\t") >= 2}
+    for t, c in LOCAL_JOBS.items(): assert jt.get(t) == c, f"jobs_v4.tsv local : {t} → {jt.get(t)} ≠ {c}"
+    H = f"{out}/hits"; O = f"{out}/verdicts"; os.makedirs(H, exist_ok=True); os.makedirs(O, exist_ok=True)
+    S = {"tag": tag, "method": "v4.2 Checker (copie octet-identique, sha " + CHK_SHA[:16] + "…)", "copied_hits_sha256": {}, "refs": {}}
+    for w in VW:
+        src = f"{cand_dir}/{tag}__{w}.npz"
+        if os.path.exists(src): shutil.copyfile(src, f"{H}/{tag}__{w}.npz"); S["copied_hits_sha256"][f"{tag}__{w}"] = fsha(src)
+    miss_c = [w for w in VW if not os.path.exists(f"{H}/{tag}__{w}.npz")]
+    if miss_c: S["status"] = f"hits candidat manquants : {miss_c} → pas de verdict apparié"; return S
+    for r in refs:
+        base, suf, key = (r.split(":") + ["", "fused_hit"])[:3] if ":" in r else (r, "", "fused_hit")
+        name = base + suf; e = {"base": base, "suffix": suf, "key": key}
+        srcs = {w: f"{CHV4}/{base}__{w}{suf}.npz" for w in VW}; miss = [w for w, p in srcs.items() if not os.path.exists(p)]
+        if miss: e["status"] = f"ABSENT (hits {name} manquants : {miss})"; S["refs"][name] = e; continue
+        for w, p in srcs.items(): shutil.copyfile(p, f"{H}/{base}__{w}{suf}.npz"); S["copied_hits_sha256"][f"{base}__{w}{suf}"] = fsha(p)
+        cmd = [sys.executable, f"{V}/verdict_v42.py", tag, base] + ([suf, key] if suf else [])
+        env = dict(os.environ, HITS=H, OUTD=O)
+        p = subprocess.run(cmd, env=env, capture_output=True, text=True)
+        if p.returncode != 0: e["status"] = "ÉCHEC verdict_v42 : " + p.stderr.strip()[-400:]; S["refs"][name] = e; continue
+        j = json.load(open(f"{O}/{tag}__vs_{name}.json")); assert j["script_sha256"] == CHK_SHA
+        e.update({"status": "OK", "decision": j["decision"], "losses": j["losses"], "gains_fresh": j["gains_fresh"], "masks": [os.path.basename(m) for m in j["masks"]],
+                  "json": os.path.relpath(f"{O}/{tag}__vs_{name}.json", D), "md": os.path.relpath(f"{O}/{tag}__vs_{name}.md", D), "windows": j["windows"]})
+        S["refs"][name] = e
+    S["peak_rss_mb_children"] = resource.getrusage(resource.RUSAGE_CHILDREN).ru_maxrss / 1024
+    return S
+def md(S, primary):
+    f = lambda v: "—" if v is None else f"{v:.2f}"
+    L = []
+    for name, e in S["refs"].items():
+        star = " (DÉCISION PRINCIPALE)" if name == primary else ""
+        if e["status"] != "OK": L += [f"### contre {name}{star} — {e['status']}", ""]; continue
+        L += [f"### contre {name}{star} : **{e['decision']}** (pertes : {', '.join(e['losses']) or 'aucune'} ; gains frais : {', '.join(e['gains_fresh']) or 'aucun'} ; masques union : {', '.join(e['masks']) or 'aucun'})", "",
+              "| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |", "|---|---|---|---|---|---|---|---|---|---|"]
+        for w in VW:
+            r = e["windows"][w]; b = r["boot_units64_delta_ci95_pct"]; d = "GAIN" if r["sig_gain"] else ("PERTE" if r["sig_loss"] else "n.s.")
+            L.append(f"| {w}{' (à part)' if w == 'queries' else ''} | {r['units']}/{r['n_units_all']} | {f(r['paired_rate_ref_pct'])} | {f(r['paired_rate_cand_pct'])} | {r['ref_only']} | {r['cand_only']} | {r['p_mcnemar_exact']:.2g} | {d} | {'—' if b is None else f'{b[0]:+.2f} [{b[1]:+.2f} ; {b[2]:+.2f}]'} | {r['spans_sha256'][:16]} |")
+        L.append("")
+    return "\n".join(L)
+if __name__ == "__main__":
+    tag, cand, out, refs = sys.argv[1], sys.argv[2], sys.argv[3], sys.argv[4].split(",")
+    S = main(tag, cand, out, refs); json.dump(S, open(f"{out}/v42_{tag}.json", "w"), indent=1, ensure_ascii=False)
+    print(json.dumps({k: (v.get("decision"), v.get("status")) for k, v in S.get("refs", {}).items()}, ensure_ascii=False)); print(S.get("status", ""))
diff --git a/results/hashing/covb_v3_eval/COPIES.sha256 b/results/hashing/covb_v3_eval/COPIES.sha256
new file mode 100644
index 0000000000000000000000000000000000000000..b12375591427b1c3cac3f9f86ecda45463e26854
--- /dev/null
+++ b/results/hashing/covb_v3_eval/COPIES.sha256
@@ -0,0 +1,36 @@
+651817cbdecdce39dfd28afca2fd5cae6273cc32b7bdee3fdabc4f5dd0537fe6  bench_common.py
+1738d419a682d73f490afe2ea95a7ff0dc96a358f472ca65bcafca4c1c6a84a0  cov_bytes_m8.py
+64eb7bed78b559d667573d309cbc6069264907ecbea2fef92d480a3c34fc19f1  lowmem_bg1c.py
+e2c8cd1deabc228faed302bebdb81bf8d10405df63e393b4a8ddb6152401c10e  eval_ref_v3.py
+de3726b0aee4b8999b0ac23cae32dffb0b87cce67992074b87b2628f15c9d781  eval_covb.py
+1fe2932e751b8708ee2da7a0bd689678035cc7f93c05f87f658776f773030da8  report_covb.py
+2ee5123109ef38efb965f2d3ddeb26685c02b53a87a4623d21c7a6b59c6f175b  gate_covb.sh
+b4f74f71f6d67c5d669b56c6b1cf7379b486bb25ad308da836c7483971d04980  masks/corpus_v3_full_0450.npz
+2837fdd15abf69f2dd9b5f2caec465eac374e58549541d5b103b0b06fdda8333  masks/verify_corpus_v3.json
+914a60560ee02e7384b82a9f37480c7d1741ac0552fc55766299e33a6dd07251  orig/diag_cova_seen_0520.py
+e813db7819f1206b77322c9e6fec9738af4ba0c21bc39a9990a1a7d89ee9ef6c  orig/eval_bench_v4.py
+c88f2617d578ef4e00fbbb1d762ed839590c26c3818777cf219f5f7e88b13caa  orig/results_v4_mask.py
+c9162243d2813d446a530cb1d3529748bc167008b2f31a2103bfcb074b582de6  orig/scale_bench_v4.py
+09dc3f8d4f83b7887902639b950f83fb573e902f3923d8c067201e7f96ceb7da  orig/seen_audit_v4.json
+8e883465b0a9e9f3211e6a9759ef15a8516072629374340bdeb1b155d5894778  orig/verdict_v41.py
+# sources : covb_broad_eval (copies) ; masks/corpus_v3_full_0450.npz = copie de checker/scale/clean_masks/ ; masks/verify_corpus_v3.json = copie de spira_v3verify/
+b4f74f71f6d67c5d669b56c6b1cf7379b486bb25ad308da836c7483971d04980  /workspace/spira_shared/checker/scale/clean_masks/corpus_v3_full_0450.npz
+2837fdd15abf69f2dd9b5f2caec465eac374e58549541d5b103b0b06fdda8333  /workspace/spira_shared/spira_v3verify/verify_corpus_v3.json
+# 24 oct. 09 h 50 (Toronto) — câblage v4.2 : verdict_covb_v42.py (Hashing), v42/verdict_v42.py = copie octet-identique de checker/scale/verdict_v42.py, v42/jobs_v4.tsv = copie checker/scale/jobs_v4.tsv + 2 lignes Hashing (covb_broad, covb_v3), v42/clean_masks/ = copies Checker ; report_covb.py modifié (sauvegarde report_covb.py.bak_0945)
+653e8e5f3afbc89afec85e9d275f37a41523c4a88cba672de36ffc1d641b5584  verdict_covb_v42.py
+5a3ab11f88584bba0525c6f8d4da9d4f7d25a5f566091a66064b574170c71bc7  report_covb.py
+1fe2932e751b8708ee2da7a0bd689678035cc7f93c05f87f658776f773030da8  report_covb.py.bak_0945
+a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687  v42/verdict_v42.py
+02a6a9d6105e649dbeb8eb86658868898acafabc2f16b368c01c5eba37419752  v42/jobs_v4.tsv
+1e39bb814d79dd5ca5b5feb19cccfe1cebc2c2b523357910d2aeec91178b529c  v42/clean_masks/broad_gutenberg_v1_2134.npz
+b4f74f71f6d67c5d669b56c6b1cf7379b486bb25ad308da836c7483971d04980  v42/clean_masks/corpus_v3_full_0450.npz
+a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687  /workspace/spira_shared/checker/scale/verdict_v42.py
+25b3b383a38b488cf833b3991c7281cc1ae988285985edc504320745b283c575  /workspace/spira_shared/checker/scale/jobs_v4.tsv
+b4f74f71f6d67c5d669b56c6b1cf7379b486bb25ad308da836c7483971d04980  /workspace/spira_shared/checker/scale/clean_masks/corpus_v3_full_0450.npz
+1e39bb814d79dd5ca5b5feb19cccfe1cebc2c2b523357910d2aeec91178b529c  /workspace/spira_shared/checker/scale/clean_masks/broad_gutenberg_v1_2134.npz
+# correctif d'horodatage dans les commentaires (09 h 45/09 h 50 → ~09 h 39 réel) ; sha à jour :
+a030bd418249588a6b70fdf62315cf292308b1be91eb8eaaf6ae1a1684476027  report_covb.py
+df1fb301947d62202a1b62ff73dc5cc55148ab07329aec20e2abcb45e005171e  verdict_covb_v42.py
+# 09 h 58 (Toronto) — versions NON POUSSÉES (réserves Checker 09 h 45), base = commit HF 15d3271 ; restauration box 09 h 43–09 h 53 : fichiers remis aux versions poussées (anciens contenus en *.bak_restore0953)
+8904dcdff2de86107ad281cc94d62b20ebb64fc3ec29365da48bfe7d7581a4af  report_covb.py
+a030bd418249588a6b70fdf62315cf292308b1be91eb8eaaf6ae1a1684476027  report_covb.py.bak_pushed_15d3271
diff --git a/results/hashing/covb_v3_eval/STATUS b/results/hashing/covb_v3_eval/STATUS
new file mode 100644
index 0000000000000000000000000000000000000000..7d222b010445803634cd0f2a4b90188a07b5b68a
--- /dev/null
+++ b/results/hashing/covb_v3_eval/STATUS
@@ -0,0 +1 @@
+2026-10-24 08:20:34 EDT WAIT_TRAIN 437490
diff --git a/results/hashing/covb_v3_eval/STATUS_r2 b/results/hashing/covb_v3_eval/STATUS_r2
new file mode 100644
index 0000000000000000000000000000000000000000..2ba66e604c188374245d30f1cf25ccff8fc36dfc
--- /dev/null
+++ b/results/hashing/covb_v3_eval/STATUS_r2
@@ -0,0 +1 @@
+2026-10-24 17:31:28 EDT FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé
diff --git a/results/hashing/covb_v3_eval/bench_common.py b/results/hashing/covb_v3_eval/bench_common.py
new file mode 100644
index 0000000000000000000000000000000000000000..a88436556cbfcb483d41239bca6dda036d41a01c
--- /dev/null
+++ b/results/hashing/covb_v3_eval/bench_common.py
@@ -0,0 +1,35 @@
+"""Checker — commun banc v4 + génération : chargement modèle (auto cm/plain), fenêtres FIXES identiques pour tous les modèles.
+seen = train[2_600_000:2_800_000] du corpus propre du modèle (seule fenêtre dépendante du corpus) ; toutes les autres sont des octets fixes."""
+import os, sys, glob, json
+sys.path.insert(0, "/workspace/SPIRA/python"); sys.path.insert(0, "/workspace/spira_shared/semhash"); sys.path.insert(0, "/workspace/spira_shared/checker"); sys.path.append("/workspace/spira_shared/checker/scale")
+sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))  # Hashing 24 oct. (covb_broad_eval) : copies locales (lowmem_bg1c, cov_bytes_m8) avant checker/ ; seul changement vs Checker
+import numpy as np
+from spira.model import SPIRA
+from spira.hashing import fnv1a64
+S = "/workspace/spira_shared"; T = "/workspace/repos/toroidal-fractal-intelligence/data"; B = f"{S}/broad/broad_local_v1"
+CORPORA = {"old_local_v1": f"{S}/broad/old_local_v1", "broad_local_v1": B, "corpus_v3": f"{S}/corpus_v3", "broad_gutenberg_v1": f"{S}/broad/broad_gutenberg_v1", "corpus_diverse_v1": f"{S}/corpus_diverse_v1"}
+rd = lambda p: open(p, "rb").read()
+def fixed_windows():
+    from windows_v2 import freshcode_v2
+    from build_corpus_local import strip_gutenberg_header
+    return {"fc2": (freshcode_v2(), 8000), "fresh_en": (rd(f"{B}/oneshot.bin"), 8000),
+            "fresh_fr": (strip_gutenberg_header(rd(f"{T}/contes_perrault.txt")), 8000),
+            "neither_code": (b"\n\n".join(rd(p) for p in sorted(glob.glob("/workspace/kahnn/data/code/*"))), 8000),
+            "test20k": (rd(f"{B}/test.bin"), 20000), "queries": (rd(f"{T}/chat_seed_fr_en.txt"), 8000),
+            "test_v3": (rd(f"{S}/corpus_v3/test.bin"), 20000)}
+def kind_of(ckpt):
+    return "cm" if "cm_params" in np.load(ckpt, allow_pickle=False).files else "plain"
+def load_model(ckpt, train):
+    k = kind_of(ckpt)
+    if k == "cm":
+        import countmin
+        m = SPIRA.load.__func__(countmin.CMSPIRA, ckpt); z = np.load(ckpt, allow_pickle=False)
+        m.cm = json.loads(str(z["cm_params"])); m.cm_sem = z["cm_sem"].astype(np.int32); m._row_cache = {}
+    else: m = SPIRA.load(ckpt)
+    if len(train) > int(os.environ.get("BENCH_LOWMEM_MIN", 64_000_000)):  # Checker 22 h 22 : corpus > 64 Mo (bg1c 290,8 Mo, div1c 530 Mo)
+        from lowmem_bg1c import boundaries_chunked, fnv_ids  # == ept.segment + fnv1a64 (bit-identique, test_bg1c_ident « ids ») sans liste Python de ~65 M bytes (OOM bg1b)
+        u8 = np.frombuffer(train, dtype=np.uint8); m._ids_train = fnv_ids(u8, boundaries_chunked(m.ept, u8)); del u8
+    else:
+        ps = m.ept.segment(train); m._ids_train = np.fromiter((fnv1a64(p) for p in ps), dtype=np.uint64, count=len(ps))
+    saved = dict(m.fusion); cal = m.calibrate_fusion(train[:60_000])
+    return m, k, saved, cal
diff --git a/results/hashing/covb_v3_eval/cov_bytes_m8.py b/results/hashing/covb_v3_eval/cov_bytes_m8.py
new file mode 100644
index 0000000000000000000000000000000000000000..bcc8453909bf05ca2466302ca44b1f97442ac3b0
--- /dev/null
+++ b/results/hashing/covb_v3_eval/cov_bytes_m8.py
@@ -0,0 +1,68 @@
+"""Checker 23 h 40 (Toronto) — utilitaires bg1d/div1d (LECTURE seule du modèle, n'altère aucun état d'entraînement).
+slice_report : recalcule les frontières de patch (lowmem_bg1c.boundaries_chunked, bit-identique à EPT.boundaries, tranches 4 Mo
+pour limiter le pic) puis traduit les tranches stratifiées de cov_prepare (indices de patches) en OCTETS, compte les patches
+entraînés par segment du flux (patch attribué au segment de son octet de début), et définit la fenêtre « seen » du banc
+= octets d'entrée d'UNE tranche SNN réellement entraînée (tranche SEEN_SLICE=32 par défaut ; doit être hors [0 ; 2,4 Mo) =
+ajustement/calibration EPT et hors data[:60 000] = calibration fusion). Les tranches SNN et AM sont disjointes (phases seed 0 / seed 1) :
+la fenêtre seen est vue par le SNN (2 époques), PAS par l'AM. build_hash : même formule « ALL » que test_bg1c_ident.py."""
+import hashlib, json
+import numpy as np
+from lowmem_bg1c import boundaries_chunked, fnv_ids
+
+def _md5(a):
+    return hashlib.md5(np.ascontiguousarray(np.asarray(a, dtype=np.int64)).tobytes()).hexdigest()
+
+def H(*xs):
+    return hashlib.sha256(b"".join(x if isinstance(x, bytes) else np.ascontiguousarray(x).tobytes() for x in xs)).hexdigest()[:16]
+
+def build_hash(m):
+    """== test_bg1c_ident.py (champ ALL)."""
+    meta = {k: v for k, v in m.meta.items() if k != "segmentation_MB_per_s"}; r = m.registry
+    o = {"ids": H(m._ids_train), "vocab": H(m.vocab_ids), "registry": H(r.ids, r.counts, r.offsets, r.buffer),
+         "ept": H(m.ept.log2p, np.float64(m.ept.budget_bits)), "cm_sem": H(m.cm_sem), "cm": json.dumps(m.cm, sort_keys=True),
+         "meta": json.dumps(meta, sort_keys=True), "cfg": repr(m.cfg)}
+    o["ALL"] = H(*(o[k].encode() for k in ("ids", "vocab", "registry", "ept", "cm_sem", "cm", "meta", "cfg")))
+    return o
+
+def prepared_hash(m):
+    return {k: H(getattr(m, k)) for k in ("_neurons", "_cols", "_reg_idx", "_am_ctx", "_am_vals")}
+
+def slice_report(m, data, cov, segments, seen_slice=32, ch=4 << 20, log=print):
+    """segments = [(nom, octet_début), ...] triés, le premier à 0."""
+    u8 = np.frombuffer(data, dtype=np.uint8)
+    b = boundaries_chunked(m.ept, u8, ch=ch)
+    N = len(b) - 1; assert N == cov["N"] == len(m._ids_train), (N, cov["N"])
+    seg_first = [int(np.searchsorted(b, s0, side="left")) for _, s0 in segments] + [N]  # 1er patch dont le début >= octet du segment
+    def count(sl):
+        c = [0] * len(segments)
+        for s, e in sl:
+            for k in range(len(segments)):
+                c[k] += max(0, min(e, seg_first[k + 1]) - max(s, seg_first[k]))
+        return c
+    def seg_of(s, e):
+        ks = {int(np.searchsorted(seg_first, i, side="right") - 1) for i in (s, e - 1)}
+        return segments[ks.pop()][0] if len(ks) == 1 else "CHEVAUCHE"
+    snn, am = [tuple(x) for x in cov["snn_slices"]], [tuple(x) for x in cov["am_slices"]]
+    snn_b = [(int(b[s]), int(b[e + 1])) for s, e in snn]  # entrées [s,e) + cible e -> octets jusqu'à b[e+1]
+    am_b = [(int(b[s]), int(b[e])) for s, e in am]
+    cs, ca = count(snn), count(am); ns, na = sum(e - s for s, e in snn), sum(e - s for s, e in am)
+    seen_slice = min(seen_slice, len(snn) - 1); js, je = snn[seen_slice]; w0, w1 = int(b[js]), int(b[je])
+    ok_ids = bool(np.array_equal(fnv_ids(u8, b[js:je + 1]), m._ids_train[js:je]))  # intégrité frontières recalculées == ids du build
+    seen = {"slice": seen_slice, "patch_range": [js, je], "n_patches": je - js, "bytes": [w0, w1], "n_bytes": w1 - w0,
+            "segment": seg_of(js, je), "outside_ept_fit_calib_0_2400000": w0 >= 2_400_000, "outside_fusion_calib_0_60000": w0 >= 60_000,
+            "in_am_slices": any(min(je, e) > max(js, s) for s, e in am), "ids_match_build": ok_ids,
+            "sha256": hashlib.sha256(bytes(data[w0:w1])).hexdigest()}
+    r = {"N": N, "segments": [{"name": n, "byte_start": s0, "first_patch": seg_first[k], "n_patches": seg_first[k + 1] - seg_first[k]}
+                              for k, (n, s0) in enumerate(segments)],
+         "snn": {"n_slices": len(snn), "patches": ns, "patches_by_segment": dict(zip([n for n, _ in segments], cs)),
+                 "slices_by_segment": {n: sum(seg_of(s, e) == n for s, e in snn) for n, _ in segments + [("CHEVAUCHE", 0)]},
+                 "slices_md5": _md5(snn), "byte_offsets_md5": _md5(snn_b), "bytes_covered": sum(e - s for s, e in snn_b),
+                 "first_last_bytes": [snn_b[0], snn_b[-1]]},
+         "am": {"n_slices": len(am), "patches": na, "patches_by_segment": dict(zip([n for n, _ in segments], ca)),
+                "slices_by_segment": {n: sum(seg_of(s, e) == n for s, e in am) for n, _ in segments + [("CHEVAUCHE", 0)]},
+                "slices_md5": _md5(am), "byte_offsets_md5": _md5(am_b), "bytes_covered": sum(e - s for s, e in am_b),
+                "first_last_bytes": [am_b[0], am_b[-1]]},
+         "snn_am_disjoint": not any(min(e1, e2) > max(s1, s2) for s1, e1 in snn for s2, e2 in am),
+         "bench_seen": seen, "snn_byte_offsets": snn_b, "am_byte_offsets": am_b}
+    del b
+    return r
diff --git a/results/hashing/covb_v3_eval/eval_covb.py b/results/hashing/covb_v3_eval/eval_covb.py
new file mode 100644
index 0000000000000000000000000000000000000000..323966027bbeb5066cf1c8e7fa84974872d0502a
--- /dev/null
+++ b/results/hashing/covb_v3_eval/eval_covb.py
@@ -0,0 +1,70 @@
+#!/usr/bin/env python3
+"""SPIRA Hashing 24 oct. 2026 — éval cov b corpus_v3 (spira_v3verify/cm_v3_cov_b.npz ; copie de covb_broad_eval/eval_covb.py, corpus = corpus_v3) sur le banc v4.1 de Checker, COPIE LOCALE.
+Copie de checker/scale/eval_bench_v4.py (version .bak_0518 corrigée : seen = tranche SNN 32 dérivée de <ckpt>.npz.cov.json via cov_bytes_m8.slice_report).
+Différences vs l'original (aucune sur le calcul des hits) :
+  - imports depuis ce dossier (bench_common, cov_bytes_m8, lowmem_bg1c, eval_ref_v3 = copies octet à octet ; bench_common : seul ajout = sys.path) ;
+  - sorties ICI (hits/, results_covb.jsonl, seen_def.json) ; aucune écriture dans checker/, spira_cov/, broad/ ;
+  - test20k : corpus_v3 non contaminé (masque Checker corpus_v3_full_0450 : 0 exclu) → valeurs brutes écrites ; le chiffre « propre » est recalculé par report_covb.py ;
+  - neither_code : jamais évalué (exclu, contaminé) ;
+  - fenêtre supplémentaire seen_snn (SNN seul, hors AM) car en bras b la tranche SNN 32 chevauche une tranche AM (voir plus bas).
+Usage : eval_covb.py CKPT TAG   env WINDOWS (défaut seen,fc2,fresh_en,fresh_fr,test20k,queries,test_v3) MAXPOS."""
+import os, sys, json, time, resource, hashlib
+D = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, D)
+import numpy as np
+from bench_common import *
+import bench_common as _bc, cov_bytes_m8 as _cb, lowmem_bg1c as _lb
+for _m in (_bc, _cb, _lb): assert os.path.dirname(os.path.abspath(_m.__file__)) == D, _m.__file__
+ckpt, tag = sys.argv[1:3]; cname = "corpus_v3"
+HITS = f"{D}/hits"; OUT = f"{D}/results_covb.jsonl"; MAXPOS = int(os.environ.get("MAXPOS", "0"))
+SEL = os.environ.get("WINDOWS", "seen,seen_snn,fc2,fresh_en,fresh_fr,test20k,queries,test_v3").split(",")
+assert "neither_code" not in SEL, "neither_code exclu (contaminé)"
+src = open(f"{D}/eval_ref_v3.py").read(); g = {"np": np, "fnv1a64": fnv1a64}
+exec(src[src.index("def eval_hits"):src.index("m = SPIRA.load(ckpt)")], g); eval_hits = g["eval_hits"]
+t0 = time.perf_counter(); train = rd(f"{CORPORA[cname]}/train.bin")
+m, kind, saved, cal = load_model(ckpt, train); tload = time.perf_counter() - t0
+print("chargé", kind, "fusion sauvée", saved, "recalibrée", cal, f"{tload:.1f}s", flush=True)
+CJ = ckpt + ".cov.json"; assert os.path.exists(CJ), f"{CJ} absent : pas de seen tranche 32 → arrêt (pas de seen par défaut, bug cov a)"
+_cj = json.load(open(CJ)); assert "snn_slices" in _cj and "am_slices" in _cj, f"{CJ} : pas de tranches"
+from cov_bytes_m8 import slice_report
+_cov = {"N": int(_cj["cov"]["N"]) if "cov" in _cj else len(m._ids_train), "snn_slices": _cj["snn_slices"], "am_slices": _cj["am_slices"]}
+SR = slice_report(m, train, _cov, [("all", 0)], seen_slice=32); bs = SR["bench_seen"]  # même appel que eval_bench_v4.py (.bak_0518)
+assert bs["ids_match_build"], bs
+w0, w1 = bs["bytes"]; SEEN = train[w0:w1]
+assert hashlib.sha256(SEEN).hexdigest() == bs["sha256"] and bs["n_patches"] > 8000 and bs["outside_ept_fit_calib_0_2400000"], bs
+SEEN_DEF = f"train[{w0}:{w1}] = tranche SNN {bs['slice']} (patches {bs['patch_range']}, segment {bs['segment']}, in_am_slices={bs['in_am_slices']})"
+# (copie broad) Hashing : en bras b les tranches AM (seed 1) CHEVAUCHENT les tranches SNN (seed 0) ; prévision cov_prepare : tranche SNN 32 = [4 429 618 ; 4 460 251),
+# AM [4 375 492 ; 4 436 758) → ~89 % des 8 000 premières cibles aussi dans l'AM. corpus_v3 (prévision Hashing 24 oct. 08 h 18 HAE) : tranche SNN 32 = [12 406 451 ; 12 492 248),
+# AM [12 254 853 ; 12 426 447) → 8 000/8 000 cibles du seen banc dans l'AM ; seen_snn prévu = [12 426 447 ; 12 492 248) (65 801 patches). « seen_snn » = plus long sous-intervalle de la tranche 32 HORS AM
+# (frontières = bornes de tranches, octets pris dans slice_report : b[js], b[je], b[AM s], b[AM e]), 8 000 positions dès son début.
+js, je = bs["patch_range"]; bpos = {js: w0, je: w1}
+for (s_, e_), (bs_, be_) in zip(_cj["am_slices"], SR["am_byte_offsets"]): bpos[s_] = bs_; bpos[e_] = be_
+iv = [(js, je)]
+for s_, e_ in _cj["am_slices"]:
+    iv = [x for a, b_ in iv for x in ((a, min(b_, s_)), (max(a, e_), b_)) if x[1] > x[0]]
+iv = [x for x in iv if x[1] - x[0] >= 8002]; SNNONLY = None
+if iv:
+    ps, pe = max(iv, key=lambda x: x[1] - x[0]); v0, v1 = bpos[ps], bpos[pe]
+    SNNONLY = {"patch_range": [ps, pe], "n_patches": pe - ps, "bytes": [v0, v1], "sha256": hashlib.sha256(train[v0:v1]).hexdigest(), "in_am_slices": False,
+               "def": f"train[{v0}:{v1}] = sous-intervalle HORS AM de la tranche SNN 32 (patches [{ps};{pe}))"}
+json.dump({"ckpt": ckpt, "cov_json": CJ, "bench_seen": bs, "seen_def": SEEN_DEF, "seen_snn": SNNONLY, "cov": _cj.get("cov")}, open(f"{D}/seen_def_{tag}.json", "w"), indent=1, ensure_ascii=False)
+print("seen :", SEEN_DEF, "| seen_snn :", SNNONLY, flush=True)
+W = {"seen": (SEEN, 8000), **({"seen_snn": (train[SNNONLY["bytes"][0]:SNNONLY["bytes"][1]], 8000)} if SNNONLY else {}), **{k: v for k, v in fixed_windows().items() if k != "neither_code"}}
+del train, SEEN, SR
+if "seen_snn" in SEL and "seen_snn" not in W: print("seen_snn INDISPONIBLE (aucun sous-intervalle hors AM >= 8002 patches)", flush=True); SEL = [x for x in SEL if x != "seen_snn"]
+os.makedirs(HITS, exist_ok=True)
+for name in SEL:
+    data, mp = W[name]
+    mp = min(mp, MAXPOS) if MAXPOS else mp; t1 = time.perf_counter(); r, H = eval_hits(m, data, max_positions=mp)
+    pl = np.fromiter((len(p) for p in m.ept.segment(data)), dtype=np.int64); off = np.concatenate([[0], np.cumsum(pl)])
+    n = len(H["fused_hit"]); bb = hashlib.sha256(data).hexdigest()
+    np.savez_compressed(f"{HITS}/{tag}__{name}.npz", **H, tgt_start=off[1:n + 1], tgt_len=pl[1:n + 1], window_sha256=np.array(bb), window_bytes=np.array(len(data)), ept_budget_bits=np.array(float(m.ept.budget_bits)))
+    rec = {"tag": tag, "corpus": cname, "ckpt": ckpt, "kind": kind, "window": name, "n_positions": r["n_positions"],
+           "fused_invocab_pct": round(100 * r["fused_acc_invocab"], 3), "snn_invocab_pct": round(100 * r["snn_acc_invocab"], 3),
+           "vocab_coverage": r["vocab_coverage"], "fusion_saved": saved, "fusion_cal": cal, "load_s": round(tload, 1),
+           "eval_s": round(time.perf_counter() - t1, 1), "peak_rss_mb": round(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024, 1),
+           "maxpos": MAXPOS, "window_sha256": bb, "window_bytes": len(data), "ept_budget_bits": float(m.ept.budget_bits), "script": "hashing covb_v3_eval/eval_covb.py (copie eval_bench_v4.1)",
+           **({"seen_def": SEEN_DEF} if name == "seen" else {})}
+    if name == "test20k": rec["note"] = "corpus_v3 : masque Checker corpus_v3_full_0450 = 0 position exclue ; chiffre propre recalculé par report_covb.py"
+    open(OUT, "a").write(json.dumps(rec, ensure_ascii=False) + "\n")
+    print(name, rec["fused_invocab_pct"], rec["eval_s"], rec["peak_rss_mb"], flush=True)
+print("EVAL_OK", flush=True)
diff --git a/results/hashing/covb_v3_eval/eval_ref_v3.py b/results/hashing/covb_v3_eval/eval_ref_v3.py
new file mode 100644
index 0000000000000000000000000000000000000000..6eb22ab203a0f1dd8360e18e6d0603150ee78b3d
--- /dev/null
+++ b/results/hashing/covb_v3_eval/eval_ref_v3.py
@@ -0,0 +1,109 @@
+#!/usr/bin/env python3
+"""eval_ref_v3.py — v3 = copy of eval_ref_v2 with freshcode -> freshcode_v2 (windows_v2.py); otherwise identical. Original header: v2 (Checker, 2026-10-23). Same 7 windows, same regime as eval_ref_v1.py (window code copied
+verbatim; see v1 header for WINDOW DEFINITIONS: seen, freshcode, fresh_en, fresh_fr, neither_code, test20k, queries).
+NEW: per-position hit arrays. eval_hits() is a line-by-line copy of repo SPIRA.eval_stream (use_am=True,
+teach_am_first=False, corrupt_lanes=0) that additionally records bool arrays per position:
+  fused_hit, snn_hit (fast-readout pred == target, i.e. the snn_acc numerator), invocab (target_col != V),
+  hier_hit, am_hit.  snn_acc_invocab == snn_hit[invocab].mean(), fused_acc_invocab == fused_hit[invocab].mean().
+Saved to HITS_DIR/<tag>__<corpus>__<window>.npz.  JSONL lines as v1 (fused + snn_alone), script="eval_ref_v2".
+Usage: eval_ref_v2.py CKPT CORPUS_DIR TAG [OUT_JSONL] [HITS_DIR]
+  env WINDOWS=a,b restricts windows; env SELFTEST=N : for each selected window run BOTH repo eval_stream and
+  eval_hits on the first N positions and assert all aggregate fields are identical (no JSONL/npz written).
+Full run: OMP_NUM_THREADS=1 nice -n 10 timeout 2400+ (test20k ~4-5 min/8k pos on a loaded box; 7 windows ≈ 15-25 min).
+"""
+import glob, json, os, sys, time, sysconfig
+sys.path.insert(0, "/workspace/SPIRA/python"); sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
+import numpy as np
+from spira.model import SPIRA
+from spira.hashing import fnv1a64
+from windows_v2 import freshcode_v2
+from build_corpus_local import strip_gutenberg_header, collect_code_files, CODE_BUDGET_BYTES, SKIP_CODE_DIRS, SKIP_CODE_FILES
+ckpt, corpus, tag = sys.argv[1:4]
+OUT = sys.argv[4] if len(sys.argv) > 4 else "/workspace/spira_shared/hippo/results_ref_v2.jsonl"
+HITS = sys.argv[5] if len(sys.argv) > 5 else os.path.join(os.path.dirname(os.path.abspath(OUT)), "hits_v2")
+train = open(f"{corpus}/train.bin","rb").read(); test = open(f"{corpus}/test.bin","rb").read()
+stdlib = sysconfig.get_paths()["stdlib"]; used = set(collect_code_files(stdlib, CODE_BUDGET_BYTES))
+fc = []
+for root, dirs, fns in os.walk(stdlib):
+    dirs[:] = [d for d in sorted(dirs) if d not in SKIP_CODE_DIRS]
+    for fn in sorted(fns):
+        p = os.path.join(root, fn)
+        if fn.endswith(".py") and fn not in SKIP_CODE_FILES and p not in used and os.path.getsize(p) >= 200: fc.append(p)
+freshcode = b"\n\n".join(open(p,"rb").read() for p in fc)[:200_000]
+T = "/workspace/repos/toroidal-fractal-intelligence/data"
+W = {"seen": (train[2_600_000:2_800_000], 8000), "freshcode_v2": (freshcode_v2(), 8000),
+     "fresh_en": (open(f"{corpus}/oneshot.bin","rb").read(), 8000),
+     "fresh_fr": (strip_gutenberg_header(open(f"{T}/contes_perrault.txt","rb").read()), 8000),
+     "neither_code": (b"\n\n".join(open(p,"rb").read() for p in sorted(glob.glob("/workspace/kahnn/data/code/*"))), 8000),
+     "test20k": (test, 20000), "queries": (open(f"{T}/chat_seed_fr_en.txt","rb").read(), 8000)}
+
+def eval_hits(self, data, max_positions=None):
+    from spira.hashing import lane_key32
+    patches = self.ept.segment(data)
+    ids = np.fromiter((fnv1a64(p) for p in patches), dtype=np.uint64, count=len(patches))
+    n = len(ids); cols = self.cols_of(ids); V = self.cfg.vocab_size
+    snap = self.core.snapshot(); w_rec_snap = self.core.W_rec.copy()
+    neurons = self.neuron_rows(ids, patches); lane = self.am.lane_keys_stream(ids)
+    m_ctx = self.am.m; n_ctxq = n - m_ctx + 1
+    ctxq = np.empty((n_ctxq, m_ctx), dtype=np.uint32)
+    for li in range(m_ctx): ctxq[:, li] = lane[li : li + n_ctxq, li]
+    stop = n - 1 if max_positions is None else min(n - 1, max_positions)
+    H = {k: np.zeros(max(stop, 0), dtype=bool) for k in ("fused_hit", "snn_hit", "hier_hit", "am_hit", "invocab")}
+    for t in range(stop):
+        x = self.core.step(neurons[t])
+        target_col = int(cols[t + 1]); target_id = int(ids[t + 1])
+        u_fast = (x - self.core.x_mean) @ self.core.W_out
+        if self.core.hier:
+            u = u_fast + np.float32(self.core.beta * self.fusion["scale"]) * self.core.u_slow
+            hier_pred = int(np.argmax(u[:V]))
+        else:
+            u = u_fast; hier_pred = None
+        pred = int(np.argmax(u_fast[:V]))
+        self.core.learn_reservoir(hier_pred if hier_pred is not None else pred, target_col, x, u=u_fast)
+        if self.core.hier and (t + 1) % self.core.win == 0: self.core.step_G()
+        am_val, am_w = None, 0.0
+        if t >= m_ctx - 1:
+            am_val, am_w = self.am.query(ctxq[t - m_ctx + 1].copy())
+        am_id = int(am_val) if am_val is not None else None
+        am_hit = am_id == target_id
+        fused_pred, bypass = (hier_pred if hier_pred is not None else pred), False
+        if am_id is not None:
+            col = self._col_of_id(am_id)
+            if col is not None:
+                fused = u.copy(); fused[col] += self.cfg.beta_am * am_w; fused_pred = int(np.argmax(fused))
+            elif am_w >= self.cfg.am_override:
+                bypass = True
+        H["fused_hit"][t] = am_hit if bypass else (fused_pred == target_col)
+        H["snn_hit"][t] = pred == target_col
+        H["hier_hit"][t] = hier_pred is not None and hier_pred == target_col
+        H["am_hit"][t] = am_hit; H["invocab"][t] = target_col != V
+    self.core.restore(snap); self.core.W_rec = w_rec_snap
+    tot = stop; iv = H["invocab"]; inv = int(iv.sum())
+    r = {"n_positions": tot, "vocab_coverage": inv / max(tot, 1)}
+    for k, h in (("snn", "snn_hit"), ("hier", "hier_hit"), ("am", "am_hit"), ("fused", "fused_hit")):
+        r[f"{k}_acc"] = int(H[h].sum()) / max(tot, 1)
+    for k, h in (("snn", "snn_hit"), ("hier", "hier_hit"), ("am", "am_hit"), ("fused", "fused_hit")):
+        r[f"{k}_acc_invocab"] = int(H[h][iv].sum()) / max(inv, 1)
+    r["corrupt_lanes"] = 0
+    return r, H
+
+m = SPIRA.load(ckpt)
+ps = m.ept.segment(train); m._ids_train = np.fromiter((fnv1a64(p) for p in ps), dtype=np.uint64, count=len(ps))
+cal = m.calibrate_fusion(train[:60_000])
+SEL = os.environ.get("WINDOWS"); ST = int(os.environ.get("SELFTEST", "0"))
+cname = os.path.basename(corpus.rstrip("/"))
+if not ST: os.makedirs(HITS, exist_ok=True)
+for name, (data, mp) in W.items():
+    if SEL and name not in SEL.split(","): continue
+    if ST:
+        r1 = m.eval_stream(data, max_positions=ST); r2, H = eval_hits(m, data, max_positions=ST)
+        ok = r1 == r2; print("SELFTEST", name, "EQUAL" if ok else "DIFF", json.dumps(r1), json.dumps(r2), flush=True)
+        if not ok: sys.exit(1)
+        continue
+    t0 = time.perf_counter(); r, H = eval_hits(m, data, max_positions=mp)
+    hp = os.path.join(HITS, f"{tag}__{cname}__{name}.npz"); np.savez_compressed(hp, **H)
+    rec = {"tag": tag, "corpus": cname, "ckpt": ckpt, "window": name,
+           "window_bytes": len(data), "fused_invocab_pct": round(100*r["fused_acc_invocab"], 3), **r,
+           "fusion": cal, "eval_s": round(time.perf_counter()-t0, 1), "script": "eval_ref_v3", "hits_npz": hp}
+    open(OUT, "a").write(json.dumps(rec) + "\n")
+    open(OUT, "a").write(json.dumps({**rec, "config": "snn_alone", "fused_invocab_pct": None, "snn_invocab_pct": round(100*r["snn_acc_invocab"], 3)}) + "\n"); print(name, rec["fused_invocab_pct"], rec["eval_s"], flush=True)
diff --git a/results/hashing/covb_v3_eval/gate_covb.sh b/results/hashing/covb_v3_eval/gate_covb.sh
new file mode 100644
index 0000000000000000000000000000000000000000..63d8fa39570523c624c226d9aeeddc704a6260f2
--- /dev/null
+++ b/results/hashing/covb_v3_eval/gate_covb.sh
@@ -0,0 +1,63 @@
+#!/bin/bash
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b corpus_v3 (copie de covb_broad_eval/gate_covb.sh) (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_v3.{md,json}).
+# Ordre : (1) attendre la sortie de 437490 (train_cov.py corpus_v3/train.bin … cm_v3_cov_b.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de pipeline_v3.sh 423825 (eval_win v3cov, m8broad, covb + mcnemar ; 1 process Hashing à la fois), au plus 8 h ;
+# (3) attendre MemAvailable >= 5,2 Go (décimal) ET < 4 lourds (python RSS >= 500 Mo décimal, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 3,5 Go, timeout 8 h) + chien de garde 2 s : MemAvailable < 4,4 Go → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 2,0 Go).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_v3_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+V=/workspace/spira_shared/spira_v3verify; CK=$V/cm_v3_cov_b.npz; TLOG=$V/train_v3_cov_b.log; TAG=covb_v3; TPID=437490; CPID=423825
+MEMGO=5078125; MEMKILL=4296875; HEAVYKB=488282; ASCAP=3500000000
+L=$D/gate.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+st "WAIT_TRAIN 437490"; T0=$(date +%s)
+while alive $TPID "cm_v3_cov_b.npz"; do
+  [ $(( $(date +%s) - T0 )) -ge $((48*3600)) ] && { st "TIMEOUT_TRAIN 48 h (437490 toujours vivant)"; exit 2; }
+  sleep 120
+done; log "437490 terminé ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved .*cm_v3_cov_b.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) pipeline_v3.sh (eval_win ×3 + mcnemar) : on le laisse finir, 8 h max
+st "WAIT_PIPELINE_V3 423825 (eval_win + mcnemar de pipeline_v3.sh)"; T1=$(date +%s)
+while alive $CPID "pipeline_v3.sh"; do
+  [ $(( $(date +%s) - T1 )) -ge $((8*3600)) ] && { log "pipeline_v3.sh encore vivant après 8 h : on passe à la porte RAM/lourds (il compte dans les lourds)"; break; }
+  sleep 120
+done
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 5,2 Go ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 28800 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 4,4 Go → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 4,4 Go pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 8 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=2000000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb.log 2>&1; rr=$?; log "rapport EXIT $rr"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_v3_eval/gate_covb_hi.sh b/results/hashing/covb_v3_eval/gate_covb_hi.sh
new file mode 100644
index 0000000000000000000000000000000000000000..ca850b8410d5904b2301e47b7f070981a8500904
--- /dev/null
+++ b/results/hashing/covb_v3_eval/gate_covb_hi.sh
@@ -0,0 +1,63 @@
+#!/bin/bash
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b corpus_v3 (copie de covb_broad_eval/gate_covb.sh) (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_v3.{md,json}).
+# Ordre : (1) attendre la sortie de 437490 (train_cov.py corpus_v3/train.bin … cm_v3_cov_b.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de pipeline_v3.sh 423825 (eval_win v3cov, m8broad, covb + mcnemar ; 1 process Hashing à la fois), au plus 8 h ;
+# (3) attendre MemAvailable >= 5,2 Go (décimal) ET < 4 lourds (python RSS >= 500 Mo décimal, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 3,5 Go, timeout 8 h) + chien de garde 2 s : MemAvailable < 4,4 Go → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 2,0 Go).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_v3_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+V=/workspace/spira_shared/spira_v3verify; CK=$V/cm_v3_cov_b.npz; TLOG=$V/train_v3_cov_b.log; TAG=covb_v3; TPID=437490; CPID=423825
+MEMGO=6347656; MEMKILL=4296875; HEAVYKB=488282; ASCAP=3500000000
+L=$D/gate.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+st "WAIT_TRAIN 437490"; T0=$(date +%s)
+while alive $TPID "cm_v3_cov_b.npz"; do
+  [ $(( $(date +%s) - T0 )) -ge $((48*3600)) ] && { st "TIMEOUT_TRAIN 48 h (437490 toujours vivant)"; exit 2; }
+  sleep 120
+done; log "437490 terminé ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved .*cm_v3_cov_b.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) pipeline_v3.sh (eval_win ×3 + mcnemar) : on le laisse finir, 8 h max
+st "WAIT_PIPELINE_V3 423825 (eval_win + mcnemar de pipeline_v3.sh)"; T1=$(date +%s)
+while alive $CPID "pipeline_v3.sh"; do
+  [ $(( $(date +%s) - T1 )) -ge $((8*3600)) ] && { log "pipeline_v3.sh encore vivant après 8 h : on passe à la porte RAM/lourds (il compte dans les lourds)"; break; }
+  sleep 120
+done
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 5,2 Go ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 28800 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 4,4 Go → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 4,4 Go pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 8 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=2000000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb.log 2>&1; rr=$?; log "rapport EXIT $rr"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_v3_eval/gate_covb_r2.sh b/results/hashing/covb_v3_eval/gate_covb_r2.sh
new file mode 100644
index 0000000000000000000000000000000000000000..8b85a6b245c2dea4a0be4b371ee71ac0ab93fb0f
--- /dev/null
+++ b/results/hashing/covb_v3_eval/gate_covb_r2.sh
@@ -0,0 +1,60 @@
+#!/bin/bash
+# r2 (reprise après redémarrage ~09 h 40 Toronto, 24 oct.) : copie de gate_covb_hi.sh ; attend le NOUVEL entraînement PID 15953 (cm_v3_cov_b_r2.npz, log train_v3_cov_b_r2.log) ; étape (2) supprimée (chaîne d'origine 423825 morte, ses éval_win/eval_ref NON relancés : remplacés par cette porte v4.2) ;
+# fichiers r2 : STATUS_r2, gate_r2.log, gate_r2.pid, eval_covb_r2.log, eval_r2.pid, report_covb_r2.log ; attente entraînement 72 h max ; report_covb.py actuel (rc=8 = V42 INDISPONIBLE -> FAIL_REPORT).
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b corpus_v3 (copie de covb_broad_eval/gate_covb.sh) (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_v3.{md,json}).
+# Ordre : (1) attendre la sortie de 15953 (train_cov.py corpus_v3/train.bin … cm_v3_cov_b_r2.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de pipeline_v3.sh 423825 (eval_win v3cov, m8broad, covb + mcnemar ; 1 process Hashing à la fois), au plus 8 h ;
+# (3) attendre MemAvailable >= 5,2 Go (décimal) ET < 4 lourds (python RSS >= 500 Mo décimal, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 3,5 Go, timeout 8 h) + chien de garde 2 s : MemAvailable < 4,4 Go → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 2,0 Go).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_v3_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+V=/workspace/spira_shared/spira_v3verify; CK=$V/cm_v3_cov_b_r2.npz; TLOG=$V/train_v3_cov_b_r2.log; TAG=covb_v3; TPID=15953; CPID=423825
+MEMGO=6347656; MEMKILL=4296875; HEAVYKB=488282; ASCAP=3500000000
+L=$D/gate_r2.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS_r2; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate_r2.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+st "WAIT_TRAIN 15953"; T0=$(date +%s)
+while alive $TPID "cm_v3_cov_b_r2.npz"; do
+  [ $(( $(date +%s) - T0 )) -ge $((72*3600)) ] && { st "TIMEOUT_TRAIN 72 h (15953 toujours vivant)"; exit 2; }
+  sleep 120
+done; log "15953 terminé ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved .*cm_v3_cov_b_r2.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) supprimée en r2 (chaîne d'origine morte au redémarrage)
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 5,2 Go ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 28800 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb_r2.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval_r2.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 4,4 Go → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb_r2.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 4,4 Go pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 8 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb_r2.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb_r2.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=2000000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb_r2.log 2>&1; rr=$?; log "rapport EXIT $rr (report_covb.py sha256 $(sha256sum $D/report_covb.py | cut -c1-64))"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_v3_eval/gate_covb_r3.sh b/results/hashing/covb_v3_eval/gate_covb_r3.sh
new file mode 100644
index 0000000000000000000000000000000000000000..556f0c1e22d2b7c0a37ae1a42195613464e2f4e2
--- /dev/null
+++ b/results/hashing/covb_v3_eval/gate_covb_r3.sh
@@ -0,0 +1,66 @@
+#!/bin/bash
+# r3 révision 18 h 25 (audit Checker 18 h 14, correctifs B et D ; précédente archivée spira_cov/archive_r3/gate_covb_r3_v3.sh.*) :
+#   MEMKILL relevé de 4 296 875 kB (4,4e9 o = 4,10 Gio, SOUS le plancher cm 4,4 Gio) à 5 242 880 kB = 5,0 Gio ; toutes les valeurs en Gio (kB = KiB de /proc/meminfo).
+#   MEMGO = 8661000 kB = 8,26 Gio (correctif D, re-audit Checker 18 h 30 : MEMGO >= MEMKILL + plafond éval = 5 242 880 + 3 417 969 (3,5e9 o / 1024, arrondi haut) = 8 660 849 kB, porté à 8 661 000 kB, chiffre Checker ; ancien 6 347 656 kB = 6,05 Gio ; archive spira_cov/archive_r3/gate_covb_r3_v3.sh.15062d33.preD).
+# r3 (SPIRA Hashing, 24 oct. ~17 h 50 Toronto) : copie de gate_covb_r2.sh (porte 18819) après l'incident mémoire 17 h 26–17 h 29 ; même masque, même eval_covb.py / report_covb.py / verdict_covb_v42.py, mêmes seuils. Seul changement : on n'attend plus le PID 15953 mais le marqueur de fin spira_cov/relaunch_covb_r3.v3.END écrit par spira_cov/relaunch_covb_r2.sh (entraînement r3 via train_cov_ckpt.py), 120 h max ; fichiers r3 (STATUS_r3, gate_r3.log, gate_r3.pid, eval_covb_r3.log, eval_r3.pid, report_covb_r3.log). NON ARMÉE.
+# (historique r2) (reprise après redémarrage ~09 h 40 Toronto, 24 oct.) : copie de gate_covb_hi.sh ; attend le NOUVEL entraînement PID 15953 (cm_v3_cov_b_r2.npz, log train_v3_cov_b_r2.log) ; étape (2) supprimée (chaîne d'origine 423825 morte, ses éval_win/eval_ref NON relancés : remplacés par cette porte v4.2) ;
+# fichiers r2 : STATUS_r2, gate_r2.log, gate_r2.pid, eval_covb_r2.log, eval_r2.pid, report_covb_r2.log ; attente entraînement 72 h max ; report_covb.py actuel (rc=8 = V42 INDISPONIBLE -> FAIL_REPORT).
+# SPIRA Hashing 24 oct. 2026 — porte d'éval cov b corpus_v3 (copie de covb_broad_eval/gate_covb.sh) (banc v4.1 Checker, copie locale). NE POSTE RIEN au relais : écrit seulement ici
+# (STATUS, gate.log, eval_covb.log, results_covb.jsonl, hits/, seen_def_*.json, verdict_covb_v3.{md,json}).
+# Ordre : (1) [r3 : attendre le marqueur relaunch_covb_r3.v3.END = DONE, puis] comme r2 : attendre la sortie de 15953 (train_cov.py corpus_v3/train.bin … cm_v3_cov_b_r3.npz b) ; vérifier npz + .npz.cov.json + « saved » et « calibration » en fin de log ;
+# (2) attendre la sortie de pipeline_v3.sh 423825 (eval_win v3cov, m8broad, covb + mcnemar ; 1 process Hashing à la fois), au plus 8 h ;
+# (3) attendre MemAvailable >= 8,26 Gio (MEMGO 8661000 kB) ET < 4 lourds (python RSS >= 0,47 Gio = 488282 kB, tous bots), sondage 120 s, 24 h max ;
+# (4) eval (prlimit --as 3,5e9 o = 3,26 Gio, timeout 8 h) + chien de garde 2 s : MemAvailable < 5,0 Gio (MEMKILL) → arrêt de CETTE éval seulement ; (5) rapport léger (prlimit 2,0e9 o = 1,86 Gio).
+# Aucun process d'autrui touché (lecture /proc seulement). Rien dans /tmp.
+export OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 PYTHONHASHSEED=0 TZ=America/Toronto
+D=/workspace/spira_shared/hashing_gen/covb_v3_eval; C=/workspace/spira_shared/spira_cov; PY=/workspace/SPIRA-venv/bin/python
+V=/workspace/spira_shared/spira_v3verify; CK=$V/cm_v3_cov_b_r3.npz; TLOG=$V/train_v3_cov_b_r3.log; TAG=covb_v3; CPID=423825
+MEMGO=8661000; MEMKILL=5242880;   # kB : MEMGO 8,26 Gio (= MEMKILL + plafond éval 3,26 Gio) ; MEMKILL 5,0 Gio (> plancher cm 4,4 Gio)
+ HEAVYKB=488282; ASCAP=3500000000
+L=$D/gate_r3.log; log(){ echo "$(date '+%F %H:%M:%S %Z') $*" >> $L; }; st(){ echo "$(date '+%F %H:%M:%S %Z') $*" > $D/STATUS_r3; log "STATUS $*"; }
+mem(){ awk '/MemAvailable/{print $2}' /proc/meminfo; }
+heavy(){ local n=0 l=""; for s in /proc/[0-9]*/status; do p=${s#/proc/}; p=${p%/status}; r=$(awk '/^VmRSS/{print $2}' $s 2>/dev/null); [ "${r:-0}" -ge $HEAVYKB ] || continue
+  a=$(tr '\0' ' ' < /proc/$p/cmdline 2>/dev/null); case "${a%% *}" in *python*) n=$((n+1)); l="$l $p";; esac; done; echo "$n [$l ]"; }
+alive(){ [ -r /proc/$1/cmdline ] && tr '\0' ' ' < /proc/$1/cmdline 2>/dev/null | grep -q "$2"; }
+cd $D; echo $$ > $D/gate_r3.pid; log "démarrage porte pid $$ (pgid $(ps -o pgid= -p $$ | tr -d ' '))"
+[ -e $D/hits/${TAG}__seen.npz ] && { st "ABORT hits $TAG déjà présents (pas de double éval)"; exit 3; }
+# (1) entraînement
+END=$C/relaunch_covb_r3.v3.END; st "WAIT_TRAIN r3 (marqueur $END)"; T0=$(date +%s)
+while [ ! -e $END ]; do
+  [ $(( $(date +%s) - T0 )) -ge $((120*3600)) ] && { st "TIMEOUT_TRAIN 120 h (pas de marqueur $END)"; exit 2; }
+  sleep 120
+done; log "marqueur r3 : $(cat $END) ; fin de log : $(tail -n 3 $TLOG | tr '\n' '|')"
+grep -q "^DONE" $END || { st "FAIL_TRAIN (marqueur r3 : $(cat $END)) : rien lancé"; exit 1; }
+sleep 30
+if ! tail -n 5 $TLOG | grep -q "saved .*cm_v3_cov_b_r3.npz" || ! tail -n 5 $TLOG | grep -q "calibration" || [ ! -s $CK ] || [ ! -s $CK.cov.json ]; then
+  st "FAIL_TRAIN (pas de « saved » + calibration en fin de log, ou npz/.npz.cov.json absent) : rien lancé"; exit 1; fi
+s1=$(stat -c %s $CK); sleep 60; s2=$(stat -c %s $CK); [ "$s1" = "$s2" ] || { st "FAIL_TRAIN npz instable ($s1 → $s2)"; exit 1; }
+log "ckpt OK : $(ls -l $CK $CK.cov.json | tr '\n' '|') calibration : $(grep calibration $TLOG | tail -1)"
+# (2) supprimée en r2 (chaîne d'origine morte au redémarrage)
+# (3) ressources
+st "WAIT_RESOURCES (MemAvailable >= 8,26 Gio ET lourds < 4)"; T2=$(date +%s); n=0
+while :; do
+  m=$(mem); h=$(heavy); hn=${h%% *}
+  [ "$m" -ge $MEMGO ] && [ "$hn" -lt 4 ] && break
+  [ $(( $(date +%s) - T2 )) -ge $((24*3600)) ] && { st "TIMEOUT_RESOURCES 24 h (dernier : MemAvailable=${m} kB lourds=$h) : rien lancé"; exit 2; }
+  n=$((n+1)); [ $((n % 15)) -eq 1 ] && log "attente : MemAvailable=${m} kB lourds=$h"; sleep 120
+done; log "porte OUVERTE : MemAvailable=${m} kB lourds=$h"
+# (4) éval + chien de garde
+st "RUNNING_EVAL"
+prlimit --as=$ASCAP timeout 28800 $PY -u $D/eval_covb.py $CK $TAG > $D/eval_covb_r3.log 2>&1 & EP=$!
+log "eval lancée pid $EP (timeout → python), prlimit --as $ASCAP"; echo $EP > $D/eval_r3.pid; ab=0
+while kill -0 $EP 2>/dev/null; do
+  m=$(mem)
+  if [ "$m" -lt $MEMKILL ]; then
+    ab=1; log "CHIEN DE GARDE : MemAvailable=${m} kB < 5,0 Gio → arrêt de l'éval $EP (et de son enfant)"
+    kill -TERM $EP 2>/dev/null; sleep 10; pkill -KILL -P $EP 2>/dev/null; kill -KILL $EP 2>/dev/null; break
+  fi; sleep 2
+done; wait $EP; rc=$?; log "eval EXIT $rc ; $(tail -n 3 $D/eval_covb_r3.log | tr '\n' '|')"
+[ $ab = 1 ] && { st "ABORT_MEM (MemAvailable < 5,0 Gio pendant l'éval) : hits partiels possibles, pas de rapport"; exit 4; }
+[ $rc = 124 ] && { st "TIMEOUT_EVAL 8 h"; exit 5; }
+{ [ $rc = 0 ] && grep -q EVAL_OK $D/eval_covb_r3.log; } || { st "FAIL_EVAL rc=$rc (voir eval_covb_r3.log)"; exit 6; }
+# (5) rapport
+st "RUNNING_REPORT"
+prlimit --as=2000000000 timeout 3600 $PY -u $D/report_covb.py $TAG $CK > $D/report_covb_r3.log 2>&1; rr=$?; log "rapport EXIT $rr (report_covb.py sha256 $(sha256sum $D/report_covb.py | cut -c1-64))"
+[ $rr = 0 ] && [ -s $D/verdict_${TAG}.md ] && [ -s $D/verdict_${TAG}.json ] || { st "FAIL_REPORT rc=$rr (hits OK ; relancer report_covb.py)"; exit 7; }
+st "DONE (verdict_${TAG}.md/.json ; aucun post relais automatique)"
diff --git a/results/hashing/covb_v3_eval/lowmem_bg1c.py b/results/hashing/covb_v3_eval/lowmem_bg1c.py
new file mode 100644
index 0000000000000000000000000000000000000000..07f589b37be2e156b20d353b2d6c18fada2f7051
--- /dev/null
+++ b/results/hashing/covb_v3_eval/lowmem_bg1c.py
@@ -0,0 +1,239 @@
+"""Checker 22 h 05 (Toronto) — construction bas-mémoire, bit-identique, de SPIRA.build + CMSPIRA.build_cm.
+Diagnostic bg1b (OOM 21 h 48, RSS 5,5 Go) : EPT.surprise() élargit les 290,8 Mo en int64 (2,3 Go) + temporaires float32 (1,2 Go chacun),
+boundaries() fait cumsum float64 + concatenate (2 × 2,3 Go) puis une liste Python de ~65 M int, segment() une liste de ~65 M bytes,
+PatchRegistry.build() un ids.tolist() de ~65 M int, et cooc_ppmi_topk() ~4 tableaux int64 de clés + concatenate + unique.
+Ici : mmap (uint8), tranches de 32 Mo, même arithmétique (mêmes float32 -log2p, même cumul float64 séquentiel repris à cum[start]),
+même recherche gloutonne, FNV-1a 64 vectorisé uint64, registre et co-occurrences par tranches. AUCUN fichier de /workspace/SPIRA modifié."""
+import array, dataclasses, time
+import numpy as np
+import sys
+sys.path.insert(0, "/workspace/spira_shared/semhash")
+import countmin
+from countmin import CMSPIRA, minhash_rows
+from spira.model import SPIRA, PatchRegistry
+
+FNV_OFF, FNV_PRIME = np.uint64(0xCBF29CE484222325), np.uint64(0x100000001B3)
+CH = 32 << 20  # tranche octets (segmentation)
+STEP = 4_000_000  # tranche jetons (FNV, registre, colonnes)
+CSTEP = 8_000_000  # tranche jetons (co-occurrences)
+
+def boundaries_chunked(ept, u8, ch=None):
+    """== EPT.boundaries(bytes(u8)) (uint32), sans tableau plein flottant ni liste Python."""
+    ch = ch or CH
+    n = len(u8)
+    if n == 0:
+        return np.zeros(0, dtype=np.uint32)
+    assert n < 2**32 - 64
+    lp = ept.log2p.ravel()  # float32 (256*256)
+    min_len, max_len, budget = ept.min_len, ept.max_len, ept.budget_bits
+    out = array.array("I", [0]); app = out.append
+    start, cstart = 0, 0.0  # cstart == cum[start] (float64 global)
+    searchsorted = np.searchsorted
+    while start < n:
+        base = start; hi = min(n, base + ch + max_len + 1)  # cum global indices base..hi
+        # s[i] pour i in [base, hi)
+        if base == 0:
+            s = np.empty(hi, dtype=np.float32); s[0] = 8.0
+            if hi > 1:
+                s[1:] = -lp[u8[0:hi - 1].astype(np.int32) * 256 + u8[1:hi]]
+        else:
+            s = -lp[u8[base - 1:hi - 1].astype(np.int32) * 256 + u8[base:hi]]
+        cum = np.empty(hi - base + 1, dtype=np.float64); cum[0] = cstart; cum[1:] = s
+        np.cumsum(cum, out=cum)  # séquentiel : cum[k] = cum[k-1] + float64(s) (== cumsum global repris)
+        del s
+        lim = n if hi == n else hi - max_len - 1  # start <= lim garantit cum jusqu'à start+max_len+1 disponible
+        while start < n and start <= lim:
+            target = cum[start - base] + budget
+            b = int(searchsorted(cum, target, side="left")) + base
+            if b < start + min_len:
+                b = start + min_len
+            elif b > start + max_len:
+                b = start + max_len
+            if b > n:
+                b = n
+            app(b)
+            start = b
+        cstart = float(cum[start - base]) if start < n else 0.0
+        del cum
+    bounds = np.frombuffer(out, dtype=np.uint32)
+    if len(bounds) > 1 and bounds[-1] == bounds[-2]:
+        bounds = bounds[:-1]
+    return bounds
+
+def fnv_ids(u8, bounds, step=None):
+    step = step or STEP
+    """== [fnv1a64(p) for p in patches] en uint64 vectorisé (mod 2^64)."""
+    P = len(bounds) - 1
+    ids = np.empty(P, dtype=np.uint64)
+    for a in range(0, P, step):
+        e = min(P, a + step)
+        st = bounds[a:e].astype(np.int64); ln = bounds[a + 1:e + 1].astype(np.int64) - st
+        h = np.full(e - a, FNV_OFF, dtype=np.uint64)
+        for j in range(int(ln.max()) if len(ln) else 0):
+            mk = ln > j
+            hj = h[mk] ^ u8[st[mk] + j].astype(np.uint64)
+            h[mk] = hj * FNV_PRIME
+        ids[a:e] = h
+    return ids
+
+def registry_lowmem(ids, u8, bounds, keep_arr, uniq, cnt, step=None):
+    step = step or STEP
+    """== PatchRegistry.build(ids, patches, keep) : dernière occurrence gagne ; ids triés ; counts identiques."""
+    reg = PatchRegistry()
+    K = len(keep_arr)
+    if K == 0:
+        return reg
+    last = np.full(K, -1, dtype=np.int64)
+    for a in range(0, len(ids), step):
+        x = ids[a:a + step]
+        pos = np.searchsorted(keep_arr, x); pc = np.minimum(pos, K - 1)
+        ok = (pos < K) & (keep_arr[pc] == x)
+        p = pc[ok]; gi = np.nonzero(ok)[0] + a
+        if len(p) == 0:
+            continue
+        u, fi = np.unique(p[::-1], return_index=True)  # 1re occ. dans l'inverse == dernière occ.
+        last[u] = gi[::-1][fi]
+    have = last >= 0
+    reg.ids = keep_arr[have].astype(np.uint64)  # déjà trié, unique
+    lp = last[have]
+    st = bounds[lp].astype(np.int64); ln = bounds[lp + 1].astype(np.int64) - st
+    offsets = np.zeros(len(reg.ids) + 1, dtype=np.uint64)
+    offsets[1:] = np.cumsum(ln).astype(np.uint64)
+    reg.offsets = offsets
+    tot = int(ln.sum())
+    idx = np.repeat(st - offsets[:-1].astype(np.int64), ln) + np.arange(tot, dtype=np.int64)
+    reg.buffer = u8[idx].tobytes()
+    pos = np.searchsorted(reg.ids, uniq)
+    pos_ok = (pos < len(reg.ids)) & (reg.ids[np.minimum(pos, len(reg.ids) - 1)] == uniq)
+    reg.counts = np.zeros(len(reg.ids), dtype=np.uint32)
+    reg.counts[pos[pos_ok]] = cnt[pos_ok].astype(np.uint32)
+    return reg
+
+def build_lowmem(cls, train_bytes, cfg, log=print):
+    """== SPIRA.build (model.py l. 212-251), même journal, même état."""
+    m = cls(cfg)
+    fit_slice = train_bytes[: 2_000_000]
+    calib_slice = train_bytes[2_000_000: 2_400_000]
+    log("[spira] fitting EPT byte-level Markov model ...")
+    m.ept.fit(fit_slice)
+    if calib_slice:
+        budget = m.ept.calibrate(calib_slice, target_len=cfg.target_avg_len)
+        log(f"[spira] calibrated surprisal budget = {budget:.2f} bits "
+            f"(target avg patch len {cfg.target_avg_len})")
+    log("[spira] segmenting full train stream (bas-mémoire, tranches 32 Mo) ...")
+    t0 = time.perf_counter()
+    u8 = np.frombuffer(train_bytes, dtype=np.uint8)
+    bounds = boundaries_chunked(m.ept, u8)
+    ids = fnv_ids(u8, bounds)
+    seg_s = time.perf_counter() - t0
+    lens = np.diff(bounds).astype(np.float64)
+    st = {"n_patches": int(len(lens)), "avg_len": float(lens.mean()) if len(lens) else 0.0, "bytes": int(lens.sum())}
+    del lens
+    log(f"[spira] {st['n_patches']} patches, avg len {st['avg_len']:.2f} B "
+        f"({st['bytes']/1e6:.1f} MB segmented in {seg_s:.1f}s, "
+        f"{st['bytes']/1e6/max(seg_s,1e-9):.2f} MB/s)")
+    uniq, cnt = np.unique(ids, return_counts=True)
+    log(f"[spira] distinct patches in train: {len(uniq)}")
+    order = np.lexsort((uniq, -cnt))[: cfg.vocab_size]
+    m.vocab_ids = np.sort(uniq[order]).astype(np.uint64)
+    keep_arr = np.union1d(m.vocab_ids, uniq[cnt >= 2]).astype(np.uint64)
+    log(f"[spira] building patch registry ({len(keep_arr)} ids) ...")
+    m.registry = registry_lowmem(ids, u8, bounds, keep_arr, uniq, cnt)
+    del keep_arr, bounds
+    m.meta = {
+        "train_bytes": len(train_bytes),
+        "n_patches": st["n_patches"],
+        "avg_patch_len": st["avg_len"],
+        "distinct_patches": int(len(uniq)),
+        "registry_size": len(m.registry),
+        "budget_bits": m.ept.budget_bits,
+        "segmentation_MB_per_s": st["bytes"] / 1e6 / max(seg_s, 1e-9),
+    }
+    m._ids_train = ids
+    m._patches_train = None
+    return m
+
+def _merge_sorted(K, C, k2, c2):
+    """Fusion de deux listes (clé triée unique, compte) : comptes additionnés, clés nouvelles insérées à leur rang."""
+    if len(K) == 0:
+        return k2, c2
+    pos = np.searchsorted(K, k2); pc = np.minimum(pos, len(K) - 1)
+    pres = (pos < len(K)) & (K[pc] == k2)
+    C[pos[pres]] += c2[pres]  # positions uniques (k2 unique)
+    nw = ~pres
+    return np.insert(K, pos[nw], k2[nw]), np.insert(C, pos[nw], c2[nw])
+
+WBLK = 256  # mots par bloc pour la PPMI (<= 256*16384 entrées)
+
+def cooc_ppmi_topk_lowmem(cols, V, window=2, topk=16, step=None):
+    """== countmin.cooc_ppmi_topk (même sortie (V, topk) int64).
+    (k, c) : mêmes clés a*V+b / b*V+a et mêmes comptes, par tranches de jetons (chaque paire (i, i+o) comptée une fois),
+    stockés en int32 (V*V = 2^28). tot, rw, rc : sommes d'entiers < 2^53 donc exactes quel que soit l'ordre.
+    PPMI + lexsort((ctx, -pp, w)) par blocs de mots entiers : w est la clé primaire et (w, ctx) est unique, donc l'ordre
+    dans un bloc == l'ordre global restreint au bloc ; même formule float64 élément par élément."""
+    step = step or CSTEP
+    assert V * V < 2**31
+    T = len(cols); K = np.zeros(0, dtype=np.int32); C = np.zeros(0, dtype=np.int32); nk = 0
+    for a in range(0, T, step):
+        seg = cols[a: min(T, a + step + window)].astype(np.int32)
+        keys = []
+        for o in range(1, window + 1):
+            L = min(a + step, T - o) - a
+            if L <= 0:
+                continue
+            x, y = seg[:L], seg[o:o + L]
+            ok = (x < V) & (y < V); x, y = x[ok], y[ok]
+            keys.append(x * np.int32(V) + y); keys.append(y * np.int32(V) + x)
+        if not keys:
+            continue
+        kk = np.concatenate(keys); del keys; nk += len(kk)
+        k2, c2 = np.unique(kk, return_counts=True); del kk
+        K, C = _merge_sorted(K, C, k2.astype(np.int32), c2.astype(np.int32))
+    assert int(C.sum(dtype=np.int64)) == nk and (len(C) == 0 or int(C.min()) > 0)
+    tot = np.float64(C.sum(dtype=np.int64))  # == c.astype(float64).sum() (entiers exacts)
+    rw = np.zeros(V, dtype=np.float64); rc = np.zeros(V, dtype=np.float64)
+    for a in range(0, len(K), 4_000_000):
+        kb = K[a:a + 4_000_000]; cb = C[a:a + 4_000_000].astype(np.float64)
+        rw += np.bincount(kb // V, weights=cb, minlength=V); rc += np.bincount(kb % V, weights=cb, minlength=V)
+    out = np.full((V, topk), -1, dtype=np.int64)
+    wb = np.searchsorted(K, np.arange(V + 1, dtype=np.int64) * V)  # début des mots dans K
+    for v0 in range(0, V, WBLK):
+        v1 = min(V, v0 + WBLK); s0, e0 = int(wb[v0]), int(wb[v1])
+        if e0 <= s0:
+            continue
+        k = K[s0:e0].astype(np.int64)
+        w, ctx = k // V, k % V
+        c = C[s0:e0].astype(np.float64)
+        pmi = np.log(c * tot / (rw[w] * rc[ctx]))
+        pp = np.maximum(pmi, 0.0)
+        order = np.lexsort((ctx, -pp, w))
+        w, ctx, pp = w[order], ctx[order], pp[order]
+        vv = np.arange(v0, v1)
+        start = np.searchsorted(w, vv); end = np.searchsorted(w, vv, side="right")
+        for i, v in enumerate(range(v0, v1)):
+            s, e = start[i], min(end[i], start[i] + topk)
+            sel = ctx[s:e][pp[s:e] > 0]
+            out[v, :len(sel)] = sel
+    return out
+
+def cols_chunked(m, ids, step=None):
+    """== m.cols_of(ids) (valeurs 0..V) stockées en int32 (re-élargies en int64 par tranche dans la cooc)."""
+    step = step or STEP
+    out = np.empty(len(ids), dtype=np.int32)
+    for a in range(0, len(ids), step):
+        out[a:a + step] = m.cols_of(ids[a:a + step])
+    return out
+
+class CMSPIRA_LM(CMSPIRA):
+    """CMSPIRA dont seules build/build_cm sont remplacées (bas-mémoire, bit-identiques). save/load/train : inchangés."""
+    build = classmethod(build_lowmem)
+
+    @classmethod
+    def build_cm(cls, data, cfg, window=2, topk=16, base_d_in=1024, base_k=12, d=24, width=4096, log=print):
+        cfg = dataclasses.replace(cfg, d_in=base_d_in + width, k_in=base_k + d)
+        m = cls.build(data, cfg, log=log)
+        m.cm = {"base_d_in": base_d_in, "base_k": base_k, "d": d, "width": width, "window": window, "topk": topk}
+        top = cooc_ppmi_topk_lowmem(cols_chunked(m, m._ids_train), cfg.vocab_size, window, topk)
+        m.cm_sem = minhash_rows(top, d, width, base_d_in)
+        m._row_cache = {}
+        return m
diff --git a/results/hashing/covb_v3_eval/orig/diag_cova_seen_0520.py b/results/hashing/covb_v3_eval/orig/diag_cova_seen_0520.py
new file mode 100644
index 0000000000000000000000000000000000000000..119e0db4ac95c1098d65b34d7fd99a0cc58ea8d7
--- /dev/null
+++ b/results/hashing/covb_v3_eval/orig/diag_cova_seen_0520.py
@@ -0,0 +1,40 @@
+"""Checker 05 h 20 (Toronto) — diag écart seen−frais broad_cova. Lecture seule : EPT (log2p, ept_params) des ckpts seulement,
+frontières via lowmem_bg1c.boundaries_chunked (== EPT.boundaries), fenêtre seen = train[2_600_000:2_800_000] (eval_bench_v4 défaut).
+Pour chaque modèle : patches de la fenêtre seen, recouvrement avec tranches SNN/AM réellement entraînées, accuracy par sous-ensemble (hits_v4)."""
+import sys, json, resource, hashlib
+sys.path.insert(0, "/workspace/SPIRA/python"); sys.path.insert(0, "/workspace/spira_shared/checker/scale")
+import numpy as np
+from lowmem_bg1c import boundaries_chunked
+from spira.ept import EPT
+S = "/workspace/spira_shared"; HV = f"{S}/checker/scale/hits_v4"
+train = open(f"{S}/broad/broad_local_v1/train.bin", "rb").read(); u8 = np.frombuffer(train, np.uint8)
+W0, W1 = 2_600_000, 2_800_000
+cova = json.load(open(f"{S}/spira_cov/cm_broad_cov_a.npz.cov.json"))
+M = {"broad_cova": (f"{S}/spira_cov/cm_broad_cov_a.npz", [tuple(x) for x in cova["snn_slices"]], [tuple(x) for x in cova["am_slices"]]),
+     "broad14_ref": (f"{S}/checker/ckpt/ref_fixed2cal_broad_local_v1.npz", [(0, 600_000)], [(0, 1_200_000)]),
+     "m8_broad14": (f"{S}/spira_m8/cm_broad_local_v1.npz", [(0, 600_000)], [(0, 1_200_000)])}
+out = {}
+for tag, (ck, snn, am) in M.items():
+    z = np.load(ck); e = EPT(budget_bits=16.0); e.log2p = z["log2p"].astype(np.float32); p = z["ept_params"]
+    e.budget_bits, e.min_len, e.max_len, e.alpha = float(p[0]), int(p[1]), int(p[2]), float(p[3]); del z
+    b = boundaries_chunked(e, u8).astype(np.int64); N = len(b) - 1
+    h = dict(np.load(f"{HV}/{tag}__seen.npz")); ts = h["tgt_start"].astype(np.int64) + W0  # octet absolu du début de la cible t+1
+    tp = np.searchsorted(b, ts, side="right") - 1  # indice de patch absolu contenant le 1er octet de la cible
+    sync = float(np.mean(b[tp] == ts))  # fenêtre segmentée seule : frontières ≈ train après resynchro
+    ctx = tp - 1  # patch d'entrée (contexte) dont la cible est tp
+    def inside(idx, sl): 
+        r = np.zeros(len(idx), bool)
+        for s, e_ in sl: r |= (idx >= s) & (idx < e_)
+        return r
+    in_snn = inside(ctx, snn); in_am = inside(tp, am)  # SNN : entrée ctx→cible tp ; AM : valeur = tp
+    iv = h["invocab"].astype(bool); fh = h["fused_hit"].astype(bool)
+    acc = lambda m_: (round(100 * float(fh[m_ & iv].mean()), 2) if (m_ & iv).any() else None, int((m_ & iv).sum()))
+    pr = [int(np.searchsorted(b, W0, side="left")), int(np.searchsorted(b, W1, side="left"))]
+    out[tag] = {"N_patches": N, "seen_patch_range": pr, "positions": int(len(tp)), "boundary_sync_frac": round(sync, 4), "eval_patch_range": [int(tp[0]), int(tp[-1])],
+                "invocab_n": int(iv.sum()), "acc_all": acc(np.ones(len(tp), bool)),
+                "snn_trained": acc(in_snn), "am_trained": acc(in_am), "neither": acc(~in_snn & ~in_am),
+                "snn_slices_overlapping": [list(x) for x in snn if x[1] > tp[0] and x[0] <= tp[-1]],
+                "am_slices_overlapping": [list(x) for x in am if x[1] > tp[0] and x[0] <= tp[-1]]}
+    print(tag, json.dumps(out[tag]), flush=True); del b
+out["peak_rss_mb"] = resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024
+json.dump(out, open("diag.json", "w"), indent=1); print("rss", out["peak_rss_mb"])
diff --git a/results/hashing/covb_v3_eval/orig/eval_bench_v4.py b/results/hashing/covb_v3_eval/orig/eval_bench_v4.py
new file mode 100644
index 0000000000000000000000000000000000000000..216f3885b1cf5616453631cf470a851d21bfea42
--- /dev/null
+++ b/results/hashing/covb_v3_eval/orig/eval_bench_v4.py
@@ -0,0 +1,55 @@
+#!/usr/bin/env python3
+"""Checker — banc scale v4. Usage : eval_bench_v4.py CKPT CORPUS_NAME TAG   env MAXPOS (cap/fenêtre, smoke) WINDOWS HITS OUT
+Fenêtres : seen (corpus propre) + fc2, fresh_en, fresh_fr, neither_code, test20k, queries, test_v3 (octets fixes, identiques pour tous).
+Boucle par position = eval_hits() de checker/eval_ref_v3.py (copie ligne à ligne de SPIRA.eval_stream), importée telle quelle.
+Enregistre wall-time et pic RSS (ru_maxrss) par fenêtre.
+Checker 24 oct. 02 h 56 : lignes de corpus contaminés masquées via results_v4_mask.split_row (brut → results_v4_raw_local.jsonl, local)."""
+import os, sys, json, time, resource, hashlib
+sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
+import numpy as np
+from bench_common import *
+ckpt, cname, tag = sys.argv[1:4]; D = os.path.dirname(os.path.abspath(__file__))
+HITS = os.environ.get("HITS", f"{D}/hits_v4"); OUT = os.environ.get("OUT", f"{D}/results_v4.jsonl"); MAXPOS = int(os.environ.get("MAXPOS", "0")); SEL = os.environ.get("WINDOWS")
+src = open(f"{S}/checker/eval_ref_v3.py").read(); g = {"np": np, "fnv1a64": fnv1a64}
+exec(src[src.index("def eval_hits"):src.index("m = SPIRA.load(ckpt)")], g); eval_hits = g["eval_hits"]
+t0 = time.perf_counter(); train = rd(f"{CORPORA[cname]}/train.bin")
+m, kind, saved, cal = load_model(ckpt, train); tload = time.perf_counter() - t0
+SEEN_DEF = "train[2600000:2800000]"; SEEN = train[2_600_000:2_800_000]  # Checker 23 h 50 : seen par défaut (inchangé pour les modèles préfixe)
+CJ = ckpt.replace(".npz", ".cov.json")  # bg1d/div1d (tranches stratifiées) : seen = octets d'une tranche SNN RÉELLEMENT entraînée (cov_bytes_m8.slice_report)
+# Checker 24 oct. 05 h 18 (Toronto) : spira_cov/train_cov.py écrit <ckpt>.npz.cov.json (pas <ckpt>.cov.json) et SANS bench_seen → broad_cova a été
+# évalué sur le seen par défaut, 0/6 980 positions entraînées (seen_audit_v4.json). Correctif : chercher aussi <ckpt>.npz.cov.json ; si tranches
+# stratifiées sans bench_seen, dériver bench_seen = tranche SNN 32 (même définition que bg1d, cov_bytes_m8.slice_report, lecture seule). Sauvegarde .bak_0518.
+if not os.path.exists(CJ) and os.path.exists(ckpt + ".cov.json"): CJ = ckpt + ".cov.json"
+if os.path.exists(CJ):
+    _cj = json.load(open(CJ))
+    if "bench_seen" not in _cj:
+        assert "snn_slices" in _cj and "am_slices" in _cj, f"{CJ} : ni bench_seen ni tranches"
+        from cov_bytes_m8 import slice_report
+        _cov = {"N": int(_cj["cov"]["N"]) if "cov" in _cj else len(m._ids_train), "snn_slices": _cj["snn_slices"], "am_slices": _cj["am_slices"]}
+        _cj["bench_seen"] = slice_report(m, train, _cov, [("all", 0)], seen_slice=32)["bench_seen"]; assert _cj["bench_seen"]["ids_match_build"], _cj["bench_seen"]
+        print("bench_seen dérivé (tranche SNN 32) :", _cj["bench_seen"], flush=True)
+    bs = _cj["bench_seen"]; w0, w1 = bs["bytes"]; SEEN = train[w0:w1]
+    assert hashlib.sha256(SEEN).hexdigest() == bs["sha256"] and bs["n_patches"] > 8000 and bs["outside_ept_fit_calib_0_2400000"], bs
+    SEEN_DEF = f"train[{w0}:{w1}] = tranche SNN {bs['slice']} (patches {bs['patch_range']}, segment {bs['segment']}, hors AM)"
+W = {"seen": (SEEN, 8000), **fixed_windows()}; del train, SEEN
+os.makedirs(HITS, exist_ok=True)
+for name, (data, mp) in W.items():
+    if SEL and name not in SEL.split(","): continue
+    mp = min(mp, MAXPOS) if MAXPOS else mp; t1 = time.perf_counter(); r, H = eval_hits(m, data, max_positions=mp)
+    pl = np.fromiter((len(p) for p in m.ept.segment(data)), dtype=np.int64); off = np.concatenate([[0], np.cumsum(pl)])
+    n = len(H["fused_hit"]); bb = hashlib.sha256(data).hexdigest()  # v4.1 : offsets octets de la cible t+1 → appariement McNemar par octet entre tokenizers différents
+    np.savez_compressed(f"{HITS}/{tag}__{name}.npz", **H, tgt_start=off[1:n + 1], tgt_len=pl[1:n + 1], window_sha256=np.array(bb), window_bytes=np.array(len(data)), ept_budget_bits=np.array(float(m.ept.budget_bits)))
+    rec = {"tag": tag, "corpus": cname, "ckpt": ckpt, "kind": kind, "window": name, "n_positions": r["n_positions"],
+           "fused_invocab_pct": round(100 * r["fused_acc_invocab"], 3), "snn_invocab_pct": round(100 * r["snn_acc_invocab"], 3),
+           "vocab_coverage": r["vocab_coverage"], "fusion_saved": saved, "fusion_cal": cal, "load_s": round(tload, 1),
+           "eval_s": round(time.perf_counter() - t1, 1), "peak_rss_mb": round(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024, 1),
+           "maxpos": MAXPOS, "window_sha256": bb, "window_bytes": len(data), "ept_budget_bits": float(m.ept.budget_bits), "script": "eval_bench_v4.1", **({"seen_def": SEEN_DEF} if name == "seen" else {})}
+    # Checker 24 oct. 02 h 56 (Toronto, ordre patron) : corpus contaminés → valeurs brutes test20k/neither_code UNIQUEMENT dans results_v4_raw_local.jsonl
+    # (local, hors push) ; results_v4.jsonl reçoit null + "masked": "strict_clean_only" (+ test20k strict propre). flock results_v4.lock. Sauvegarde .bak_0254.
+    import fcntl, results_v4_mask as RM
+    pub, raw = RM.split_row(rec, f"{HITS}/{tag}__{name}.npz" if name == "test20k" else None)
+    with open(RM.LOCK, "a") as lk:
+        fcntl.flock(lk, fcntl.LOCK_EX)
+        if raw: open(RM.RAW, "a").write(json.dumps(raw) + "\n")
+        open(OUT, "a").write(json.dumps(pub) + "\n")
+    print(name, pub["fused_invocab_pct"], pub.get("fused_invocab_pct_strict_clean", ""), rec["eval_s"], rec["peak_rss_mb"], flush=True)
diff --git a/results/hashing/covb_v3_eval/orig/scale_bench_v4.py b/results/hashing/covb_v3_eval/orig/scale_bench_v4.py
new file mode 100644
index 0000000000000000000000000000000000000000..50536dccecdd5f37e11ba417084ed5eefe1aacec
--- /dev/null
+++ b/results/hashing/covb_v3_eval/orig/scale_bench_v4.py
@@ -0,0 +1,108 @@
+#!/usr/bin/env python3
+"""Checker — rapport banc v4 (registry_v4.tsv : tag  corpus  étiquette). Lit hits_v4/<tag>__<w>.npz + results_v4.jsonl (dernière ligne non-smoke).
+fused_acc_invocab ; moyenne fresh = 6 fenêtres (fc2, fresh_en, fresh_fr, test20k, queries, test_v3) ; écart = seen − fresh ; neither_code rapporté à part
+(neither_code exclu : contaminé 100 % broad / 90 % old). McNemar exact par paires sur fused_hit, toutes fenêtres fixes (seen inclus même si corpus différents : octets différents, à lire comme comparaison de mémorisation).
+v4.1 (18 h) : McNemar apparié par octet (tgt_start/tgt_len dans les npz) ; paires sans offsets = NON APPARIÉ.
+Sorties scale_bench_v4.md / .json. Env HITS, OUT, SUFFIX (smoke).
+Checker 24 oct. 02 h 54 (Toronto, ordre patron : aucun chiffre contaminé non masqué) : colonne test20k BRUTE supprimée (tous modèles ;
+test20k = broad_local_v1/test.bin, contaminé pour broad_local_v1 / broad_gutenberg_v1 / corpus_diverse_v1) ; seul test20k_propre (masque strict)
+est affiché ; neither_code jamais affiché ; plus de moyenne « test20k brut » dans le .json ; paires test20k calculées sur octets/positions
+PROPRES seulement (octets exclus retirés, unités patch chevauchant un octet exclu retirées, hits/n sur positions propres). Sauvegarde .bak_0254."""
+import os, json, itertools, numpy as np
+from math import comb
+D = os.path.dirname(os.path.abspath(__file__)); HITS = os.environ.get("HITS", f"{D}/hits_v4"); OUT = os.environ.get("OUT", f"{D}/results_v4.jsonl"); SUF = os.environ.get("SUFFIX", "")
+WIN = ["seen", "fc2", "fresh_en", "fresh_fr", "neither_code", "test20k", "queries", "test_v3"]; FRESH = ["fc2", "fresh_en", "fresh_fr", "neither_code", "test20k"]  # titre = définition Relay 18:22 (inclut neither_code, contaminé)
+FRESH6 = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3"]  # secondaire : 5 fenêtres propres (test_v3 au lieu de neither_code) ; queries et test_v3 aussi rapportés à part
+# Checker 22 h 24 (ordre patron) : titre = écart seen − moyenne PROPRE (fc2, fresh_en, fresh_fr, test20k sur positions PROPRES, test_v3) ;
+# queries à part ; neither_code EXCLU (plus affiché, plus dans aucune moyenne ni paire). Masque clean_masks/broad_gutenberg_v1_2134.npz
+# (règle ctx64+span, train broad_gutenberg_v1 ⊃ broad_local_v1) appliqué à test20k pour TOUS les modèles (mêmes positions retirées).
+MASKF = f"{D}/clean_masks/broad_gutenberg_v1_2134.npz"; MZ = np.load(MASKF) if os.path.exists(MASKF) else None
+FRESHP = ["fc2", "fresh_en", "fresh_fr", "test20k_propre", "test_v3"]
+# Checker 24 oct. 05 h 18 (Toronto) : audit seen (seen_audit_v4.json, diag checker/recount/cova_seen_0520). Un modèle à tranches stratifiées
+# (cov_prepare) évalué sur le seen par défaut train[2,6 M:2,8 M] peut n'avoir AUCUNE position entraînée (broad_cova : 0/6980) → écart
+# seen − frais NON CALCULABLE (null dans le .json), ligne et paires seen marquées NON COMPARABLE. Sauvegarde .bak_0518.
+SAUD = json.load(open(f"{D}/seen_audit_v4.json"))["tags"] if os.path.exists(f"{D}/seen_audit_v4.json") else {}
+def seen_ok(tag): return SAUD.get(tag, {}).get("trained_frac", 1.0) >= 0.99
+def acc_t20k_propre(z):
+    if MZ is None: return None, None
+    assert str(z["window_sha256"]) == str(MZ["sha__bench_test20k"]); E_ = MZ["bench_test20k__excl"]
+    bad = np.array([E_[int(a):int(a) + int(l)].any() for a, l in zip(z["tgt_start"], z["tgt_len"])]); iv = z["invocab"].astype(bool) & ~bad
+    return 100 * float(z["fused_hit"][iv].mean()), int(bad.sum())
+def t20k_bad(z):
+    E_ = MZ["bench_test20k__excl"]; return np.array([E_[int(a):int(a) + int(l)].any() for a, l in zip(z["tgt_start"], z["tgt_len"])])
+def mcn(b, c):
+    n = b + c; k = min(b, c)
+    return 1.0 if n == 0 else min(1.0, 2 * sum(comb(n, i) for i in range(k + 1)) / 2 ** n)
+def boot(x, y, blk=512, nb=2000, seed=0):
+    """Bootstrap par blocs (DÉCISIF, Relay 18:14) : blocs contigus de 512 octets, 2 000 rééchantillonnages, seed 0 ; Δ = acc_B − acc_A par octet."""
+    nbk = len(x) // blk; X = x[:nbk * blk].reshape(nbk, blk).mean(1); Y = y[:nbk * blk].reshape(nbk, blk).mean(1); d = Y - X
+    r = np.random.default_rng(seed); bs = d[r.integers(0, nbk, (nb, nbk))].mean(1); lo, hi = np.percentile(bs, [2.5, 97.5])
+    return float(d.mean()), float(lo), float(hi), float(min(1.0, 2 * min((bs <= 0).mean(), (bs >= 0).mean())))
+def unit_mcn(za, zb, lo, hi, E=None):
+    """McNemar exact niveau PATCH (DÉCISIF) : unités = segments entre frontières de patch COMMUNES aux deux tokenizers, dans [lo, hi).
+    Une unité est réussie pour un modèle si toutes ses cibles (patches) dans l'unité sont des hits. Unités appariées → McNemar exact."""
+    def bd(z):
+        st, ln = z["tgt_start"], z["tgt_len"]; return st, st + ln, z["fused_hit"]
+    sa, ea, ha_ = bd(za); sb, eb, hb_ = bd(zb)
+    common = np.intersect1d(np.concatenate([sa, ea[-1:]]), np.concatenate([sb, eb[-1:]])); common = common[(common >= lo) & (common <= hi)]
+    def uh(s, e, h):
+        k = np.searchsorted(common, s, side="right") - 1; ok = (s >= common[0]) & (e <= common[-1])
+        u = np.ones(len(common) - 1, bool); np.logical_and.at(u, k[ok], h[ok]); return u
+    x, y = uh(sa, ea, ha_), uh(sb, eb, hb_)
+    if E is not None:  # Checker 02 h 54 : unités chevauchant un octet exclu (masque strict) retirées
+        ce = np.concatenate([[0], np.cumsum(E)]); keepu = (ce[common[1:]] - ce[common[:-1]]) == 0; x, y = x[keepu], y[keepu]
+    b, c = int((x & ~y).sum()), int((~x & y).sum()); return len(x), b, c, mcn(b, c)
+def bytehits(z):
+    """v4.1 : chaque octet de la cible t+1 hérite de fused_hit[t] (OOV = 0) → tableau par octet + plage [début, fin) couverte."""
+    st, ln, h = z["tgt_start"], z["tgt_len"], z["fused_hit"]; L = int(z["window_bytes"]); a = np.zeros(L, bool)
+    for s0, l0, hh in zip(st, ln, h):
+        if hh: a[s0:s0 + l0] = True
+    return a, int(st[0]), int(st[-1] + ln[-1])
+R = {}
+if os.path.exists(OUT):
+    for l in open(OUT):
+        r = json.loads(l); R.setdefault(r["tag"], {})[r["window"]] = r
+E = []
+for l in open(f"{D}/registry_v4.tsv"):
+    if not l.strip() or l.startswith("#"): continue
+    tag, c, lab = l.rstrip("\n").split("\t"); P = {w: f"{HITS}/{tag}__{w}.npz" for w in WIN}
+    E.append((lab, tag, c, {w: dict(np.load(p)) for w, p in P.items()} if all(map(os.path.exists, P.values())) else None))
+J = {"models": {}, "pairs": []}
+WSHOW = ["seen", "fc2", "fresh_en", "fresh_fr", "test20k_propre", "queries", "test_v3"]  # Checker 02 h 54 : test20k brut retiré
+rows = ["| modèle | corpus | " + " | ".join(WSHOW) + " | **fresh moy. PROPRE** (fc2,en,fr,test20k propre,test_v3) | **écart seen − propre** | queries (à part) | positions test20k exclues | wall s | pic RAM Mo | scale cal |", "|---|---|" + "---|" * (len(WSHOW) + 7)]
+for lab, tag, c, h in E:
+    if h is None: rows.append(f"| {lab} | {c} | " + " | ".join("…" for _ in WSHOW) + " | | en attente | | | | | |"); continue
+    a = {w: 100 * float(h[w]["fused_hit"][h[w]["invocab"]].mean()) for w in WIN if w not in ("neither_code", "test20k")}; rr = R.get(tag, {})  # bruts contaminés jamais calculés
+    a["test20k_propre"], nexcl = acc_t20k_propre(h["test20k"]); fmp = float(np.mean([a[w] for w in FRESHP])) if a["test20k_propre"] is not None else float("nan")
+    assert a["test20k_propre"] is not None, "masque strict absent : pas de rapport (ordre patron)"
+    ws = sum(x["eval_s"] for x in rr.values()) + (next(iter(rr.values()))["load_s"] if rr else 0); pk = max([x["peak_rss_mb"] for x in rr.values()] or [0])
+    sc = next(iter(rr.values()))["fusion_cal"]["scale"] if rr else float("nan")
+    sok = seen_ok(tag); gap = a["seen"] - fmp if sok else None
+    J["models"][lab] = {"tag": tag, "acc_invocab": a, "fresh_mean_propre": fmp, "gap_seen_minus_propre": gap,
+                        **({} if sok else {"seen_trained": False, "seen_audit": SAUD[tag], "gap_status": "NON CALCULABLE : fenêtre seen non entraînée (0 position dans une tranche SNN/AM) ; seen = frais in-distribution ; scale hors plage ; ligne non comparable"}), "queries": a["queries"], "test20k_positions_excluded": nexcl,
+                        "test20k_brut": "masqué (strict_clean_only)", "neither_code": "exclu (contaminé)", "wall_s": ws, "peak_rss_mb": pk, "scale": sc, "scale_ok": 0.03 <= sc <= 0.11}
+    sh = {w: f"{a[w]:.2f}" for w in WSHOW}
+    if not sok: sh["seen"] = f"{a['seen']:.2f} ⚠ NON ENTRAÎNÉ ({SAUD[tag]['trained_invocab_n']}/{SAUD[tag]['invocab_n']})"
+    gs = f"{gap:.2f}" if sok else "NON CALCULABLE (seen non entraîné) — NON COMPARABLE"
+    rows.append(f"| {lab}{'' if sok else ' ⚠'} | {c} | " + " | ".join(sh[w] for w in WSHOW) + f" | **{fmp:.2f}** | **{gs}** | {a['queries']:.2f} | {nexcl} | {ws:.0f} | {pk:.0f} | {sc:.3f}{'' if 0.03 <= sc <= 0.11 else ' HORS'} |")
+pr = ["| A | B | fenêtre | A seul (octets) | B seul (octets) | p (indicatif) | signe | A hits/n patches | B hits/n patches | Δ B−A % octets, IC95 bootstrap blocs 512 o |McNemar PATCH (unités à frontières communes) A seul / B seul (DÉCISIF) |", "|---|---|---|---|---|---|---|---|---|---|---|"]
+def pc(z, bad=None):
+    if bad is None: return f"{int(z['fused_hit'].sum())}/{len(z['fused_hit'])}"
+    return f"{int(z['fused_hit'][~bad].sum())}/{int((~bad).sum())} propres"
+for (la, ta, ca, ha), (lb, tb, cb, hb) in itertools.combinations([e for e in E if e[3] is not None], 2):
+    for w in [x for x in WIN if x != "neither_code"]:
+        if not all("tgt_start" in z for z in (ha[w], hb[w])):
+            J["pairs"].append({"A": la, "B": lb, "window": w, "status": "non_apparie"}); pr.append(f"| {la} | {lb} | {w} | – | – | – | NON APPARIÉ (positions de tokenizers différents, à relancer en v4.1) |"); continue
+        if w == "seen" and not (seen_ok(ta) and seen_ok(tb)):
+            J["pairs"].append({"A": la, "B": lb, "window": w, "status": "non_comparable_seen_non_entraine", "A_patch": pc(ha[w]), "B_patch": pc(hb[w])}); pr.append(f"| {la} | {lb} | {w} | – | – | – | NON COMPARABLE (seen NON ENTRAÎNÉ pour {la if not seen_ok(ta) else lb} : seen_audit_v4.json) | {pc(ha[w])} | {pc(hb[w])} |"); continue
+        if str(ha[w]["window_sha256"]) != str(hb[w]["window_sha256"]):
+            J["pairs"].append({"A": la, "B": lb, "window": w, "status": "non_comparable_octets_differents", "A_patch": pc(ha[w]), "B_patch": pc(hb[w])}); pr.append(f"| {la} | {lb} | {w} | – | – | – | NON COMPARABLE (octets différents : seen du corpus propre) | {pc(ha[w])} | {pc(hb[w])} |"); continue
+        x, y = bytehits(ha[w]), bytehits(hb[w]); lo = max(x[1], y[1]); hi = min(x[2], y[2]); x, y = x[0][lo:hi], y[0][lo:hi]
+        EX = MZ["bench_test20k__excl"] if w == "test20k" else None  # Checker 02 h 54 : test20k = octets PROPRES seulement
+        if EX is not None: kp = ~EX[lo:hi]; x, y = x[kp], y[kp]
+        b, cc = int((x & ~y).sum()), int((~x & y).sum()); p = mcn(b, cc); dm, dlo, dhi, pb = boot(x, y); sig = dlo > 0 or dhi < 0; nu, ub, uc, up = unit_mcn(ha[w], hb[w], lo, hi, EX)
+        ba_, bb_ = (t20k_bad(ha[w]), t20k_bad(hb[w])) if EX is not None else (None, None)
+        J["pairs"].append({"A": la, "B": lb, "window": w, "unit": "byte", "boot_delta_pct": 100 * dm, "boot_ci95_pct": [100 * dlo, 100 * dhi], "boot_p": pb, "boot_sig": bool(sig), "patch_units": nu, "patch_A_only": ub, "patch_B_only": uc, "patch_p": up, "patch_sig": bool(up < 0.05), "byte_range": [int(lo), int(hi)], "A_only": b, "B_only": cc, "p": p, "A_patch": pc(ha[w], ba_), "B_patch": pc(hb[w], bb_), **({"masked": "strict_clean_only"} if EX is not None else {})})
+        pr.append(f"| {la} | {lb} | {w} | {b} | {cc} | {p:.2g} | {'B>A' if cc > b else ('A>B' if b > cc else '=')}{' *' if p < 0.05 else ''} | {pc(ha[w], ba_)} | {pc(hb[w], bb_)} | {100*dm:+.2f} [{100*dlo:+.2f} ; {100*dhi:+.2f}] p={pb:.3g}{' **' if sig else ''} | {ub} / {uc} sur {nu} unités, p={up:.2g}{' **' if up < 0.05 else ''} |")
+md = "# Banc scale v4 — fused_acc_invocab (%) — fenêtres fixes identiques (seen = corpus propre)\n\n" + "\n".join(rows) + "\n\n## McNemar exact par paires — v4.1 apparié par OCTET (même flux d'octets, plage commune ; tokenizers différents ⇒ positions non comparables). p McNemar octet = INDICATIF (octets d'un patch corrélés) ; tests DÉCISIFS = McNemar exact niveau patch (unités entre frontières communes) et bootstrap par blocs de 512 o (IC95 excluant 0 = **). Toutes les paires doivent être en v4.1 avant tout verdict. Titre (Checker 22 h 24) = écart seen − moyenne PROPRE (fc2, fresh_en, fresh_fr, test20k sur positions propres [masque clean_masks/broad_gutenberg_v1_2134.npz, ctx64+span], test_v3) ; queries à part ; neither_code EXCLU (contaminé 100 % broad / 90 % old). Colonne test20k brute SUPPRIMÉE (Checker 24 oct. 02 h 54, ordre patron) ; paires test20k ci-dessous = octets et positions PROPRES seulement (masque strict) ; verdict décisif : verdicts/ (verdict_v41.py). ⚠ = seen NON ENTRAÎNÉ (Checker 24 oct. 05 h 18, seen_audit_v4.json) : broad_local_v1 cov a (tranches stratifiées cov_prepare, 64 × 9 375 patches SNN / 64 × 18 750 AM) évalué sur train[2 600 000:2 800 000] = patches 577 008–585 008, entre les tranches SNN [514 302 ; 523 677) / [649 936 ; 659 311) et AM [462 211 ; 480 961) / [597 845 ; 616 595) : 0/6 980 positions in-vocab entraînées → son « seen » est une fenêtre fraîche in-distribution, écart seen − frais non calculable ; scale 0,029 hors plage aussi. Ligne NON COMPARABLE. m8_broad14 (scale 0,030 HORS de 3e-5) : seen 6 980/6 980 entraîné (préfixe SNN 600 k / AM 1,2 M), écart valide mais scale marquée HORS.\n" + "\n".join(pr) + "\n"
+open(f"{D}/scale_bench_v4{SUF}.md", "w").write(md); json.dump(J, open(f"{D}/scale_bench_v4{SUF}.json", "w"), indent=1); print(md)
diff --git a/results/hashing/covb_v3_eval/orig/seen_audit_v4.json b/results/hashing/covb_v3_eval/orig/seen_audit_v4.json
new file mode 100644
index 0000000000000000000000000000000000000000..da24ece16ee28617d204d63b53fc94bc4ac242ba
--- /dev/null
+++ b/results/hashing/covb_v3_eval/orig/seen_audit_v4.json
@@ -0,0 +1,76 @@
+{
+ "_doc": "Checker 05 h 18 (Toronto) — audit fenêtre seen du banc v4 (train[2_600_000:2_800_000] par défaut) : fraction des positions évaluées dont le patch d'entrée est dans une tranche SNN entraînée ou la cible dans une tranche AM entraînée. Script : checker/recount/cova_seen_0520/diag.py (EPT du ckpt, boundaries_chunked). trained_frac < 0,99 => seen NON ENTRAÎNÉ : écart seen − frais non calculable, ligne et paires seen marquées non comparables.",
+ "tags": {
+  "broad_cova": {
+   "seen_window_bytes": [
+    2600000,
+    2800000
+   ],
+   "eval_patch_range": [
+    577008,
+    585008
+   ],
+   "invocab_n": 6980,
+   "trained_invocab_n": 0,
+   "trained_frac": 0.0,
+   "snn_trained_invocab_n": 0,
+   "am_trained_invocab_n": 0,
+   "snn_slices_overlapping": [],
+   "am_slices_overlapping": []
+  },
+  "broad14_ref": {
+   "seen_window_bytes": [
+    2600000,
+    2800000
+   ],
+   "eval_patch_range": [
+    577008,
+    585008
+   ],
+   "invocab_n": 6980,
+   "trained_invocab_n": 6980,
+   "trained_frac": 1.0,
+   "snn_trained_invocab_n": 6980,
+   "am_trained_invocab_n": 6980,
+   "snn_slices_overlapping": [
+    [
+     0,
+     600000
+    ]
+   ],
+   "am_slices_overlapping": [
+    [
+     0,
+     1200000
+    ]
+   ]
+  },
+  "m8_broad14": {
+   "seen_window_bytes": [
+    2600000,
+    2800000
+   ],
+   "eval_patch_range": [
+    577008,
+    585008
+   ],
+   "invocab_n": 6980,
+   "trained_invocab_n": 6980,
+   "trained_frac": 1.0,
+   "snn_trained_invocab_n": 6980,
+   "am_trained_invocab_n": 6980,
+   "snn_slices_overlapping": [
+    [
+     0,
+     600000
+    ]
+   ],
+   "am_slices_overlapping": [
+    [
+     0,
+     1200000
+    ]
+   ]
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/orig/verdict_v41.py b/results/hashing/covb_v3_eval/orig/verdict_v41.py
new file mode 100644
index 0000000000000000000000000000000000000000..e8faafd25cfbe2d4bee68adf078c1b347c030026
--- /dev/null
+++ b/results/hashing/covb_v3_eval/orig/verdict_v41.py
@@ -0,0 +1,100 @@
+#!/usr/bin/env python3
+"""Checker — verdict de rétention v4.1 (Relay 19 h 10). Usage : verdict_v41.py TAG [BASE=old_ref]   (léger : lit hits_v4, aucun modèle chargé)
+Fenêtres du verdict : fc2, fresh_en, fresh_fr, test20k, queries, test_v3 ; neither_code rapporté à part (contaminé) ; seen exclu (octets différents).
+Tests (B = TAG contre A = BASE) :
+  1) McNemar exact niveau patch sur spans IDENTIQUES (même tgt_start ET même tgt_len), sur fused_hit = définition de recount/recount_hashing_v41_1910.py.
+  2) Bootstrap par blocs : hits par octet (chaque octet hérite du fused_hit de son patch cible), plage commune, blocs de 512 o, 2 000 rééchantillonnages, seed 777 ; IC95 de Δ = acc_B − acc_A.
+Décision (Checker 21h52, Relay 21h49) : McNemar exact patch v4.1 SEUL (p < 0,05). Discordants rapportés avec leur sens : ref_only = réf juste / cand faux,
+cand_only = cand juste / réf faux ; sens du gain = signe de cand_only − ref_only. Bootstrap = colonne INDICATIVE, jamais dans la décision.
+Une fenêtre n'est jamais à la fois gain et perte (assert). Masque invocab (19h55) appliqué : hit = fused_hit & invocab des deux côtés.
+Règle : RETENU ssi aucune perte significative sur une fenêtre du verdict ET au moins un gain significatif.
+Référence m9g v2b (λ = 2) : comparée si hits_v4/<BASE>__<w>__v2b.npz existe (avec offsets), sinon notée « indisponible en v4.1 ».
+Sorties : verdicts/<TAG>.json + .md."""
+import os, sys, json, math, numpy as np
+D = os.path.dirname(os.path.abspath(__file__)); H = f"{D}/hits_v4"; VW = ["fc2", "fresh_en", "fresh_fr", "test20k", "queries", "test_v3"]; SEP = ["neither_code"]
+tag = sys.argv[1]; base = sys.argv[2] if len(sys.argv) > 2 else "old_ref"; HITS = os.environ.get("HITS", H); OUTD = os.environ.get("OUTD", f"{D}/verdicts")
+def binp(b, c):
+    n = b + c
+    return 1.0 if n == 0 else min(1.0, 2 * sum(math.comb(n, i) for i in range(min(b, c) + 1)) / 2 ** n)
+def decide(ref_only, cand_only, p, clo, chi):
+    """Checker 21h52 : décision = McNemar patch seul ; sens dérivé des discordants ; bootstrap indicatif séparé."""
+    d = cand_only - ref_only; sens = "cand" if d > 0 else ("ref" if d < 0 else "=")
+    gain = bool(p < 0.05 and d > 0); loss = bool(p < 0.05 and d < 0); assert not (gain and loss)
+    return {"ref_only": int(ref_only), "cand_only": int(cand_only), "base_only": int(ref_only), "discordants": int(ref_only + cand_only), "sens_discordants": sens,
+            "sig_gain": gain, "sig_loss": loss, "patch_testable": bool(ref_only + cand_only > 0),
+            "boot_indicatif": ("+" if clo > 0 else ("-" if chi < 0 else "0")), "boot_gain_indicatif": bool(clo > 0), "boot_loss_indicatif": bool(chi < 0),
+            "boot_conflit_mcnemar": bool((gain and chi < 0) or (loss and clo > 0))}
+def bytehits(z, key="fused_hit"):
+    a = np.zeros(int(z["window_bytes"]), bool)
+    for s, l, h, iv in zip(z["tgt_start"], z["tgt_len"], z[key], z["invocab"]):  # Checker 19h55 : masque invocab (m9g_hit non masqué hors vocab)
+        if h and iv: a[s:s + l] = True
+    return a, int(z["tgt_start"][0]), int(z["tgt_start"][-1] + z["tgt_len"][-1])
+def compare(A, B, ka="fused_hit", kb="fused_hit", E=None):
+    assert str(A["window_sha256"]) == str(B["window_sha256"]), "octets différents"
+    if E is not None: return compare_clean(A, B, ka, kb, E)
+    da = {(int(s), int(l)): bool(h) for s, l, h in zip(A["tgt_start"], A["tgt_len"], A[ka] & A["invocab"])}
+    db = {(int(s), int(l)): bool(h) for s, l, h in zip(B["tgt_start"], B["tgt_len"], B[kb] & B["invocab"])}
+    com = set(da) & set(db); a_only = sum(da[k] and not db[k] for k in com); b_only = sum(db[k] and not da[k] for k in com); p = binp(a_only, b_only)
+    (x, la, ha), (y, lb, hb) = bytehits(A, ka), bytehits(B, kb); lo, hi = max(la, lb), min(ha, hb); x, y = x[lo:hi], y[lo:hi]
+    nb = len(x) // 512; d = y[:nb * 512].reshape(nb, 512).mean(1) - x[:nb * 512].reshape(nb, 512).mean(1)
+    bs = d[np.random.default_rng(777).integers(0, nb, (2000, nb))].mean(1); clo, chi = np.percentile(bs, [2.5, 97.5])
+    dec = decide(a_only, b_only, p, clo, chi)  # Checker 21h52 : McNemar seul, sens = discordants, bootstrap indicatif
+    return {"common_spans": len(com), "patch_p": p, "boot_delta_pct": 100 * float(d.mean()),
+            "boot_ci95_pct": [100 * float(clo), 100 * float(chi)], "byte_range": [lo, hi], **dec, "base_zero_hit": not bool((A[ka] & A["invocab"]).any()), "cand_hits_inv": int((B[kb] & B["invocab"]).sum()), "cand_hits_inv_on_common": int(sum(db[k] for k in com)), "ref_hits_inv_on_common": int(sum(da[k] for k in com)), "invocab_mask": True,
+            "acc_base_inv": 100 * float(A[ka][A["invocab"]].mean()), "acc_cand_inv": 100 * float(B[kb][B["invocab"]].mean())}
+# Checker 21h34 (ordre patron) : verdict UNIQUEMENT sur positions propres. E = masque octet « excl » (64-grammes confirmés dans le train
+# broad_gutenberg_v1 = broad_local_v1 + gutenberg_v2, dilatés de 64 o à droite = contexte 64 o + span). Patch (s,l) contaminé ssi E[s:s+l].any().
+MASKS = [f"{D}/clean_masks/broad_gutenberg_v1_2134.npz", f"{D}/clean_masks/bg1_prefix_2134.npz"]  # complet (290,8 Mo) sinon préfixe (équivalent : delta = 0)
+MASKED_CORPORA = {"broad_gutenberg_v1", "broad_local_v1", "corpus_diverse_v1"}  # Checker 01 h 40 : corpus_diverse_v1 = broad_gutenberg_v1 (5af6398f) + \n\n + multi_lang_v1 (0 recouvrement) → même masque
+def compare_clean(A, B, ka, kb, E):
+    def cl(Z, k):
+        bad = np.array([E[int(s):int(s) + int(l)].any() for s, l in zip(Z["tgt_start"], Z["tgt_len"])]); return bad
+    ba, bb = cl(A, ka), cl(B, kb)
+    da = {(int(s), int(l)): bool(h) for s, l, h, x in zip(A["tgt_start"], A["tgt_len"], A[ka] & A["invocab"], ba) if not x}
+    db = {(int(s), int(l)): bool(h) for s, l, h, x in zip(B["tgt_start"], B["tgt_len"], B[kb] & B["invocab"], bb) if not x}
+    com = set(da) & set(db); a_only = sum(da[k] and not db[k] for k in com); b_only = sum(db[k] and not da[k] for k in com); p = binp(a_only, b_only)
+    (x, la, ha), (y, lb, hb) = bytehits(A, ka), bytehits(B, kb); lo, hi = max(la, lb), min(ha, hb); keep = ~E[lo:hi]; x, y = x[lo:hi][keep], y[lo:hi][keep]
+    nb = len(x) // 512; d = y[:nb * 512].reshape(nb, 512).mean(1) - x[:nb * 512].reshape(nb, 512).mean(1)
+    bs = d[np.random.default_rng(777).integers(0, nb, (2000, nb))].mean(1); clo, chi = np.percentile(bs, [2.5, 97.5])
+    dec = decide(a_only, b_only, p, clo, chi)  # Checker 21h52 : McNemar seul, sens = discordants, bootstrap indicatif
+    ia, ib = A["invocab"].astype(bool) & ~ba, B["invocab"].astype(bool) & ~bb
+    return {"common_spans": len(com), "patch_p": p, "boot_delta_pct": 100 * float(d.mean()),
+            "boot_ci95_pct": [100 * float(clo), 100 * float(chi)], "byte_range": [lo, hi], **dec, "base_zero_hit": not bool((A[ka] & A["invocab"]).any()), "cand_hits_inv": int((B[kb] & B["invocab"]).sum()), "cand_hits_inv_on_common": int(sum(db[k] for k in com)), "ref_hits_inv_on_common": int(sum(da[k] for k in com)), "invocab_mask": True,
+            "acc_base_inv": 100 * float(A[ka][ia].mean()), "acc_cand_inv": 100 * float(B[kb][ib].mean()),
+            "clean": True, "positions_excluded_base": int(ba.sum()), "positions_excluded_cand": int(bb.sum()), "bytes_kept": int(keep.sum()), "bytes_range": hi - lo}
+def corpus_of(t):
+    for l in open(f"{D}/jobs_v4.tsv"):
+        f = l.rstrip("\n").split("\t")
+        if len(f) >= 3 and f[0] == t: return f[2]
+    return None
+def verdict(R):
+    L = [w for w in VW if R[w]["sig_loss"]]; G = [w for w in VW if R[w]["sig_gain"]]
+    assert not set(L) & set(G), f"fenêtre à la fois perte et gain : {set(L) & set(G)}"  # Checker 21h52 (bug fc2 21h48)
+    for w in VW: assert R[w]["sig_gain"] == (R[w]["patch_p"] < 0.05 and R[w]["cand_only"] > R[w]["ref_only"]) and R[w]["sig_loss"] == (R[w]["patch_p"] < 0.05 and R[w]["ref_only"] > R[w]["cand_only"])
+    return ("RETENU" if not L and G else "NON RETENU"), L, G
+out = {"tag": tag, "base": base, "windows": VW, "separate": SEP, "rule": "aucune perte significative + ≥1 gain significatif ; significatif = McNemar exact patch v4.1 seul (p<0,05), sens = cand_only − ref_only ; bootstrap indicatif", "decision_criterion": "mcnemar_patch_v41_only", "bootstrap": {"block": 512, "n": 2000, "seed": 777}}
+ld = lambda t, w, s="": np.load(f"{HITS}/{t}__{w}{s}.npz")
+MK = next((m for m in MASKS if os.path.exists(m)), None) if (corpus_of(tag) in MASKED_CORPORA or corpus_of(base) in MASKED_CORPORA) else None
+if MK is None and (corpus_of(tag) in MASKED_CORPORA or corpus_of(base) in MASKED_CORPORA): sys.exit("ARRÊT : corpus contaminé broad_*, masque propre absent → pas de verdict non masqué (ordre 21h34)")
+if MK is not None:
+    MZ = np.load(MK); SEP = []; out["separate"] = []; out["excluded_entirely"] = ["neither_code"]
+    out["clean_mask"] = {"file": MK, "train_sha256": str(MZ["train_sha256"]), "rule": "patch contaminé ssi un octet de [s-64, s+l) est couvert par un 64-gramme confirmé du train broad_gutenberg_v1"}
+    EM = {w: MZ[f"bench_{w}__excl"] for w in VW}
+    for w in VW: assert str(MZ[f"sha__bench_{w}"]) == str(ld(tag, w)["window_sha256"]), f"masque/fenêtre {w} : sha différent"
+    out["vs_base"] = {w: compare(ld(base, w), ld(tag, w), E=EM[w]) for w in VW}
+else:
+    out["vs_base"] = {w: compare(ld(base, w), ld(tag, w)) for w in VW + SEP}
+v, L, G = verdict(out["vs_base"]); out["verdict"] = {"decision": v, "losses": L, "gains": G}
+if all(os.path.exists(f"{HITS}/{base}__{w}__v2b.npz") for w in VW):
+    out["vs_v2b"] = {w: compare(ld(base, w, "__v2b"), ld(tag, w), ka="m9g_hit", E=(EM[w] if MK else None)) for w in VW}; v2, L2, G2 = verdict(out["vs_v2b"]); out["verdict_v2b"] = {"decision": v2, "losses": L2, "gains": G2}
+else: out["verdict_v2b"] = {"decision": "INDISPONIBLE", "note": f"pas de hits m9g v2b (λ=2) de {base} en v4.1 (fenêtres fixes + offsets) ; anciens hits m9g/hits_v2 = fenêtres v2, non appariables"}
+def tab(R, ws):
+    s = ["| fenêtre | acc réf | acc cand | spans communs | ref_only (réf juste) | cand_only (cand juste) | sens | p McNemar | DÉCISION | bootstrap Δ % [IC95] (indicatif) |", "|---|---|---|---|---|---|---|---|---|---|"]
+    for w in ws:
+        r = R[w]; dec = "GAIN" if r["sig_gain"] else ("PERTE" if r["sig_loss"] else ("n.s. (0 discordant)" if not r["patch_testable"] else "n.s."))
+        note = (" (réf 0 hit)" if r.get("base_zero_hit") else "") + (" ⚠ conflit bootstrap" if r.get("boot_conflit_mcnemar") else "")
+        s.append(f"| {w} | {r['acc_base_inv']:.2f} | {r['acc_cand_inv']:.2f} | {r['common_spans']} | {r['ref_only']} | {r['cand_only']} | {r['sens_discordants']} | {r['patch_p']:.2g} | {dec}{note} | {r['boot_delta_pct']:+.2f} [{r['boot_ci95_pct'][0]:+.2f} ; {r['boot_ci95_pct'][1]:+.2f}] |")
+    return "\n".join(s)
+md = f"# Verdict v4.1 — {tag} contre {base}\n\n**{out['verdict']['decision']}** (pertes : {', '.join(L) or 'aucune'} ; gains : {', '.join(G) or 'aucun'})\n\n" + tab(out["vs_base"], VW) + ((f"\n\nPositions PROPRES seulement (masque {MK}) ; neither_code exclu entièrement." ) if MK else ("\n\nÀ part (contaminé, hors verdict) :\n\n" + tab(out["vs_base"], SEP)))
+md += f"\n\nRéférence m9g v2b (λ=2) : **{out['verdict_v2b']['decision']}**" + (("\n\n" + tab(out["vs_v2b"], VW)) if "vs_v2b" in out else f" — {out['verdict_v2b']['note']}") + "\n"
+os.makedirs(OUTD, exist_ok=True); json.dump(out, open(f"{OUTD}/{tag}.json", "w"), indent=1, ensure_ascii=False); open(f"{OUTD}/{tag}.md", "w").write(md); print(md)
diff --git a/results/hashing/covb_v3_eval/relaunch_on_abort.sh b/results/hashing/covb_v3_eval/relaunch_on_abort.sh
new file mode 100644
index 0000000000000000000000000000000000000000..7be83db67c2e5a61916754f472ebce2207074e47
--- /dev/null
+++ b/results/hashing/covb_v3_eval/relaunch_on_abort.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+# Kills nothing. Waits for gate 1374861 to exit by itself; relaunches gate_covb_hi.sh (MEMGO=6347656 kB) only if STATUS starts with ABORT_MEM.
+D=$(cd "$(dirname "$0")" && pwd)
+while kill -0 1374861 2>/dev/null; do sleep 60; done
+s=$(head -c 200 $D/STATUS)
+echo "$(TZ=America/Toronto date '+%F %H:%M:%S %Z') gate 1374861 ended: $s" >> $D/relaunch.log
+case "$s" in ABORT_MEM*) echo "$(TZ=America/Toronto date '+%F %H:%M:%S %Z') relaunch gate_covb_hi.sh" >> $D/relaunch.log; exec bash $D/gate_covb_hi.sh;; esac
diff --git a/results/hashing/covb_v3_eval/relay_entry_armed.md b/results/hashing/covb_v3_eval/relay_entry_armed.md
new file mode 100644
index 0000000000000000000000000000000000000000..e4670a024e68b26b6ae5aca644908d2db5279268
--- /dev/null
+++ b/results/hashing/covb_v3_eval/relay_entry_armed.md
@@ -0,0 +1,12 @@
+
+## Lu/appliqué — Hashing — 24 oct. 2026, 08 h 21 (heure de Toronto)
+
+Porte d'éval cov b corpus_v3 (référence généralisation ; cov b broad reste indicatif) armée, rien lancé de lourd. Dossier NEUF : hashing_gen/covb_v3_eval/ (copies de covb_broad_eval, porte broad 1338150 intacte).
+- **Porte** : PID 1374861 (setsid, nice 10, OMP=1, PYTHONHASHSEED=0), STATUS = WAIT_TRAIN 437490. Ordre : sortie de 437490 (48 h max) → « saved …cm_v3_cov_b.npz » + « calibration » en fin de log, npz + .npz.cov.json présents, taille stable 60 s → sortie de pipeline_v3.sh 423825 (son eval_win v3cov/m8broad/covb + McNemar ; 8 h max, sinon on continue et il compte dans les lourds) → MemAvailable ≥ 5,2 Go ET lourds < 4 (sondage 120 s, 24 h max) → eval_covb.py sous prlimit --as 3,5 Go (choisi pour le modèle v3 : RSS d'entraînement 1,68 Go ; broad = 2,5 Go), timeout 8 h, chien de garde 2 s à 4,4 Go (n'arrête que cette éval) → report_covb.py sous prlimit --as 2,0 Go. Ne poste rien au relais.
+- **ETA** : fin d'entraînement estimée dimanche ~05 h 50 (Toronto) (tick 4 510 000/5 490 997 de l'époque 1 à 55 363 s, ~12 s/1000 ticks, époque 2 supposée au même rythme) ; ensuite la chaîne pipeline_v3 (durée inconnue, ≤ 8 h) puis l'éval → verdict au plus tôt dimanche midi.
+- **seen_snn (référence) — prévision stratified_slices** (N = 24 312 587 ; SNN 5 490 997, seed 0, margin 1 ; AM 10 981 994, seed 1 ; 64 tranches, budgets = arm_budgets('b') identiques au log) : tranche SNN 32 = patches [12 406 451 ; 12 492 248) (85 797) ; elle chevauche l'AM [12 254 853 ; 12 426 447) → seen banc (8 000 premières cibles) = 8 000/8 000 dans l'AM (secondaire, NON référence) ; **seen_snn prévu = patches [12 426 447 ; 12 492 248) (65 801 patches, ≈ 250 Ko à 3,84 o/patch, octets exacts seulement depuis le vrai ckpt)**. L'éval recalcule tout depuis cm_v3_cov_b.npz.cov.json et slice_report ; écart NON COMPARABLE si trained_frac < 0,99.
+- **Fenêtres / propreté** : fc2, fresh_en, fresh_fr, test20k (broad test.bin 894 718 o), test_v3 (corpus_v3/test.bin, sha a6730bbe…) dans la moyenne ; queries à part ; neither_code exclu. Preuve : masque Checker checker/scale/clean_masks/corpus_v3_full_0450.npz (reconcile_2134.py sur corpus_v3/train.bin COMPLET, sha aabd912d… = sha recalculé ce matin) : 0 position couverte/exclue sur les 7 fenêtres du banc ; sha de chaque fenêtre = sha du masque (vérifié). Preuve indépendante : spira_v3verify/verify_corpus_v3.json : 0 64-gramme confirmé sur fc2, fresh_en, fresh_fr, queries, corpus_test (= test_v3), test20k (ancien 319 940 o seulement). test_v3 donc inclus. Limite : critère 64-grammes (les recouvrements plus courts ne sont pas comptés).
+- **Smoke léger** : imports locaux OK ; sha fenêtres = masque (7/7) ; rapport --dry-cova (hits cov a de Checker, train broad) rejoue fc2 21,21 / fresh_en 5,09 / fresh_fr 4,19 / test_v3 8,79 / queries 3,11, moyenne 9,28, trained 0/6980 (chemin de code seulement, pas un résultat v3) ; pic 545 Mo.
+- **Doutes** : (1) marge RAM : porte à 5,2 Go et chien de garde à 4,4 Go = 0,8 Go de marge, alors que l'éval v3 prendra probablement > 1,3 Go → risque d'ABORT_MEM si on ouvre juste au seuil (même risque pour la porte broad 1338150) ; MemAvailable mesuré à 08 h 20 : 4,7 Go. (2) pipeline_v3 lance 3 eval_win (non-banc v4) après l'entraînement : sa durée retarde l'éval. (3) pas de McNemar (aucune référence corpus_v3 au banc v4.1) : chiffres absolus seulement.
+
+— SPIRA Hashing
diff --git a/results/hashing/covb_v3_eval/report_covb.py b/results/hashing/covb_v3_eval/report_covb.py
new file mode 100644
index 0000000000000000000000000000000000000000..c857b0bf272f324293b386c65a94d0c9c3243d11
--- /dev/null
+++ b/results/hashing/covb_v3_eval/report_covb.py
@@ -0,0 +1,225 @@
+#!/usr/bin/env python3
+"""SPIRA Hashing 24 oct. 2026 — rapport cov b corpus_v3 (copie de covb_broad_eval/report_covb.py ; léger : lit les hits, recalcule les frontières EPT du train pour l'audit seen ; aucun modèle SNN chargé).
+Métrique = fused_hit & invocab (banc v4.1). Fenêtres fraîches (moyenne) : fc2, fresh_en, fresh_fr, test20k (positions strict-clean), test_v3 ; queries à part ;
+neither_code exclu. Masque (toutes fenêtres) = checker/scale/clean_masks/corpus_v3_full_0450.npz (copie masks/ ; reconcile_2134.py de Checker sur
+corpus_v3/train.bin COMPLET, sha aabd912d… ; règle : position (s,l) exclue ssi excl[s:s+l].any()) — 0 position exclue sur toutes les fenêtres du banc.
+Preuve indépendante : spira_v3verify/verify_corpus_v3.json (0 64-gramme confirmé, copie masks/).
+Audit seen (comme checker/recount/cova_seen_0520/diag.py) : trained_frac = part des positions in-vocab dont le patch d'entrée est dans une tranche SNN ;
+< 0,99 → écart NON COMPARABLE. Écart = seen − moyenne des 5 fenêtres fraîches ; IC95 bootstrap par blocs de 512 o (blocs = tgt_start // 512 dans la
+fenêtre, rééchantillonnés indépendamment par fenêtre, acc = Σhits/Σn), B = 10 000, seed 0 (un générateur default_rng(0) par écart, fenêtres dans l'ordre).
+Pas de McNemar (aucune référence corpus_v3 au banc v4.1 dans ce dossier) : chiffres absolus. Résultat = RÉFÉRENCE généralisation (corpus_v3 propre).
+Usage : report_covb.py TAG CKPT    |  report_covb.py --dry-cova (test : hits cov a de Checker, seen par défaut non entraîné, attendu trained_frac 0)."""
+import os, sys, json, math, time, resource, hashlib
+D = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, D); sys.path.insert(0, "/workspace/SPIRA/python")
+import numpy as np
+S = "/workspace/spira_shared"; TRAIN = os.environ.get("TRAIN_BIN", f"{S}/corpus_v3/train.bin"); CHV4 = f"{S}/checker/scale/hits_v4"; CHRES = f"{S}/checker/scale/results_v4.jsonl"
+FRESH = ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3"]; SEP = ["queries"]
+MK = np.load(f"{D}/masks/corpus_v3_full_0450.npz"); MH = None  # Checker : 64-grammes du train corpus_v3 COMPLET (sha aabd912d…)
+assert str(MK["train_sha256"]) == "aabd912d1bce05d84122039e4f7e059f7bbb6bd6b448367b91bbf1e9fa75249c"
+B_BOOT, BLK, SEED = 10_000, 512, 0
+def now(): return time.strftime("%Y-%m-%d %H:%M:%S %Z")
+def bad_ck(z, w):
+    assert str(MK[f"sha__bench_{w}"]) == str(z["window_sha256"]), f"masque Checker/fenêtre {w} : sha différent"
+    E = MK[f"bench_{w}__excl"]; return np.array([E[int(s):int(s) + int(l)].any() for s, l in zip(z["tgt_start"], z["tgt_len"])], bool)
+def bad_hs(z):
+    assert str(MH["sha__test20k"]) == str(z["window_sha256"]); C = MH["broad_local_v1__covered"] | MH["old_local_v1__covered"]
+    return np.array([C[max(0, int(s) - 64):int(s) + int(l)].any() for s, l in zip(z["tgt_start"], z["tgt_len"])], bool)
+def keep_of(z, w, mask="checker"):
+    iv = z["invocab"].astype(bool)
+    if w.startswith("seen"): return iv, 0
+    b = bad_ck(z, w) if mask == "checker" else bad_hs(z); return iv & ~b, int(b.sum())
+def acc(z, k): return 100 * float(z["fused_hit"][k].mean()) if k.any() else float("nan")
+def blocks(z, k):
+    bid = (z["tgt_start"].astype(np.int64) // BLK)[k]; h = z["fused_hit"].astype(np.int64)[k]; u, inv = np.unique(bid, return_inverse=True)
+    return np.bincount(inv, weights=h, minlength=len(u)), np.bincount(inv, minlength=len(u)).astype(float)
+def boot_gap(seen, fresh):
+    """seen, fresh = (hits_par_bloc, n_par_bloc) ; retourne gap ponctuel, IC95, accs bootstrap."""
+    rng = np.random.default_rng(SEED); out = []
+    for h, n in [seen] + fresh:
+        idx = rng.integers(0, len(n), (B_BOOT, len(n))); out.append(100 * h[idx].sum(1) / n[idx].sum(1))
+    g = out[0] - np.mean(out[1:], axis=0); pt = 100 * seen[0].sum() / seen[1].sum() - np.mean([100 * h.sum() / n.sum() for h, n in fresh])
+    lo, hi = np.percentile(g, [2.5, 97.5]); return float(pt), [float(lo), float(hi)], [list(map(float, np.percentile(o, [2.5, 97.5]))) for o in out]
+def binp(b, c):
+    n = b + c; return 1.0 if n == 0 else min(1.0, 2 * sum(math.comb(n, i) for i in range(min(b, c) + 1)) / 2 ** n)
+def mcnemar(A, B, w):
+    assert str(A["window_sha256"]) == str(B["window_sha256"]), "octets différents"
+    ka, _ = keep_of(A, w); kb, _ = keep_of(B, w)  # keep = invocab & propre ; hit = fused & invocab (verdict_v41)
+    ba = bad_ck(A, w); bb = bad_ck(B, w)
+    da = {(int(s), int(l)): bool(h) for s, l, h, x in zip(A["tgt_start"], A["tgt_len"], A["fused_hit"] & A["invocab"], ba) if not x}
+    db = {(int(s), int(l)): bool(h) for s, l, h, x in zip(B["tgt_start"], B["tgt_len"], B["fused_hit"] & B["invocab"], bb) if not x}
+    com = set(da) & set(db); a1 = sum(da[k] and not db[k] for k in com); b1 = sum(db[k] and not da[k] for k in com); p = binp(a1, b1)
+    return {"common_spans": len(com), "cova_only": int(a1), "covb_only": int(b1), "p_exact": p, "sig": bool(p < 0.05),
+            "sens": "cov b" if b1 > a1 else ("cov a" if a1 > b1 else "="), "acc_cova": acc(A, ka), "acc_covb": acc(B, kb)}
+def ept_of(ck):
+    from spira.ept import EPT
+    z = np.load(ck); e = EPT(budget_bits=16.0); e.log2p = z["log2p"].astype(np.float32); p = z["ept_params"]
+    e.budget_bits, e.min_len, e.max_len, e.alpha = float(p[0]), int(p[1]), int(p[2]), float(p[3]); return e
+_BCACHE = {}
+def audit(ck, cj, z, w0):
+    """== diag.py : tp = patch contenant le 1er octet de la cible (w0 + tgt_start), ctx = tp − 1 ; SNN : ctx dans une tranche ; AM : tp dans une tranche."""
+    from lowmem_bg1c import boundaries_chunked
+    e = ept_of(ck); key = hashlib.sha256(np.ascontiguousarray(e.log2p).tobytes() + repr((e.budget_bits, e.min_len, e.max_len, e.alpha)).encode()).hexdigest()
+    if key not in _BCACHE:
+        u8 = np.frombuffer(open(TRAIN, "rb").read(), np.uint8); _BCACHE[key] = boundaries_chunked(e, u8).astype(np.int64); del u8
+    b = _BCACHE[key]; ts = z["tgt_start"].astype(np.int64) + int(w0); tp = np.searchsorted(b, ts, side="right") - 1; ctx = tp - 1
+    def inside(idx, sl):
+        r = np.zeros(len(idx), bool)
+        for s, e_ in sl: r |= (idx >= s) & (idx < e_)
+        return r
+    snn, am = [tuple(x) for x in cj["snn_slices"]], [tuple(x) for x in cj["am_slices"]]; iv = z["invocab"].astype(bool)
+    ins, ina = inside(ctx, snn) & iv, inside(tp, am) & iv; n = int(iv.sum())
+    return {"invocab_n": n, "boundary_sync_frac": round(float(np.mean(b[tp] == ts)), 4), "eval_patch_range": [int(tp[0]), int(tp[-1])],
+            "snn_trained_invocab_n": int(ins.sum()), "trained_frac": round(float(ins.sum()) / max(n, 1), 4),
+            "am_trained_invocab_n": int(ina.sum()), "am_frac": round(float(ina.sum()) / max(n, 1), 4), "both_frac": round(float((ins & ina).sum()) / max(n, 1), 4),
+            "acc_snn_trained": acc(z, ins) if ins.any() else None, "acc_snn_only_trained": acc(z, ins & ~ina) if (ins & ~ina).any() else None}
+def run(tag, ck, cj, hits, seens, outbase, cova=None):
+    t0 = time.time(); R = {"tag": tag, "ckpt": ck, "generated": now(), "status": "RÉFÉRENCE généralisation (corpus_v3 : 0 position couverte sur toutes les fenêtres, masque Checker corpus_v3_full_0450 + verify_corpus_v3.json)",
+         "metric": "fused_hit & invocab (banc v4.1)", "bench": "copie locale du banc v4.1 Checker (eval_bench_v4.py .bak_0518 corrigé, seen = tranche SNN 32)",
+         "test20k_mask_principal": "checker/scale/clean_masks/corpus_v3_full_0450.npz (copie masks/), appliqué à toutes les fenêtres fraîches",
+         "test20k_mask_secondaire": "aucun (preuve indépendante : spira_v3verify/verify_corpus_v3.json, copie masks/)", "neither_code": "exclu (contaminé), non évalué",
+         "bootstrap": {"block_bytes": BLK, "B": B_BOOT, "seed": SEED, "unit": "blocs tgt_start//512 par fenêtre, rééchantillonnés indépendamment ; acc = Σhits/Σn"}}
+    W = {w: dict(np.load(p)) for w, p in hits.items() if os.path.exists(p)}; R["windows_missing"] = [w for w in hits if w not in W]
+    A = {}
+    for w in FRESH + SEP:
+        if w not in W: continue
+        k, nb = keep_of(W[w], w); A[w] = {"acc_invocab_pct": acc(W[w], k), "n_kept": int(k.sum()), "n_positions": len(k), "positions_excluded_mask": nb}
+    R["fresh"] = A; R["queries_a_part"] = A.get("queries")
+    have = all(w in W for w in FRESH); R["fresh_mean_propre"] = float(np.mean([A[w]["acc_invocab_pct"] for w in FRESH])) if have else None
+    R["seen"] = {}
+    for sname, w0, label in seens:
+        if sname not in W: R["seen"][sname] = {"status": "ABSENT (hits manquants)", "def": label}; continue
+        z = W[sname]; k, _ = keep_of(z, sname); au = audit(ck, cj, z, w0); ok = au["trained_frac"] >= 0.99
+        e = {"def": label, "window_byte_start": int(w0), "acc_invocab_pct": acc(z, k), "snn_invocab_pct": 100 * float(z["snn_hit"][k].mean()), "n_invocab": int(k.sum()), "audit": au, "trained_ok": ok}
+        if ok and have:
+            pt, ci, pw = boot_gap(blocks(z, k), [blocks(W[w], keep_of(W[w], w)[0]) for w in FRESH])
+            e.update({"gap_pts": pt, "gap_ci95": ci, "gap_status": "CALCULÉ (INDICATIF)", "acc_ci95_bootstrap": dict(zip([sname] + FRESH, pw))})
+        else: e.update({"gap_pts": None, "gap_status": "NON COMPARABLE (trained_frac < 0,99)" if not ok else "NON CALCULABLE (fenêtre fraîche manquante)"})
+        R["seen"][sname] = e
+    if cova:
+        R["vs_cova"] = cova(W, ck)
+    R["peak_rss_mb"] = resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1024; R["wall_s"] = round(time.time() - t0, 1)
+    json.dump(R, open(outbase + ".json", "w"), indent=1, ensure_ascii=False); open(outbase + ".md", "w").write(md(R)); print(md(R)); return R
+def f2(x): return "—" if x is None or (isinstance(x, float) and math.isnan(x)) else f"{x:.2f}"
+def md(R):
+    L = [f"# cov b corpus_v3 — banc v4.1 (copie Hashing) — {R['tag']} — {R['generated']}", "", f"**{R['status']}**", "",
+         f"Métrique : {R['metric']}. Banc : {R['bench']}. Masque test20k principal : {R['test20k_mask_principal']} ; secondaire : {R['test20k_mask_secondaire']}. neither_code : {R['neither_code']}.", ""]
+    if R["windows_missing"]: L += [f"⚠ fenêtres manquantes : {', '.join(R['windows_missing'])}", ""]
+    L += ["| fenêtre | acc invocab % | n gardées | positions exclues (masque) |", "|---|---|---|---|"]
+    for w, a in R["fresh"].items():
+        L.append(f"| {w}{' (à part)' if w in SEP else ''} | {f2(a['acc_invocab_pct'])} | {a['n_kept']} | {a['positions_excluded_mask']} |")
+    L += ["", f"Moyenne fraîche propre (fc2, fresh_en, fresh_fr, test20k propre, test_v3) : **{f2(R['fresh_mean_propre'])}**", ""]
+    L += ["| seen | définition | acc invocab % | SNN seul % | trained_frac (SNN) | part AM | écart seen − frais (pts) | IC95 bootstrap | statut |", "|---|---|---|---|---|---|---|---|---|"]
+    for s, e in R["seen"].items():
+        if "audit" not in e: L.append(f"| {s} | {e['def']} | — | — | — | — | — | — | {e['status']} |"); continue
+        au = e["audit"]; ci = e.get("gap_ci95")
+        L.append(f"| {s} | {e['def']} | {f2(e['acc_invocab_pct'])} | {f2(e['snn_invocab_pct'])} | {au['trained_frac']:.4f} ({au['snn_trained_invocab_n']}/{au['invocab_n']}) | {au['am_frac']:.4f} | {f2(e.get('gap_pts'))} | {('[' + f2(ci[0]) + ' ; ' + f2(ci[1]) + ']') if ci else '—'} | {e['gap_status']} |")
+    v = R.get("vs_cova")
+    if v:
+        L += ["", f"## Contre cov a — {v['status']}", ""]
+        if v.get("mcnemar"):
+            L += ["| fenêtre | acc cov a | acc cov b | spans communs | cov a seul | cov b seul | p McNemar exact | sens |", "|---|---|---|---|---|---|---|---|"]
+            for w, r in v["mcnemar"].items(): L.append(f"| {w} | {f2(r['acc_cova'])} | {f2(r['acc_covb'])} | {r['common_spans']} | {r['cova_only']} | {r['covb_only']} | {r['p_exact']:.3g}{' *' if r['sig'] else ''} | {r['sens']} |")
+            L += ["", "seen : pas de McNemar (octets différents : tranche 32 de cov a ≠ tranche 32 de cov b)."]
+            if v.get("cova_seen32"): c = v["cova_seen32"]; L += [f"cov a seen32 (Checker) : acc {f2(c.get('acc_invocab_pct'))} %, trained_frac {c.get('audit', {}).get('trained_frac')}, écart {f2(c.get('gap_pts'))} {c.get('gap_ci95')} ({c.get('gap_status')})."]
+    L += ["", f"pic RSS rapport {R['peak_rss_mb']:.0f} Mo ; {R['wall_s']} s. — SPIRA Hashing", ""]
+    return "\n".join(L)
+def cova_cmp_factory():
+    """Comparaison cov a : SEULEMENT si la ligne seen corrigée (tag broad_cova_seen32) existe dans results_v4.jsonl ET ses hits."""
+    def f(W, ck_b):
+        rows = [json.loads(l) for l in open(CHRES) if l.strip()] if os.path.exists(CHRES) else []
+        row = next((r for r in reversed(rows) if r.get("tag") == "broad_cova_seen32" and r.get("window") == "seen"), None); hp = f"{CHV4}/broad_cova_seen32__seen.npz"
+        if row is None or not os.path.exists(hp): return {"status": "pas de ligne cov a seen corrigée (broad_cova_seen32) : chiffres absolus seulement, pas de McNemar"}
+        out = {"status": "ligne cov a seen corrigée présente → McNemar sur les fenêtres fraîches + queries", "cova_row": row, "mcnemar": {}}
+        for w in FRESH + SEP:
+            pa = f"{CHV4}/broad_cova__{w}.npz"
+            if w in W and os.path.exists(pa): out["mcnemar"][w] = mcnemar(dict(np.load(pa)), W[w], w)
+        cka = f"{S}/spira_cov/cm_broad_cov_a.npz"; cja = json.load(open(cka + ".cov.json")); z = dict(np.load(hp))
+        m = __import__("re").search(r"train\[(\d+):(\d+)\]", row.get("seen_def", "")); 
+        if m:
+            k, _ = keep_of(z, "seen"); au = audit(cka, cja, z, int(m.group(1))); e = {"acc_invocab_pct": acc(z, k), "audit": au, "seen_def": row["seen_def"]}
+            FA = {w: dict(np.load(f"{CHV4}/broad_cova__{w}.npz")) for w in FRESH}
+            if au["trained_frac"] >= 0.99:
+                pt, ci, _ = boot_gap(blocks(z, k), [blocks(FA[w], keep_of(FA[w], w)[0]) for w in FRESH]); e.update({"gap_pts": pt, "gap_ci95": ci, "gap_status": "CALCULÉ (INDICATIF)"})
+            else: e.update({"gap_pts": None, "gap_status": "NON COMPARABLE (trained_frac < 0,99)"})
+            out["cova_seen32"] = e
+        return out
+    return f
+
+# ---- Hashing 24 oct. ~09 h 39 (Toronto) : verdict PRINCIPAL = v4.2 apparié (copie octet-identique de checker/scale/verdict_v42.py via verdict_covb_v42.py).
+# Le tableau v4.1 ci-dessus (taux non appariés, écart seen − frais) devient SECONDAIRE : « v4.1 non apparié — ne pas citer ».
+V42_REFS = ["old_ref", "old_ref:__v2b:m9g_hit", "m8_v3", "m8_broad14"]; V42_PRIMARY = "old_ref"
+def finalize(tag, R, outbase):
+    import importlib.util, traceback
+    os.rename(outbase + ".md", outbase + "_v41_non_apparie.md"); os.rename(outbase + ".json", outbase + "_v41_non_apparie.json")
+    try:
+        spec = importlib.util.spec_from_file_location("vcv42", f"{D}/verdict_covb_v42.py"); V = importlib.util.module_from_spec(spec); spec.loader.exec_module(V)
+        out = f"{D}/v42_{tag}"; os.makedirs(out, exist_ok=True); S = V.main(tag, f"{D}/hits", out, V42_REFS)
+        json.dump(S, open(f"{out}/v42_{tag}.json", "w"), indent=1, ensure_ascii=False); tab = V.md(S, V42_PRIMARY)
+    except Exception:
+        S = {"status": "ÉCHEC v4.2 : " + traceback.format_exc()[-600:]}; tab = "⚠ " + S["status"]
+    sn = R["seen"].get("seen_snn", {}); au = sn.get("audit") or {}
+    if sn.get("trained_ok"): seen_line = f"seen_snn (RÉFÉRENCE seen) : acc invocab {f2(sn['acc_invocab_pct'])} % (SNN seul {f2(sn['snn_invocab_pct'])} %), trained_frac {au['trained_frac']:.4f} ({au['snn_trained_invocab_n']}/{au['invocab_n']}) ≥ 0,99 ; {sn['def']}. seen non apparié (octets propres à chaque corpus)."
+    else: seen_line = f"seen_snn : NON COMPARABLE ({sn.get('status') or ('trained_frac ' + str(au.get('trained_frac')) + ' < 0,99')})."
+    pr = (S.get("refs") or {}).get(V42_PRIMARY, {})
+    # --- 09 h 58 (Toronto), réserves Checker 09 h 45 ---
+    # (1) Règle patron « meilleur sur seen ET frais », énoncée À PART de la règle Checker v4.2 (fraîches seulement). Le seen n'est PAS apparié :
+    #     seen_snn cov b (tranche SNN 32 de son train) contre seen banc v4 de la référence (results_v4.jsonl, train[2,6 M:2,8 M] de SON corpus) =
+    #     octets et segmentations différents → comparaison INDICATIVE. Frais = décision v4.2 appariée (RETENU).
+    seen_ref = {}
+    try:
+        for l in open(CHRES):
+            if l.strip():
+                r = json.loads(l)
+                if r.get("window") == "seen": seen_ref[r["tag"]] = r.get("fused_invocab_pct")
+        aud = json.load(open(os.path.join(os.path.dirname(CHRES), "seen_audit_v4.json"))).get("tags", {})
+    except Exception as e: aud = {}; print("règle patron : lecture seen réf impossible", e)
+    patron = {}
+    for rn, rr in (S.get("refs") or {}).items():
+        if rr.get("status") != "OK": patron[rn] = {"patron": "INDISPONIBLE (" + str(rr.get("status")) + ")"}; continue
+        base = rr.get("base", rn.split(":")[0]); sr = seen_ref.get(base) if not rr.get("suffix") else None
+        fr = rr.get("decision") == "RETENU"; ra = aud.get(base, {}).get("trained_frac")
+        if not sn.get("trained_ok"): v = "NON ÉVALUABLE (seen_snn cov b non comparable)"; sb = None
+        elif ra is not None and ra < 0.99: v = f"NON ÉVALUABLE (seen de la référence non entraîné : trained_frac {ra})"; sb = None
+        elif sr is None: v = "NON ÉVALUABLE (seen de la référence non mesuré" + (" pour la variante " + rr["suffix"] if rr.get("suffix") else "") + ")"; sb = None
+        else:
+            sb = sn["acc_invocab_pct"] > sr
+            v = ("MEILLEUR sur seen ET frais" if (sb and fr) else "NON") + f" (seen {'>' if sb else '≤'} réf, indicatif non apparié ; frais v4.2 {rr.get('decision')})"
+        patron[rn] = {"patron": v, "seen_covb_snn_pct": sn.get("acc_invocab_pct"), "seen_ref_bench_v4_pct": sr, "seen_ref_trained_frac": ra,
+                      "seen_better_unpaired": sb, "fresh_v42_retenu": fr}
+    pl = ["## Règle patron « meilleur sur seen ET frais » (distincte de la décision Checker v4.2)", "",
+          "Seen NON APPARIÉ : seen_snn de cov b (tranche SNN de son train) contre seen banc v4 de la référence (results_v4.jsonl ; autres octets, autre segmentation) → indicatif seulement. Frais = décision v4.2 appariée.", "",
+          "| référence | seen cov b (seen_snn) % | seen réf (banc v4) % | trained_frac seen réf | frais v4.2 | règle patron |", "|---|---|---|---|---|---|"]
+    for rn, q in patron.items():
+        pl.append(f"| {rn} | {f2(q.get('seen_covb_snn_pct'))} | {f2(q.get('seen_ref_bench_v4_pct'))} | {q.get('seen_ref_trained_frac') if q.get('seen_ref_trained_frac') is not None else 'non audité'} | {'RETENU' if q.get('fresh_v42_retenu') else ('—' if 'fresh_v42_retenu' not in q else 'NON RETENU')} | {q['patron']} |")
+    pl.append("")
+    # (2) Décision INDISPONIBLE : gate_covb écrirait « DONE » (STATUS écrasé après le rapport). On écrit donc un marqueur V42_INDISPONIBLE_<tag>.txt
+    #     et finalize() renvoie False → sortie 8 → la porte écrit « FAIL_REPORT rc=8 » au lieu de DONE. Le .md/.json restent écrits.
+    mk = f"{D}/V42_INDISPONIBLE_{tag}.txt"
+    if os.path.exists(mk): os.rename(mk, mk + ".ancien")
+    unavailable = pr.get("status") != "OK" or pr.get("decision") is None
+    if unavailable:
+        open(mk, "w").write(f"{R.get('generated')} — {tag} : décision principale v4.2 INDISPONIBLE contre {V42_PRIMARY} : {pr.get('status') or S.get('status') or 'référence principale absente du résumé v4.2'}\n"
+                            "Ne pas poster de verdict. report_covb.py sort avec le code 8 (porte → FAIL_REPORT rc=8).\n")
+    head = [f"# Verdict PRINCIPAL v4.2 (apparié, segmentation commune figée) — {tag} — {R['generated']}", "",
+            f"**Décision principale (contre {V42_PRIMARY}, règle Checker v4.2) : {pr.get('decision', 'INDISPONIBLE — ' + str(pr.get('status') or S.get('status')))}**", "",
+            seen_line, "", *pl, "Méthode : checker/scale/verdict_v42.py (copie v42/, sha256 a055feaa…) — unités = segments entre frontières de patch communes aux deux bras, gardées ssi in-vocab dans les DEUX bras et aucun octet exclu (masque propre union), taux APPARIÉS + McNemar exact ; bootstrap indicatif. Références = hits Checker hits_v4 (copies figées dans v42_" + tag + "/hits/, sha256 dans v42_" + tag + ".json).", "", tab, "",
+            "## v4.1 non apparié — ne pas citer", "", "(taux par bras sur des segmentations différentes ; conservé pour traçabilité seulement)", ""]
+    v41 = open(outbase + "_v41_non_apparie.md").read()
+    open(outbase + ".md", "w").write("\n".join(head) + v41)
+    json.dump({"tag": tag, "primary": "v4.2 apparié", "decision_principale": pr.get("decision"), "reference_principale": V42_PRIMARY, "seen_reference": {"window": "seen_snn", **sn}, "regle_patron_seen_et_frais": patron, "v42_indisponible": unavailable,
+               "v42": S, "v41_non_apparie_ne_pas_citer": R}, open(outbase + ".json", "w"), indent=1, ensure_ascii=False)
+    print("\n".join(head[:8]))
+    if unavailable: print("V42 INDISPONIBLE → marqueur", mk, "; sortie 8")
+    return not unavailable
+if __name__ == "__main__":
+    if sys.argv[1] == "--dry-cova":
+        TRAIN = f"{S}/broad/broad_local_v1/train.bin"; ck = f"{S}/spira_cov/cm_broad_cov_a.npz"; cj = json.load(open(ck + ".cov.json")); os.makedirs(f"{D}/smoke", exist_ok=True)
+        hits = {w: f"{CHV4}/broad_cova__{w}.npz" for w in ["seen"] + FRESH + SEP}
+        run("DRY_cova_hits_checker", ck, cj, hits, [("seen", 2_600_000, "train[2600000:2800000] (seen par défaut, cov a : attendu NON ENTRAÎNÉ)")], f"{D}/smoke/dry_cova", cova=None)
+    else:
+        tag, ck = sys.argv[1:3]; cj = json.load(open(ck + ".cov.json")); sd = json.load(open(f"{D}/seen_def_{tag}.json"))
+        seens = [("seen_snn", sd["seen_snn"]["bytes"][0], "SNN seul : " + sd["seen_snn"]["def"])] if sd.get("seen_snn") else []
+        seens += [("seen", sd["bench_seen"]["bytes"][0], "banc v4 : " + sd["seen_def"])]
+        hits = {w: f"{D}/hits/{tag}__{w}.npz" for w in [s for s, _, _ in seens] + FRESH + SEP}
+        R = run(tag, ck, cj, hits, seens, f"{D}/verdict_{tag}", cova=None)  # 24 oct. ~09 h 39 : McNemar cov a v4.1 (FAIL v4.2) retiré ; cov a passe par v4.2 (broad_cova)
+        if not finalize(tag, R, f"{D}/verdict_{tag}"): sys.exit(8)  # 09 h 58 : décision v4.2 INDISPONIBLE → porte FAIL_REPORT rc=8 (pas DONE)
diff --git a/results/hashing/covb_v3_eval/smoke/dry_cova.json b/results/hashing/covb_v3_eval/smoke/dry_cova.json
new file mode 100644
index 0000000000000000000000000000000000000000..b006805548ffc2e10440f3ce93618e009bc79a14
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/dry_cova.json
@@ -0,0 +1,92 @@
+{
+ "tag": "DRY_cova_hits_checker",
+ "ckpt": "/workspace/spira_shared/spira_cov/cm_broad_cov_a.npz",
+ "generated": "2026-10-24 08:19:47 EDT",
+ "status": "RÉFÉRENCE généralisation (corpus_v3 : 0 position couverte sur toutes les fenêtres, masque Checker corpus_v3_full_0450 + verify_corpus_v3.json)",
+ "metric": "fused_hit & invocab (banc v4.1)",
+ "bench": "copie locale du banc v4.1 Checker (eval_bench_v4.py .bak_0518 corrigé, seen = tranche SNN 32)",
+ "test20k_mask_principal": "checker/scale/clean_masks/corpus_v3_full_0450.npz (copie masks/), appliqué à toutes les fenêtres fraîches",
+ "test20k_mask_secondaire": "aucun (preuve indépendante : spira_v3verify/verify_corpus_v3.json, copie masks/)",
+ "neither_code": "exclu (contaminé), non évalué",
+ "bootstrap": {
+  "block_bytes": 512,
+  "B": 10000,
+  "seed": 0,
+  "unit": "blocs tgt_start//512 par fenêtre, rééchantillonnés indépendamment ; acc = Σhits/Σn"
+ },
+ "windows_missing": [],
+ "fresh": {
+  "fc2": {
+   "acc_invocab_pct": 21.207201889020073,
+   "n_kept": 6776,
+   "n_positions": 8000,
+   "positions_excluded_mask": 0
+  },
+  "fresh_en": {
+   "acc_invocab_pct": 5.089958480701215,
+   "n_kept": 6503,
+   "n_positions": 8000,
+   "positions_excluded_mask": 0
+  },
+  "fresh_fr": {
+   "acc_invocab_pct": 4.191238416175231,
+   "n_kept": 4748,
+   "n_positions": 8000,
+   "positions_excluded_mask": 0
+  },
+  "test20k": {
+   "acc_invocab_pct": 7.098134423715818,
+   "n_kept": 15652,
+   "n_positions": 20000,
+   "positions_excluded_mask": 0
+  },
+  "test_v3": {
+   "acc_invocab_pct": 8.78968253968254,
+   "n_kept": 15120,
+   "n_positions": 20000,
+   "positions_excluded_mask": 0
+  },
+  "queries": {
+   "acc_invocab_pct": 3.11340206185567,
+   "n_kept": 4850,
+   "n_positions": 7750,
+   "positions_excluded_mask": 0
+  }
+ },
+ "queries_a_part": {
+  "acc_invocab_pct": 3.11340206185567,
+  "n_kept": 4850,
+  "n_positions": 7750,
+  "positions_excluded_mask": 0
+ },
+ "fresh_mean_propre": 9.275243149858976,
+ "seen": {
+  "seen": {
+   "def": "train[2600000:2800000] (seen par défaut, cov a : attendu NON ENTRAÎNÉ)",
+   "window_byte_start": 2600000,
+   "acc_invocab_pct": 10.37249283667622,
+   "snn_invocab_pct": 5.759312320916905,
+   "n_invocab": 6980,
+   "audit": {
+    "invocab_n": 6980,
+    "boundary_sync_frac": 0.2306,
+    "eval_patch_range": [
+     576926,
+     584906
+    ],
+    "snn_trained_invocab_n": 0,
+    "trained_frac": 0.0,
+    "am_trained_invocab_n": 0,
+    "am_frac": 0.0,
+    "both_frac": 0.0,
+    "acc_snn_trained": null,
+    "acc_snn_only_trained": null
+   },
+   "trained_ok": false,
+   "gap_pts": null,
+   "gap_status": "NON COMPARABLE (trained_frac < 0,99)"
+  }
+ },
+ "peak_rss_mb": 544.55078125,
+ "wall_s": 37.0
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/dry_cova.md b/results/hashing/covb_v3_eval/smoke/dry_cova.md
new file mode 100644
index 0000000000000000000000000000000000000000..697eaeacdd92ed8425629b8ff39d358b4f3d1498
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/dry_cova.md
@@ -0,0 +1,22 @@
+# cov b broad — banc v4.1 (copie Hashing) — DRY_cova_hits_checker — 2026-10-24 08:19:47 EDT
+
+**RÉFÉRENCE généralisation (corpus_v3 : 0 position couverte sur toutes les fenêtres, masque Checker corpus_v3_full_0450 + verify_corpus_v3.json)**
+
+Métrique : fused_hit & invocab (banc v4.1). Banc : copie locale du banc v4.1 Checker (eval_bench_v4.py .bak_0518 corrigé, seen = tranche SNN 32). Masque test20k principal : checker/scale/clean_masks/corpus_v3_full_0450.npz (copie masks/), appliqué à toutes les fenêtres fraîches ; secondaire : aucun (preuve indépendante : spira_v3verify/verify_corpus_v3.json, copie masks/). neither_code : exclu (contaminé), non évalué.
+
+| fenêtre | acc invocab % | n gardées | positions exclues (masque) |
+|---|---|---|---|
+| fc2 | 21.21 | 6776 | 0 |
+| fresh_en | 5.09 | 6503 | 0 |
+| fresh_fr | 4.19 | 4748 | 0 |
+| test20k | 7.10 | 15652 | 0 |
+| test_v3 | 8.79 | 15120 | 0 |
+| queries (à part) | 3.11 | 4850 | 0 |
+
+Moyenne fraîche propre (fc2, fresh_en, fresh_fr, test20k propre, test_v3) : **9.28**
+
+| seen | définition | acc invocab % | SNN seul % | trained_frac (SNN) | part AM | écart seen − frais (pts) | IC95 bootstrap | statut |
+|---|---|---|---|---|---|---|---|---|
+| seen | train[2600000:2800000] (seen par défaut, cov a : attendu NON ENTRAÎNÉ) | 10.37 | 5.76 | 0.0000 (0/6980) | 0.0000 | — | — | NON COMPARABLE (trained_frac < 0,99) |
+
+pic RSS rapport 545 Mo ; 37.0 s. — SPIRA Hashing
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/V42_INDISPONIBLE_m8_v3.txt b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/V42_INDISPONIBLE_m8_v3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0aad70aad475ed6dda18aa29db05d5bf264d2856
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/V42_INDISPONIBLE_m8_v3.txt
@@ -0,0 +1,2 @@
+SMOKE — m8_v3 : décision principale v4.2 INDISPONIBLE contre ref_inexistante : référence principale absente du résumé v4.2
+Ne pas poster de verdict. report_covb.py sort avec le code 8 (porte → FAIL_REPORT rc=8).
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/v42_m8_v3.json b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/v42_m8_v3.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec467674e4969f89d98a8f97170123e5aa9549ce
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/v42_m8_v3.json
@@ -0,0 +1,733 @@
+{
+ "tag": "m8_v3",
+ "method": "v4.2 Checker (copie octet-identique, sha a055feaa96f5f134…)",
+ "copied_hits_sha256": {
+  "m8_v3__fc2": "73ae2c7ad92040675930233832826a1e60993344177912cbd0551dff20edba1a",
+  "m8_v3__fresh_en": "34fce28aec581c8c4cb78117d8370690587ee25b29ec4e96db4f664084487487",
+  "m8_v3__fresh_fr": "351eedbdb519ef3dca10f71fc443f3b4401d33e228997ba4870ad48873c70564",
+  "m8_v3__test20k": "864143ca27f779decccaf45b5df1fadefa9862fb6e62aa6efbb95e532bc7db40",
+  "m8_v3__test_v3": "2f90cc467ecbe808aa56da20ea301c6c75c28ffd4c3c745fef04b7d80c2bfd61",
+  "m8_v3__queries": "55d944b6d5286059c2901a241dbaf559a68abf0d5ddc136927fc301a1eafca18",
+  "old_ref__fc2": "403b919e97adfddcef64e70f468eeb7dc5193293144c4d783740e2dc134c2138",
+  "old_ref__fresh_en": "55328c1e6925c8142f68859ac4a8f4dd1e6b3ec159e6663f2aa3dd38ca3f73a4",
+  "old_ref__fresh_fr": "a387ac0eda8b4c080e9549c35482ba170bd0d0d95d51f2e958e7383c1f739132",
+  "old_ref__test20k": "96db298b59b358ceca9ce0e8bb2db180d04cce05fbd5fc7fe0b1d53ae2c67329",
+  "old_ref__test_v3": "2a86f2fdbe86b0199846c033da843d8120d7f4561b4875901e5ee31bcfc60aa3",
+  "old_ref__queries": "6bacb4465f047af8bbed7e29d46ca4c70bd87a47c9f7671405ab6bf6afdefa18",
+  "old_ref__fc2__v2b": "64070eee7f33236529b311112646e9723d48d4a047085ee9e3bb8d8cccc108f5",
+  "old_ref__fresh_en__v2b": "492badbd7acafdcef02abaab6783d02ac029b37058230a41924ecb42eac5074a",
+  "old_ref__fresh_fr__v2b": "0ca1c48effe00e0fd4ccaaf9117ebf262ded65c7371123f9ca7681bdc12d3fde",
+  "old_ref__test20k__v2b": "6d80614406e9d1b0e0212ce12526eafe7eedbe7d9a6b3f32ceb53feb3f00d94b",
+  "old_ref__test_v3__v2b": "c61a1665e22b68ac88dcc344a5879355f375caca065f0ae602728a27c4e618e0",
+  "old_ref__queries__v2b": "a21570886aabd9baa519bfed36c762b73f835b1c778dd14bca8c1ef1645abeba",
+  "m8_broad14__fc2": "75006dc065c0d44da6d1f65e81c7eaebfac357f1df48b84783d2c028d67f3a21",
+  "m8_broad14__fresh_en": "f4ed7033822b92e0538af7b2fb24c304faf632c83f3168b91cb054ebb482e941",
+  "m8_broad14__fresh_fr": "54a5a636c70c2a4b7580e74ff6c7e3e0094d34da857456d8155136f39e5bf616",
+  "m8_broad14__test20k": "5775269a3844a6102ec831521126de316ba8db19cd47a4afb929e3d84e2f6611",
+  "m8_broad14__test_v3": "9237d7d8f5385fe4a33e4fa4d87437326c924588511caa9d22bc396831afe4e6",
+  "m8_broad14__queries": "37538b014fc2f2fcab49667892d899d29e76f3e50a43ef532186ae6d92523790"
+ },
+ "refs": {
+  "old_ref": {
+   "base": "old_ref",
+   "suffix": "",
+   "key": "fused_hit",
+   "status": "OK",
+   "decision": "NON RETENU",
+   "losses": [
+    "fc2"
+   ],
+   "gains_fresh": [],
+   "masks": [
+    "corpus_v3_full_0450.npz"
+   ],
+   "json": "v42_m8_v3/verdicts/m8_v3__vs_old_ref.json",
+   "md": "v42_m8_v3/verdicts/m8_v3__vs_old_ref.md",
+   "windows": {
+    "fc2": {
+     "units": 502,
+     "n_units_all": 1949,
+     "n_units_kept": 502,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      26320
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fc2.npz",
+     "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+     "ref_hits": 62,
+     "cand_hits": 16,
+     "paired_rate_ref_pct": 12.350597609561753,
+     "paired_rate_cand_pct": 3.187250996015936,
+     "ref_only": 47,
+     "cand_only": 1,
+     "p_mcnemar_exact": 3.481659405224491e-13,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -10.267857142857142,
+      -12.723214285714285,
+      -7.5892857142857135
+     ]
+    },
+    "fresh_en": {
+     "units": 975,
+     "n_units_all": 2317,
+     "n_units_kept": 975,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      32915
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_en.npz",
+     "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+     "ref_hits": 22,
+     "cand_hits": 32,
+     "paired_rate_ref_pct": 2.2564102564102564,
+     "paired_rate_cand_pct": 3.282051282051282,
+     "ref_only": 14,
+     "cand_only": 24,
+     "p_mcnemar_exact": 0.14330665429588407,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      1.0416666666666665,
+      0.0,
+      2.083333333333333
+     ]
+    },
+    "fresh_fr": {
+     "units": 865,
+     "n_units_all": 2903,
+     "n_units_kept": 865,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      25684
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_fr.npz",
+     "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+     "ref_hits": 1,
+     "cand_hits": 1,
+     "paired_rate_ref_pct": 0.11560693641618498,
+     "paired_rate_cand_pct": 0.11560693641618498,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    },
+    "test20k": {
+     "units": 2102,
+     "n_units_all": 5505,
+     "n_units_kept": 2102,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      80053
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__test20k.npz",
+     "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+     "ref_hits": 39,
+     "cand_hits": 39,
+     "paired_rate_ref_pct": 1.8553758325404377,
+     "paired_rate_cand_pct": 1.8553758325404377,
+     "ref_only": 29,
+     "cand_only": 29,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      -0.048828125,
+      -0.634765625,
+      0.634765625
+     ]
+    },
+    "test_v3": {
+     "units": 2360,
+     "n_units_all": 6133,
+     "n_units_kept": 2360,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      77095
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__test_v3.npz",
+     "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+     "ref_hits": 65,
+     "cand_hits": 48,
+     "paired_rate_ref_pct": 2.754237288135593,
+     "paired_rate_cand_pct": 2.0338983050847457,
+     "ref_only": 57,
+     "cand_only": 40,
+     "p_mcnemar_exact": 0.10376938287271786,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      -0.7378472222222222,
+      -1.5625,
+      0.0444878472222163
+     ]
+    },
+    "queries": {
+     "units": 749,
+     "n_units_all": 2748,
+     "n_units_kept": 749,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      27800
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__queries.npz",
+     "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+     "ref_hits": 0,
+     "cand_hits": 0,
+     "paired_rate_ref_pct": 0.0,
+     "paired_rate_cand_pct": 0.0,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    }
+   }
+  },
+  "old_ref__v2b": {
+   "base": "old_ref",
+   "suffix": "__v2b",
+   "key": "m9g_hit",
+   "status": "OK",
+   "decision": "NON RETENU",
+   "losses": [
+    "fc2",
+    "fresh_fr"
+   ],
+   "gains_fresh": [],
+   "masks": [
+    "corpus_v3_full_0450.npz"
+   ],
+   "json": "v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json",
+   "md": "v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md",
+   "windows": {
+    "fc2": {
+     "units": 502,
+     "n_units_all": 1949,
+     "n_units_kept": 502,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      26320
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fc2.npz",
+     "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+     "ref_hits": 64,
+     "cand_hits": 16,
+     "paired_rate_ref_pct": 12.749003984063744,
+     "paired_rate_cand_pct": 3.187250996015936,
+     "ref_only": 49,
+     "cand_only": 1,
+     "p_mcnemar_exact": 9.059419880941277e-14,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -10.714285714285714,
+      -14.0625,
+      -7.8125
+     ]
+    },
+    "fresh_en": {
+     "units": 975,
+     "n_units_all": 2317,
+     "n_units_kept": 975,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
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+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json
new file mode 100644
index 0000000000000000000000000000000000000000..91cbc910b9c33e2bb546b7f8f26c15d50184e394
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json
@@ -0,0 +1,181 @@
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+   "cand_only": 79,
+   "p_mcnemar_exact": 0.007519595098399993,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.4510309278350515,
+    0.11275773195876287,
+    0.8054123711340205
+   ]
+  },
+  "fresh_fr": {
+   "units": 4678,
+   "n_units_all": 7972,
+   "n_units_kept": 4678,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_fr.npz",
+   "spans_sha256": "8921db5220dd15e29f1060e7857990274eb5cf2bd938c21621b9eef7f60db767",
+   "ref_hits": 145,
+   "cand_hits": 140,
+   "paired_rate_ref_pct": 3.099615220179564,
+   "paired_rate_cand_pct": 2.992731936725096,
+   "ref_only": 17,
+   "cand_only": 12,
+   "p_mcnemar_exact": 0.45825831964612007,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.10702054794520548,
+    -0.449486301369863,
+    0.19263698630136986
+   ]
+  },
+  "test20k": {
+   "units": 14909,
+   "n_units_all": 19907,
+   "n_units_kept": 14909,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test20k.npz",
+   "spans_sha256": "0e221f38a561b9e079ca5cda306a887f228a5f87671b7228d5ba82e674583c71",
+   "ref_hits": 539,
+   "cand_hits": 573,
+   "paired_rate_ref_pct": 3.6152659467435773,
+   "paired_rate_cand_pct": 3.843316117781206,
+   "ref_only": 84,
+   "cand_only": 118,
+   "p_mcnemar_exact": 0.02001241306353368,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.2222521551724138,
+    0.020204741379310345,
+    0.43103448275862066
+   ]
+  },
+  "test_v3": {
+   "units": 14697,
+   "n_units_all": 19900,
+   "n_units_kept": 14697,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test_v3.npz",
+   "spans_sha256": "24b92a5706034685bc171ce28c277b002ff212ce85cad9e3e5d162ae33eaefc7",
+   "ref_hits": 493,
+   "cand_hits": 526,
+   "paired_rate_ref_pct": 3.3544260733483022,
+   "paired_rate_cand_pct": 3.5789616928624888,
+   "ref_only": 87,
+   "cand_only": 120,
+   "p_mcnemar_exact": 0.025899541336068848,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.2251637554585153,
+    0.02729257641921397,
+    0.4093886462882096
+   ]
+  },
+  "queries": {
+   "units": 4750,
+   "n_units_all": 7750,
+   "n_units_kept": 4750,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__queries.npz",
+   "spans_sha256": "85a7285080de562045bf17a60d97ce4ee2e641ecf77ee2b2d2ef984a11e1d153",
+   "ref_hits": 199,
+   "cand_hits": 250,
+   "paired_rate_ref_pct": 4.189473684210526,
+   "paired_rate_cand_pct": 5.263157894736842,
+   "ref_only": 7,
+   "cand_only": 58,
+   "p_mcnemar_exact": 4.270521620792361e-11,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.0768581081081081,
+    0.8445945945945946,
+    1.3091216216216217
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [
+  "fresh_en",
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [
+  "queries"
+ ],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md
new file mode 100644
index 0000000000000000000000000000000000000000..9498db1464bc6f8f278656594d68ca3f2bae7284
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre m8_broad14 (fused_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : fresh_en, test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 5772/7578 | 15.49 | 14.59 | 147 | 95 | 0.001 | PERTE | -0.90 [-1.53 ; -0.30] | 30fc927d833154c4 |
+| fresh_en | 6239/7977 | 5.26 | 5.75 | 48 | 79 | 0.0075 | GAIN | +0.45 [+0.11 ; +0.81] | b85f21bd8b28c275 |
+| fresh_fr | 4678/7972 | 3.10 | 2.99 | 17 | 12 | 0.46 | n.s. | -0.11 [-0.45 ; +0.19] | 8921db5220dd15e2 |
+| test20k | 14909/19907 | 3.62 | 3.84 | 84 | 118 | 0.02 | GAIN | +0.22 [+0.02 ; +0.43] | 0e221f38a561b9e0 |
+| test_v3 | 14697/19900 | 3.35 | 3.58 | 87 | 120 | 0.026 | GAIN | +0.23 [+0.03 ; +0.41] | 24b92a5706034685 |
+| queries (à part) | 4750/7750 | 4.19 | 5.26 | 7 | 58 | 4.3e-11 | GAIN | +1.08 [+0.84 ; +1.31] | 85a7285080de5620 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz, corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.json b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.json
new file mode 100644
index 0000000000000000000000000000000000000000..3228b70b78bb9837dc6c1b2a9d59f62605a042a0
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.json
@@ -0,0 +1,172 @@
+{
+ "tag": "m8_v3",
+ "base": "m8_v3",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_indispo_m8_v3/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 6207,
+   "n_units_all": 8000,
+   "n_units_kept": 6207,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26320
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__fc2.npz",
+   "spans_sha256": "e533b3a8e78033c5ed90353a7007dff478d16e6b8b8badcd73217c984a97f16a",
+   "ref_hits": 897,
+   "cand_hits": 897,
+   "paired_rate_ref_pct": 14.451425809569841,
+   "paired_rate_cand_pct": 14.451425809569841,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_en": {
+   "units": 6509,
+   "n_units_all": 8000,
+   "n_units_kept": 6509,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32915
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__fresh_en.npz",
+   "spans_sha256": "f3024eafac0127c7c0236ece94b81d699014ed4814106789ebbb3bf6733a6cd4",
+   "ref_hits": 361,
+   "cand_hits": 361,
+   "paired_rate_ref_pct": 5.546166845905669,
+   "paired_rate_cand_pct": 5.546166845905669,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_fr": {
+   "units": 6881,
+   "n_units_all": 8000,
+   "n_units_kept": 6881,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__fresh_fr.npz",
+   "spans_sha256": "81a4f9d8e2a52beb11e162a6b33c52468dd51957a2f680b5a91981aef1c283c9",
+   "ref_hits": 140,
+   "cand_hits": 140,
+   "paired_rate_ref_pct": 2.034587995930824,
+   "paired_rate_cand_pct": 2.034587995930824,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test20k": {
+   "units": 16176,
+   "n_units_all": 20000,
+   "n_units_kept": 16176,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__test20k.npz",
+   "spans_sha256": "9e8fd978e93e570205c9f51084a7aae8be35971652e3f9cb3b78d25b557769f0",
+   "ref_hits": 575,
+   "cand_hits": 575,
+   "paired_rate_ref_pct": 3.554648862512364,
+   "paired_rate_cand_pct": 3.554648862512364,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test_v3": {
+   "units": 16210,
+   "n_units_all": 20000,
+   "n_units_kept": 16210,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77095
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__test_v3.npz",
+   "spans_sha256": "078e0dba364757b3fe2ab155c27f0fa430798b6c821d596c875d39b434dc5e02",
+   "ref_hits": 531,
+   "cand_hits": 531,
+   "paired_rate_ref_pct": 3.2757557063541025,
+   "paired_rate_cand_pct": 3.2757557063541025,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "queries": {
+   "units": 6100,
+   "n_units_all": 7750,
+   "n_units_kept": 6100,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__queries.npz",
+   "spans_sha256": "2985765e750bdadaf0fdf06200ff1eaffb260afd6641643ed4b9651a63714134",
+   "ref_hits": 250,
+   "cand_hits": 250,
+   "paired_rate_ref_pct": 4.098360655737705,
+   "paired_rate_cand_pct": 4.098360655737705,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.md b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.md
new file mode 100644
index 0000000000000000000000000000000000000000..2a9bf0da39895b59877ac772f0f7ce8e38dd44bc
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre m8_v3 (fused_hit)
+
+**NON RETENU** (pertes : aucune ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6207/8000 | 14.45 | 14.45 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | e533b3a8e78033c5 |
+| fresh_en | 6509/8000 | 5.55 | 5.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | f3024eafac0127c7 |
+| fresh_fr | 6881/8000 | 2.03 | 2.03 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 81a4f9d8e2a52beb |
+| test20k | 16176/20000 | 3.55 | 3.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 9e8fd978e93e5702 |
+| test_v3 | 16210/20000 | 3.28 | 3.28 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 078e0dba364757b3 |
+| queries (à part) | 6100/7750 | 4.10 | 4.10 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 2985765e750bdada |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json
new file mode 100644
index 0000000000000000000000000000000000000000..218a2de9b5f3c113f19271fb23dc98ebf300c6f9
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json
@@ -0,0 +1,174 @@
+{
+ "tag": "m8_v3",
+ "base": "old_ref",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_indispo_m8_v3/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 502,
+   "n_units_all": 1949,
+   "n_units_kept": 502,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26320
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fc2.npz",
+   "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+   "ref_hits": 62,
+   "cand_hits": 16,
+   "paired_rate_ref_pct": 12.350597609561753,
+   "paired_rate_cand_pct": 3.187250996015936,
+   "ref_only": 47,
+   "cand_only": 1,
+   "p_mcnemar_exact": 3.481659405224491e-13,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -10.267857142857142,
+    -12.723214285714285,
+    -7.5892857142857135
+   ]
+  },
+  "fresh_en": {
+   "units": 975,
+   "n_units_all": 2317,
+   "n_units_kept": 975,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32915
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_en.npz",
+   "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+   "ref_hits": 22,
+   "cand_hits": 32,
+   "paired_rate_ref_pct": 2.2564102564102564,
+   "paired_rate_cand_pct": 3.282051282051282,
+   "ref_only": 14,
+   "cand_only": 24,
+   "p_mcnemar_exact": 0.14330665429588407,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.0416666666666665,
+    0.0,
+    2.083333333333333
+   ]
+  },
+  "fresh_fr": {
+   "units": 865,
+   "n_units_all": 2903,
+   "n_units_kept": 865,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_fr.npz",
+   "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+   "ref_hits": 1,
+   "cand_hits": 1,
+   "paired_rate_ref_pct": 0.11560693641618498,
+   "paired_rate_cand_pct": 0.11560693641618498,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test20k": {
+   "units": 2102,
+   "n_units_all": 5505,
+   "n_units_kept": 2102,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__test20k.npz",
+   "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+   "ref_hits": 39,
+   "cand_hits": 39,
+   "paired_rate_ref_pct": 1.8553758325404377,
+   "paired_rate_cand_pct": 1.8553758325404377,
+   "ref_only": 29,
+   "cand_only": 29,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.048828125,
+    -0.634765625,
+    0.634765625
+   ]
+  },
+  "test_v3": {
+   "units": 2360,
+   "n_units_all": 6133,
+   "n_units_kept": 2360,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77095
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__test_v3.npz",
+   "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+   "ref_hits": 65,
+   "cand_hits": 48,
+   "paired_rate_ref_pct": 2.754237288135593,
+   "paired_rate_cand_pct": 2.0338983050847457,
+   "ref_only": 57,
+   "cand_only": 40,
+   "p_mcnemar_exact": 0.10376938287271786,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.7378472222222222,
+    -1.5625,
+    0.0444878472222163
+   ]
+  },
+  "queries": {
+   "units": 749,
+   "n_units_all": 2748,
+   "n_units_kept": 749,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__queries.npz",
+   "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md
new file mode 100644
index 0000000000000000000000000000000000000000..ffd8cac4e61072e8ca53412fdb83960cf7c27b65
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre old_ref (fused_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.35 | 3.19 | 47 | 1 | 3.5e-13 | PERTE | -10.27 [-12.72 ; -7.59] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.26 | 3.28 | 14 | 24 | 0.14 | n.s. | +1.04 [+0.00 ; +2.08] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 0.12 | 0.12 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.86 | 1.86 | 29 | 29 | 1 | n.s. | -0.05 [-0.63 ; +0.63] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.75 | 2.03 | 57 | 40 | 0.1 | n.s. | -0.74 [-1.56 ; +0.04] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json
new file mode 100644
index 0000000000000000000000000000000000000000..9d34cc9666886309ace06087e4e1576841c6ada6
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json
@@ -0,0 +1,175 @@
+{
+ "tag": "m8_v3",
+ "base": "old_ref__v2b",
+ "base_key": "m9g_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_indispo_m8_v3/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 502,
+   "n_units_all": 1949,
+   "n_units_kept": 502,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26320
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fc2.npz",
+   "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+   "ref_hits": 64,
+   "cand_hits": 16,
+   "paired_rate_ref_pct": 12.749003984063744,
+   "paired_rate_cand_pct": 3.187250996015936,
+   "ref_only": 49,
+   "cand_only": 1,
+   "p_mcnemar_exact": 9.059419880941277e-14,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -10.714285714285714,
+    -14.0625,
+    -7.8125
+   ]
+  },
+  "fresh_en": {
+   "units": 975,
+   "n_units_all": 2317,
+   "n_units_kept": 975,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32915
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_en.npz",
+   "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+   "ref_hits": 26,
+   "cand_hits": 32,
+   "paired_rate_ref_pct": 2.666666666666667,
+   "paired_rate_cand_pct": 3.282051282051282,
+   "ref_only": 18,
+   "cand_only": 24,
+   "p_mcnemar_exact": 0.44079906734259566,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.625,
+    -0.5208333333333333,
+    1.7708333333333333
+   ]
+  },
+  "fresh_fr": {
+   "units": 865,
+   "n_units_all": 2903,
+   "n_units_kept": 865,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_fr.npz",
+   "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+   "ref_hits": 36,
+   "cand_hits": 1,
+   "paired_rate_ref_pct": 4.161849710982659,
+   "paired_rate_cand_pct": 0.11560693641618498,
+   "ref_only": 36,
+   "cand_only": 1,
+   "p_mcnemar_exact": 5.529727786779404e-10,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -3.9663461538461537,
+    -6.009615384615385,
+    -1.9230769230769231
+   ]
+  },
+  "test20k": {
+   "units": 2102,
+   "n_units_all": 5505,
+   "n_units_kept": 2102,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test20k.npz",
+   "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+   "ref_hits": 37,
+   "cand_hits": 39,
+   "paired_rate_ref_pct": 1.7602283539486203,
+   "paired_rate_cand_pct": 1.8553758325404377,
+   "ref_only": 29,
+   "cand_only": 31,
+   "p_mcnemar_exact": 0.8974218269914305,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.048828125,
+    -0.78125,
+    0.87890625
+   ]
+  },
+  "test_v3": {
+   "units": 2360,
+   "n_units_all": 6133,
+   "n_units_kept": 2360,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77095
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test_v3.npz",
+   "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+   "ref_hits": 54,
+   "cand_hits": 48,
+   "paired_rate_ref_pct": 2.288135593220339,
+   "paired_rate_cand_pct": 2.0338983050847457,
+   "ref_only": 46,
+   "cand_only": 40,
+   "p_mcnemar_exact": 0.5900356111485574,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.26041666666666663,
+    -1.1295572916666667,
+    0.607638888888889
+   ]
+  },
+  "queries": {
+   "units": 749,
+   "n_units_all": 2748,
+   "n_units_kept": 749,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__queries.npz",
+   "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2",
+  "fresh_fr"
+ ],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md
new file mode 100644
index 0000000000000000000000000000000000000000..203bb2e9dd0a02a3da160259c53f2e72bc906b99
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre old_ref__v2b (m9g_hit)
+
+**NON RETENU** (pertes : fc2, fresh_fr ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.75 | 3.19 | 49 | 1 | 9.1e-14 | PERTE | -10.71 [-14.06 ; -7.81] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.67 | 3.28 | 18 | 24 | 0.44 | n.s. | +0.62 [-0.52 ; +1.77] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 4.16 | 0.12 | 36 | 1 | 5.5e-10 | PERTE | -3.97 [-6.01 ; -1.92] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.76 | 1.86 | 29 | 31 | 0.9 | n.s. | +0.05 [-0.78 ; +0.88] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.29 | 2.03 | 46 | 40 | 0.59 | n.s. | -0.26 [-1.13 ; +0.61] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3.json b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3.json
new file mode 100644
index 0000000000000000000000000000000000000000..f92fe844c5627ef984bcb625840d76df8f3a6b10
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3.json
@@ -0,0 +1,802 @@
+{
+ "tag": "m8_v3",
+ "primary": "v4.2 apparié",
+ "decision_principale": null,
+ "reference_principale": "ref_inexistante",
+ "seen_reference": {
+  "window": "seen_snn",
+  "def": "SMOKE (faux seen)",
+  "acc_invocab_pct": 0.0,
+  "snn_invocab_pct": 0.0,
+  "trained_ok": true,
+  "audit": {
+   "trained_frac": 1.0,
+   "snn_trained_invocab_n": 1,
+   "invocab_n": 1
+  }
+ },
+ "regle_patron_seen_et_frais": {
+  "old_ref": {
+   "patron": "NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": 98.33,
+   "seen_ref_trained_frac": null,
+   "seen_better_unpaired": false,
+   "fresh_v42_retenu": false
+  },
+  "old_ref__v2b": {
+   "patron": "NON ÉVALUABLE (seen de la référence non mesuré pour la variante __v2b)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": null,
+   "seen_ref_trained_frac": null,
+   "seen_better_unpaired": null,
+   "fresh_v42_retenu": false
+  },
+  "m8_v3": {
+   "patron": "NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": 91.945,
+   "seen_ref_trained_frac": 1.0,
+   "seen_better_unpaired": false,
+   "fresh_v42_retenu": false
+  },
+  "m8_broad14": {
+   "patron": "NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU)",
+   "seen_covb_snn_pct": 0.0,
+   "seen_ref_bench_v4_pct": 91.819,
+   "seen_ref_trained_frac": 1.0,
+   "seen_better_unpaired": false,
+   "fresh_v42_retenu": false
+  }
+ },
+ "v42_indisponible": true,
+ "v42": {
+  "tag": "m8_v3",
+  "method": "v4.2 Checker (copie octet-identique, sha a055feaa96f5f134…)",
+  "copied_hits_sha256": {
+   "m8_v3__fc2": "73ae2c7ad92040675930233832826a1e60993344177912cbd0551dff20edba1a",
+   "m8_v3__fresh_en": "34fce28aec581c8c4cb78117d8370690587ee25b29ec4e96db4f664084487487",
+   "m8_v3__fresh_fr": "351eedbdb519ef3dca10f71fc443f3b4401d33e228997ba4870ad48873c70564",
+   "m8_v3__test20k": "864143ca27f779decccaf45b5df1fadefa9862fb6e62aa6efbb95e532bc7db40",
+   "m8_v3__test_v3": "2f90cc467ecbe808aa56da20ea301c6c75c28ffd4c3c745fef04b7d80c2bfd61",
+   "m8_v3__queries": "55d944b6d5286059c2901a241dbaf559a68abf0d5ddc136927fc301a1eafca18",
+   "old_ref__fc2": "403b919e97adfddcef64e70f468eeb7dc5193293144c4d783740e2dc134c2138",
+   "old_ref__fresh_en": "55328c1e6925c8142f68859ac4a8f4dd1e6b3ec159e6663f2aa3dd38ca3f73a4",
+   "old_ref__fresh_fr": "a387ac0eda8b4c080e9549c35482ba170bd0d0d95d51f2e958e7383c1f739132",
+   "old_ref__test20k": "96db298b59b358ceca9ce0e8bb2db180d04cce05fbd5fc7fe0b1d53ae2c67329",
+   "old_ref__test_v3": "2a86f2fdbe86b0199846c033da843d8120d7f4561b4875901e5ee31bcfc60aa3",
+   "old_ref__queries": "6bacb4465f047af8bbed7e29d46ca4c70bd87a47c9f7671405ab6bf6afdefa18",
+   "old_ref__fc2__v2b": "64070eee7f33236529b311112646e9723d48d4a047085ee9e3bb8d8cccc108f5",
+   "old_ref__fresh_en__v2b": "492badbd7acafdcef02abaab6783d02ac029b37058230a41924ecb42eac5074a",
+   "old_ref__fresh_fr__v2b": "0ca1c48effe00e0fd4ccaaf9117ebf262ded65c7371123f9ca7681bdc12d3fde",
+   "old_ref__test20k__v2b": "6d80614406e9d1b0e0212ce12526eafe7eedbe7d9a6b3f32ceb53feb3f00d94b",
+   "old_ref__test_v3__v2b": "c61a1665e22b68ac88dcc344a5879355f375caca065f0ae602728a27c4e618e0",
+   "old_ref__queries__v2b": "a21570886aabd9baa519bfed36c762b73f835b1c778dd14bca8c1ef1645abeba",
+   "m8_broad14__fc2": "75006dc065c0d44da6d1f65e81c7eaebfac357f1df48b84783d2c028d67f3a21",
+   "m8_broad14__fresh_en": "f4ed7033822b92e0538af7b2fb24c304faf632c83f3168b91cb054ebb482e941",
+   "m8_broad14__fresh_fr": "54a5a636c70c2a4b7580e74ff6c7e3e0094d34da857456d8155136f39e5bf616",
+   "m8_broad14__test20k": "5775269a3844a6102ec831521126de316ba8db19cd47a4afb929e3d84e2f6611",
+   "m8_broad14__test_v3": "9237d7d8f5385fe4a33e4fa4d87437326c924588511caa9d22bc396831afe4e6",
+   "m8_broad14__queries": "37538b014fc2f2fcab49667892d899d29e76f3e50a43ef532186ae6d92523790"
+  },
+  "refs": {
+   "old_ref": {
+    "base": "old_ref",
+    "suffix": "",
+    "key": "fused_hit",
+    "status": "OK",
+    "decision": "NON RETENU",
+    "losses": [
+     "fc2"
+    ],
+    "gains_fresh": [],
+    "masks": [
+     "corpus_v3_full_0450.npz"
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+      "spans_sha256": "b85f21bd8b28c275873c05dac42adac063dacc103b07dd0ef5d131e09e828538",
+      "ref_hits": 328,
+      "cand_hits": 359,
+      "paired_rate_ref_pct": 5.257252764866164,
+      "paired_rate_cand_pct": 5.754127263984613,
+      "ref_only": 48,
+      "cand_only": 79,
+      "p_mcnemar_exact": 0.007519595098399993,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.4510309278350515,
+       0.11275773195876287,
+       0.8054123711340205
+      ]
+     },
+     "fresh_fr": {
+      "units": 4678,
+      "n_units_all": 7972,
+      "n_units_kept": 4678,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       25684
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_fr.npz",
+      "spans_sha256": "8921db5220dd15e29f1060e7857990274eb5cf2bd938c21621b9eef7f60db767",
+      "ref_hits": 145,
+      "cand_hits": 140,
+      "paired_rate_ref_pct": 3.099615220179564,
+      "paired_rate_cand_pct": 2.992731936725096,
+      "ref_only": 17,
+      "cand_only": 12,
+      "p_mcnemar_exact": 0.45825831964612007,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       -0.10702054794520548,
+       -0.449486301369863,
+       0.19263698630136986
+      ]
+     },
+     "test20k": {
+      "units": 14909,
+      "n_units_all": 19907,
+      "n_units_kept": 14909,
+      "excluded_mask": 201,
+      "byte_range": [
+       3,
+       80053
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test20k.npz",
+      "spans_sha256": "0e221f38a561b9e079ca5cda306a887f228a5f87671b7228d5ba82e674583c71",
+      "ref_hits": 539,
+      "cand_hits": 573,
+      "paired_rate_ref_pct": 3.6152659467435773,
+      "paired_rate_cand_pct": 3.843316117781206,
+      "ref_only": 84,
+      "cand_only": 118,
+      "p_mcnemar_exact": 0.02001241306353368,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.2222521551724138,
+       0.020204741379310345,
+       0.43103448275862066
+      ]
+     },
+     "test_v3": {
+      "units": 14697,
+      "n_units_all": 19900,
+      "n_units_kept": 14697,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       77091
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test_v3.npz",
+      "spans_sha256": "24b92a5706034685bc171ce28c277b002ff212ce85cad9e3e5d162ae33eaefc7",
+      "ref_hits": 493,
+      "cand_hits": 526,
+      "paired_rate_ref_pct": 3.3544260733483022,
+      "paired_rate_cand_pct": 3.5789616928624888,
+      "ref_only": 87,
+      "cand_only": 120,
+      "p_mcnemar_exact": 0.025899541336068848,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.2251637554585153,
+       0.02729257641921397,
+       0.4093886462882096
+      ]
+     },
+     "queries": {
+      "units": 4750,
+      "n_units_all": 7750,
+      "n_units_kept": 4750,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       27800
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__queries.npz",
+      "spans_sha256": "85a7285080de562045bf17a60d97ce4ee2e641ecf77ee2b2d2ef984a11e1d153",
+      "ref_hits": 199,
+      "cand_hits": 250,
+      "paired_rate_ref_pct": 4.189473684210526,
+      "paired_rate_cand_pct": 5.263157894736842,
+      "ref_only": 7,
+      "cand_only": 58,
+      "p_mcnemar_exact": 4.270521620792361e-11,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       1.0768581081081081,
+       0.8445945945945946,
+       1.3091216216216217
+      ]
+     }
+    }
+   }
+  },
+  "peak_rss_mb_children": 106.74609375
+ },
+ "v41_non_apparie_ne_pas_citer": {
+  "generated": "SMOKE",
+  "seen": {
+   "seen_snn": {
+    "def": "SMOKE (faux seen)",
+    "acc_invocab_pct": 0.0,
+    "snn_invocab_pct": 0.0,
+    "trained_ok": true,
+    "audit": {
+     "trained_frac": 1.0,
+     "snn_trained_invocab_n": 1,
+     "invocab_n": 1
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3.md b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3.md
new file mode 100644
index 0000000000000000000000000000000000000000..ded6f2d9e07272d5bc86a5693b2f0877bd6c2e54
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3.md
@@ -0,0 +1,68 @@
+# Verdict PRINCIPAL v4.2 (apparié, segmentation commune figée) — m8_v3 — SMOKE
+
+**Décision principale (contre ref_inexistante, règle Checker v4.2) : INDISPONIBLE — None**
+
+seen_snn (RÉFÉRENCE seen) : acc invocab 0.00 % (SNN seul 0.00 %), trained_frac 1.0000 (1/1) ≥ 0,99 ; SMOKE (faux seen). seen non apparié (octets propres à chaque corpus).
+
+## Règle patron « meilleur sur seen ET frais » (distincte de la décision Checker v4.2)
+
+Seen NON APPARIÉ : seen_snn de cov b (tranche SNN de son train) contre seen banc v4 de la référence (results_v4.jsonl ; autres octets, autre segmentation) → indicatif seulement. Frais = décision v4.2 appariée.
+
+| référence | seen cov b (seen_snn) % | seen réf (banc v4) % | trained_frac seen réf | frais v4.2 | règle patron |
+|---|---|---|---|---|---|
+| old_ref | 0.00 | 98.33 | non audité | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| old_ref__v2b | 0.00 | — | non audité | NON RETENU | NON ÉVALUABLE (seen de la référence non mesuré pour la variante __v2b) |
+| m8_v3 | 0.00 | 91.94 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| m8_broad14 | 0.00 | 91.82 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+
+Méthode : checker/scale/verdict_v42.py (copie v42/, sha256 a055feaa…) — unités = segments entre frontières de patch communes aux deux bras, gardées ssi in-vocab dans les DEUX bras et aucun octet exclu (masque propre union), taux APPARIÉS + McNemar exact ; bootstrap indicatif. Références = hits Checker hits_v4 (copies figées dans v42_m8_v3/hits/, sha256 dans v42_m8_v3.json).
+
+### contre old_ref : **NON RETENU** (pertes : fc2 ; gains frais : aucun ; masques union : corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.35 | 3.19 | 47 | 1 | 3.5e-13 | PERTE | -10.27 [-12.72 ; -7.59] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.26 | 3.28 | 14 | 24 | 0.14 | n.s. | +1.04 [+0.00 ; +2.08] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 0.12 | 0.12 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.86 | 1.86 | 29 | 29 | 1 | n.s. | -0.05 [-0.63 ; +0.63] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.75 | 2.03 | 57 | 40 | 0.1 | n.s. | -0.74 [-1.56 ; +0.04] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+### contre old_ref__v2b : **NON RETENU** (pertes : fc2, fresh_fr ; gains frais : aucun ; masques union : corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.75 | 3.19 | 49 | 1 | 9.1e-14 | PERTE | -10.71 [-14.06 ; -7.81] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.67 | 3.28 | 18 | 24 | 0.44 | n.s. | +0.62 [-0.52 ; +1.77] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 4.16 | 0.12 | 36 | 1 | 5.5e-10 | PERTE | -3.97 [-6.01 ; -1.92] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.76 | 1.86 | 29 | 31 | 0.9 | n.s. | +0.05 [-0.78 ; +0.88] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.29 | 2.03 | 46 | 40 | 0.59 | n.s. | -0.26 [-1.13 ; +0.61] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+### contre m8_v3 : **NON RETENU** (pertes : aucune ; gains frais : aucun ; masques union : corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6207/8000 | 14.45 | 14.45 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | e533b3a8e78033c5 |
+| fresh_en | 6509/8000 | 5.55 | 5.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | f3024eafac0127c7 |
+| fresh_fr | 6881/8000 | 2.03 | 2.03 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 81a4f9d8e2a52beb |
+| test20k | 16176/20000 | 3.55 | 3.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 9e8fd978e93e5702 |
+| test_v3 | 16210/20000 | 3.28 | 3.28 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 078e0dba364757b3 |
+| queries (à part) | 6100/7750 | 4.10 | 4.10 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 2985765e750bdada |
+
+### contre m8_broad14 : **NON RETENU** (pertes : fc2 ; gains frais : fresh_en, test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz, corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 5772/7578 | 15.49 | 14.59 | 147 | 95 | 0.001 | PERTE | -0.90 [-1.53 ; -0.30] | 30fc927d833154c4 |
+| fresh_en | 6239/7977 | 5.26 | 5.75 | 48 | 79 | 0.0075 | GAIN | +0.45 [+0.11 ; +0.81] | b85f21bd8b28c275 |
+| fresh_fr | 4678/7972 | 3.10 | 2.99 | 17 | 12 | 0.46 | n.s. | -0.11 [-0.45 ; +0.19] | 8921db5220dd15e2 |
+| test20k | 14909/19907 | 3.62 | 3.84 | 84 | 118 | 0.02 | GAIN | +0.22 [+0.02 ; +0.43] | 0e221f38a561b9e0 |
+| test_v3 | 14697/19900 | 3.35 | 3.58 | 87 | 120 | 0.026 | GAIN | +0.23 [+0.03 ; +0.41] | 24b92a5706034685 |
+| queries (à part) | 4750/7750 | 4.19 | 5.26 | 7 | 58 | 4.3e-11 | GAIN | +1.08 [+0.84 ; +1.31] | 85a7285080de5620 |
+
+
+## v4.1 non apparié — ne pas citer
+
+(taux par bras sur des segmentations différentes ; conservé pour traçabilité seulement)
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3_v41_non_apparie.json b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3_v41_non_apparie.json
new file mode 100644
index 0000000000000000000000000000000000000000..d40d8c574a888de1de043e76fd00e7712346061f
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3_v41_non_apparie.json
@@ -0,0 +1 @@
+{"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": true, "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3_v41_non_apparie.md b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3_v41_non_apparie.md
new file mode 100644
index 0000000000000000000000000000000000000000..f132a3eceec1d18e31c95179d1544ac1b2c7a239
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_indispo_m8_v3/verdict_m8_v3_v41_non_apparie.md
@@ -0,0 +1 @@
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/v42_m8_v3.json b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/v42_m8_v3.json
new file mode 100644
index 0000000000000000000000000000000000000000..54ed3cb6bdd2f73f0c53ea103f64eb6ad95193f8
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/v42_m8_v3.json
@@ -0,0 +1,733 @@
+{
+ "tag": "m8_v3",
+ "method": "v4.2 Checker (copie octet-identique, sha a055feaa96f5f134…)",
+ "copied_hits_sha256": {
+  "m8_v3__fc2": "73ae2c7ad92040675930233832826a1e60993344177912cbd0551dff20edba1a",
+  "m8_v3__fresh_en": "34fce28aec581c8c4cb78117d8370690587ee25b29ec4e96db4f664084487487",
+  "m8_v3__fresh_fr": "351eedbdb519ef3dca10f71fc443f3b4401d33e228997ba4870ad48873c70564",
+  "m8_v3__test20k": "864143ca27f779decccaf45b5df1fadefa9862fb6e62aa6efbb95e532bc7db40",
+  "m8_v3__test_v3": "2f90cc467ecbe808aa56da20ea301c6c75c28ffd4c3c745fef04b7d80c2bfd61",
+  "m8_v3__queries": "55d944b6d5286059c2901a241dbaf559a68abf0d5ddc136927fc301a1eafca18",
+  "old_ref__fc2": "403b919e97adfddcef64e70f468eeb7dc5193293144c4d783740e2dc134c2138",
+  "old_ref__fresh_en": "55328c1e6925c8142f68859ac4a8f4dd1e6b3ec159e6663f2aa3dd38ca3f73a4",
+  "old_ref__fresh_fr": "a387ac0eda8b4c080e9549c35482ba170bd0d0d95d51f2e958e7383c1f739132",
+  "old_ref__test20k": "96db298b59b358ceca9ce0e8bb2db180d04cce05fbd5fc7fe0b1d53ae2c67329",
+  "old_ref__test_v3": "2a86f2fdbe86b0199846c033da843d8120d7f4561b4875901e5ee31bcfc60aa3",
+  "old_ref__queries": "6bacb4465f047af8bbed7e29d46ca4c70bd87a47c9f7671405ab6bf6afdefa18",
+  "old_ref__fc2__v2b": "64070eee7f33236529b311112646e9723d48d4a047085ee9e3bb8d8cccc108f5",
+  "old_ref__fresh_en__v2b": "492badbd7acafdcef02abaab6783d02ac029b37058230a41924ecb42eac5074a",
+  "old_ref__fresh_fr__v2b": "0ca1c48effe00e0fd4ccaaf9117ebf262ded65c7371123f9ca7681bdc12d3fde",
+  "old_ref__test20k__v2b": "6d80614406e9d1b0e0212ce12526eafe7eedbe7d9a6b3f32ceb53feb3f00d94b",
+  "old_ref__test_v3__v2b": "c61a1665e22b68ac88dcc344a5879355f375caca065f0ae602728a27c4e618e0",
+  "old_ref__queries__v2b": "a21570886aabd9baa519bfed36c762b73f835b1c778dd14bca8c1ef1645abeba",
+  "m8_broad14__fc2": "75006dc065c0d44da6d1f65e81c7eaebfac357f1df48b84783d2c028d67f3a21",
+  "m8_broad14__fresh_en": "f4ed7033822b92e0538af7b2fb24c304faf632c83f3168b91cb054ebb482e941",
+  "m8_broad14__fresh_fr": "54a5a636c70c2a4b7580e74ff6c7e3e0094d34da857456d8155136f39e5bf616",
+  "m8_broad14__test20k": "5775269a3844a6102ec831521126de316ba8db19cd47a4afb929e3d84e2f6611",
+  "m8_broad14__test_v3": "9237d7d8f5385fe4a33e4fa4d87437326c924588511caa9d22bc396831afe4e6",
+  "m8_broad14__queries": "37538b014fc2f2fcab49667892d899d29e76f3e50a43ef532186ae6d92523790"
+ },
+ "refs": {
+  "old_ref": {
+   "base": "old_ref",
+   "suffix": "",
+   "key": "fused_hit",
+   "status": "OK",
+   "decision": "NON RETENU",
+   "losses": [
+    "fc2"
+   ],
+   "gains_fresh": [],
+   "masks": [
+    "corpus_v3_full_0450.npz"
+   ],
+   "json": "v42_m8_v3/verdicts/m8_v3__vs_old_ref.json",
+   "md": "v42_m8_v3/verdicts/m8_v3__vs_old_ref.md",
+   "windows": {
+    "fc2": {
+     "units": 502,
+     "n_units_all": 1949,
+     "n_units_kept": 502,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      26320
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fc2.npz",
+     "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+     "ref_hits": 62,
+     "cand_hits": 16,
+     "paired_rate_ref_pct": 12.350597609561753,
+     "paired_rate_cand_pct": 3.187250996015936,
+     "ref_only": 47,
+     "cand_only": 1,
+     "p_mcnemar_exact": 3.481659405224491e-13,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -10.267857142857142,
+      -12.723214285714285,
+      -7.5892857142857135
+     ]
+    },
+    "fresh_en": {
+     "units": 975,
+     "n_units_all": 2317,
+     "n_units_kept": 975,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      32915
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_en.npz",
+     "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+     "ref_hits": 22,
+     "cand_hits": 32,
+     "paired_rate_ref_pct": 2.2564102564102564,
+     "paired_rate_cand_pct": 3.282051282051282,
+     "ref_only": 14,
+     "cand_only": 24,
+     "p_mcnemar_exact": 0.14330665429588407,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
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+     "spans_sha256": "0e221f38a561b9e079ca5cda306a887f228a5f87671b7228d5ba82e674583c71",
+     "ref_hits": 539,
+     "cand_hits": 573,
+     "paired_rate_ref_pct": 3.6152659467435773,
+     "paired_rate_cand_pct": 3.843316117781206,
+     "ref_only": 84,
+     "cand_only": 118,
+     "p_mcnemar_exact": 0.02001241306353368,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.2222521551724138,
+      0.020204741379310345,
+      0.43103448275862066
+     ]
+    },
+    "test_v3": {
+     "units": 14697,
+     "n_units_all": 19900,
+     "n_units_kept": 14697,
+     "excluded_mask": 0,
+     "byte_range": [
+      2,
+      77091
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test_v3.npz",
+     "spans_sha256": "24b92a5706034685bc171ce28c277b002ff212ce85cad9e3e5d162ae33eaefc7",
+     "ref_hits": 493,
+     "cand_hits": 526,
+     "paired_rate_ref_pct": 3.3544260733483022,
+     "paired_rate_cand_pct": 3.5789616928624888,
+     "ref_only": 87,
+     "cand_only": 120,
+     "p_mcnemar_exact": 0.025899541336068848,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.2251637554585153,
+      0.02729257641921397,
+      0.4093886462882096
+     ]
+    },
+    "queries": {
+     "units": 4750,
+     "n_units_all": 7750,
+     "n_units_kept": 4750,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      27800
+     ],
+     "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__queries.npz",
+     "spans_sha256": "85a7285080de562045bf17a60d97ce4ee2e641ecf77ee2b2d2ef984a11e1d153",
+     "ref_hits": 199,
+     "cand_hits": 250,
+     "paired_rate_ref_pct": 4.189473684210526,
+     "paired_rate_cand_pct": 5.263157894736842,
+     "ref_only": 7,
+     "cand_only": 58,
+     "p_mcnemar_exact": 4.270521620792361e-11,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      1.0768581081081081,
+      0.8445945945945946,
+      1.3091216216216217
+     ]
+    }
+   }
+  }
+ },
+ "peak_rss_mb_children": 106.53125
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json
new file mode 100644
index 0000000000000000000000000000000000000000..2131fda1fcdc6778baff15b601989103eb573871
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json
@@ -0,0 +1,181 @@
+{
+ "tag": "m8_v3",
+ "base": "m8_broad14",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_m8_v3/v42/clean_masks/broad_gutenberg_v1_2134.npz",
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_m8_v3/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 5772,
+   "n_units_all": 7578,
+   "n_units_kept": 5772,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26320
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fc2.npz",
+   "spans_sha256": "30fc927d833154c4ee5e6490171d14130ef41a661b195c41f6d4871c0817a974",
+   "ref_hits": 894,
+   "cand_hits": 842,
+   "paired_rate_ref_pct": 15.48856548856549,
+   "paired_rate_cand_pct": 14.587664587664587,
+   "ref_only": 147,
+   "cand_only": 95,
+   "p_mcnemar_exact": 0.001003343251492825,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -0.9027777777777777,
+    -1.5277777777777777,
+    -0.2951388888888889
+   ]
+  },
+  "fresh_en": {
+   "units": 6239,
+   "n_units_all": 7977,
+   "n_units_kept": 6239,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32911
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_en.npz",
+   "spans_sha256": "b85f21bd8b28c275873c05dac42adac063dacc103b07dd0ef5d131e09e828538",
+   "ref_hits": 328,
+   "cand_hits": 359,
+   "paired_rate_ref_pct": 5.257252764866164,
+   "paired_rate_cand_pct": 5.754127263984613,
+   "ref_only": 48,
+   "cand_only": 79,
+   "p_mcnemar_exact": 0.007519595098399993,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.4510309278350515,
+    0.11275773195876287,
+    0.8054123711340205
+   ]
+  },
+  "fresh_fr": {
+   "units": 4678,
+   "n_units_all": 7972,
+   "n_units_kept": 4678,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_fr.npz",
+   "spans_sha256": "8921db5220dd15e29f1060e7857990274eb5cf2bd938c21621b9eef7f60db767",
+   "ref_hits": 145,
+   "cand_hits": 140,
+   "paired_rate_ref_pct": 3.099615220179564,
+   "paired_rate_cand_pct": 2.992731936725096,
+   "ref_only": 17,
+   "cand_only": 12,
+   "p_mcnemar_exact": 0.45825831964612007,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.10702054794520548,
+    -0.449486301369863,
+    0.19263698630136986
+   ]
+  },
+  "test20k": {
+   "units": 14909,
+   "n_units_all": 19907,
+   "n_units_kept": 14909,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test20k.npz",
+   "spans_sha256": "0e221f38a561b9e079ca5cda306a887f228a5f87671b7228d5ba82e674583c71",
+   "ref_hits": 539,
+   "cand_hits": 573,
+   "paired_rate_ref_pct": 3.6152659467435773,
+   "paired_rate_cand_pct": 3.843316117781206,
+   "ref_only": 84,
+   "cand_only": 118,
+   "p_mcnemar_exact": 0.02001241306353368,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.2222521551724138,
+    0.020204741379310345,
+    0.43103448275862066
+   ]
+  },
+  "test_v3": {
+   "units": 14697,
+   "n_units_all": 19900,
+   "n_units_kept": 14697,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test_v3.npz",
+   "spans_sha256": "24b92a5706034685bc171ce28c277b002ff212ce85cad9e3e5d162ae33eaefc7",
+   "ref_hits": 493,
+   "cand_hits": 526,
+   "paired_rate_ref_pct": 3.3544260733483022,
+   "paired_rate_cand_pct": 3.5789616928624888,
+   "ref_only": 87,
+   "cand_only": 120,
+   "p_mcnemar_exact": 0.025899541336068848,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.2251637554585153,
+    0.02729257641921397,
+    0.4093886462882096
+   ]
+  },
+  "queries": {
+   "units": 4750,
+   "n_units_all": 7750,
+   "n_units_kept": 4750,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__queries.npz",
+   "spans_sha256": "85a7285080de562045bf17a60d97ce4ee2e641ecf77ee2b2d2ef984a11e1d153",
+   "ref_hits": 199,
+   "cand_hits": 250,
+   "paired_rate_ref_pct": 4.189473684210526,
+   "paired_rate_cand_pct": 5.263157894736842,
+   "ref_only": 7,
+   "cand_only": 58,
+   "p_mcnemar_exact": 4.270521620792361e-11,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.0768581081081081,
+    0.8445945945945946,
+    1.3091216216216217
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [
+  "fresh_en",
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [
+  "queries"
+ ],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md
new file mode 100644
index 0000000000000000000000000000000000000000..9498db1464bc6f8f278656594d68ca3f2bae7284
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre m8_broad14 (fused_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : fresh_en, test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 5772/7578 | 15.49 | 14.59 | 147 | 95 | 0.001 | PERTE | -0.90 [-1.53 ; -0.30] | 30fc927d833154c4 |
+| fresh_en | 6239/7977 | 5.26 | 5.75 | 48 | 79 | 0.0075 | GAIN | +0.45 [+0.11 ; +0.81] | b85f21bd8b28c275 |
+| fresh_fr | 4678/7972 | 3.10 | 2.99 | 17 | 12 | 0.46 | n.s. | -0.11 [-0.45 ; +0.19] | 8921db5220dd15e2 |
+| test20k | 14909/19907 | 3.62 | 3.84 | 84 | 118 | 0.02 | GAIN | +0.22 [+0.02 ; +0.43] | 0e221f38a561b9e0 |
+| test_v3 | 14697/19900 | 3.35 | 3.58 | 87 | 120 | 0.026 | GAIN | +0.23 [+0.03 ; +0.41] | 24b92a5706034685 |
+| queries (à part) | 4750/7750 | 4.19 | 5.26 | 7 | 58 | 4.3e-11 | GAIN | +1.08 [+0.84 ; +1.31] | 85a7285080de5620 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz, corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.json b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.json
new file mode 100644
index 0000000000000000000000000000000000000000..686cf72b73a159d643fd6c8dd43ffc1beb10ca1c
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.json
@@ -0,0 +1,172 @@
+{
+ "tag": "m8_v3",
+ "base": "m8_v3",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_m8_v3/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 6207,
+   "n_units_all": 8000,
+   "n_units_kept": 6207,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26320
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__fc2.npz",
+   "spans_sha256": "e533b3a8e78033c5ed90353a7007dff478d16e6b8b8badcd73217c984a97f16a",
+   "ref_hits": 897,
+   "cand_hits": 897,
+   "paired_rate_ref_pct": 14.451425809569841,
+   "paired_rate_cand_pct": 14.451425809569841,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_en": {
+   "units": 6509,
+   "n_units_all": 8000,
+   "n_units_kept": 6509,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32915
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__fresh_en.npz",
+   "spans_sha256": "f3024eafac0127c7c0236ece94b81d699014ed4814106789ebbb3bf6733a6cd4",
+   "ref_hits": 361,
+   "cand_hits": 361,
+   "paired_rate_ref_pct": 5.546166845905669,
+   "paired_rate_cand_pct": 5.546166845905669,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "fresh_fr": {
+   "units": 6881,
+   "n_units_all": 8000,
+   "n_units_kept": 6881,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__fresh_fr.npz",
+   "spans_sha256": "81a4f9d8e2a52beb11e162a6b33c52468dd51957a2f680b5a91981aef1c283c9",
+   "ref_hits": 140,
+   "cand_hits": 140,
+   "paired_rate_ref_pct": 2.034587995930824,
+   "paired_rate_cand_pct": 2.034587995930824,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test20k": {
+   "units": 16176,
+   "n_units_all": 20000,
+   "n_units_kept": 16176,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__test20k.npz",
+   "spans_sha256": "9e8fd978e93e570205c9f51084a7aae8be35971652e3f9cb3b78d25b557769f0",
+   "ref_hits": 575,
+   "cand_hits": 575,
+   "paired_rate_ref_pct": 3.554648862512364,
+   "paired_rate_cand_pct": 3.554648862512364,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test_v3": {
+   "units": 16210,
+   "n_units_all": 20000,
+   "n_units_kept": 16210,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77095
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__test_v3.npz",
+   "spans_sha256": "078e0dba364757b3fe2ab155c27f0fa430798b6c821d596c875d39b434dc5e02",
+   "ref_hits": 531,
+   "cand_hits": 531,
+   "paired_rate_ref_pct": 3.2757557063541025,
+   "paired_rate_cand_pct": 3.2757557063541025,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "queries": {
+   "units": 6100,
+   "n_units_all": 7750,
+   "n_units_kept": 6100,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__queries.npz",
+   "spans_sha256": "2985765e750bdadaf0fdf06200ff1eaffb260afd6641643ed4b9651a63714134",
+   "ref_hits": 250,
+   "cand_hits": 250,
+   "paired_rate_ref_pct": 4.098360655737705,
+   "paired_rate_cand_pct": 4.098360655737705,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.md b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.md
new file mode 100644
index 0000000000000000000000000000000000000000..2a9bf0da39895b59877ac772f0f7ce8e38dd44bc
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_m8_v3.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre m8_v3 (fused_hit)
+
+**NON RETENU** (pertes : aucune ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6207/8000 | 14.45 | 14.45 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | e533b3a8e78033c5 |
+| fresh_en | 6509/8000 | 5.55 | 5.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | f3024eafac0127c7 |
+| fresh_fr | 6881/8000 | 2.03 | 2.03 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 81a4f9d8e2a52beb |
+| test20k | 16176/20000 | 3.55 | 3.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 9e8fd978e93e5702 |
+| test_v3 | 16210/20000 | 3.28 | 3.28 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 078e0dba364757b3 |
+| queries (à part) | 6100/7750 | 4.10 | 4.10 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 2985765e750bdada |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json
new file mode 100644
index 0000000000000000000000000000000000000000..de2239eed5cc2809559e95799ed5f722835d4022
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json
@@ -0,0 +1,174 @@
+{
+ "tag": "m8_v3",
+ "base": "old_ref",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_m8_v3/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 502,
+   "n_units_all": 1949,
+   "n_units_kept": 502,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26320
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fc2.npz",
+   "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+   "ref_hits": 62,
+   "cand_hits": 16,
+   "paired_rate_ref_pct": 12.350597609561753,
+   "paired_rate_cand_pct": 3.187250996015936,
+   "ref_only": 47,
+   "cand_only": 1,
+   "p_mcnemar_exact": 3.481659405224491e-13,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -10.267857142857142,
+    -12.723214285714285,
+    -7.5892857142857135
+   ]
+  },
+  "fresh_en": {
+   "units": 975,
+   "n_units_all": 2317,
+   "n_units_kept": 975,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32915
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_en.npz",
+   "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+   "ref_hits": 22,
+   "cand_hits": 32,
+   "paired_rate_ref_pct": 2.2564102564102564,
+   "paired_rate_cand_pct": 3.282051282051282,
+   "ref_only": 14,
+   "cand_only": 24,
+   "p_mcnemar_exact": 0.14330665429588407,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.0416666666666665,
+    0.0,
+    2.083333333333333
+   ]
+  },
+  "fresh_fr": {
+   "units": 865,
+   "n_units_all": 2903,
+   "n_units_kept": 865,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_fr.npz",
+   "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+   "ref_hits": 1,
+   "cand_hits": 1,
+   "paired_rate_ref_pct": 0.11560693641618498,
+   "paired_rate_cand_pct": 0.11560693641618498,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test20k": {
+   "units": 2102,
+   "n_units_all": 5505,
+   "n_units_kept": 2102,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__test20k.npz",
+   "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+   "ref_hits": 39,
+   "cand_hits": 39,
+   "paired_rate_ref_pct": 1.8553758325404377,
+   "paired_rate_cand_pct": 1.8553758325404377,
+   "ref_only": 29,
+   "cand_only": 29,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.048828125,
+    -0.634765625,
+    0.634765625
+   ]
+  },
+  "test_v3": {
+   "units": 2360,
+   "n_units_all": 6133,
+   "n_units_kept": 2360,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77095
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__test_v3.npz",
+   "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+   "ref_hits": 65,
+   "cand_hits": 48,
+   "paired_rate_ref_pct": 2.754237288135593,
+   "paired_rate_cand_pct": 2.0338983050847457,
+   "ref_only": 57,
+   "cand_only": 40,
+   "p_mcnemar_exact": 0.10376938287271786,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.7378472222222222,
+    -1.5625,
+    0.0444878472222163
+   ]
+  },
+  "queries": {
+   "units": 749,
+   "n_units_all": 2748,
+   "n_units_kept": 749,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__m8_v3__queries.npz",
+   "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md
new file mode 100644
index 0000000000000000000000000000000000000000..ffd8cac4e61072e8ca53412fdb83960cf7c27b65
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre old_ref (fused_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.35 | 3.19 | 47 | 1 | 3.5e-13 | PERTE | -10.27 [-12.72 ; -7.59] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.26 | 3.28 | 14 | 24 | 0.14 | n.s. | +1.04 [+0.00 ; +2.08] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 0.12 | 0.12 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.86 | 1.86 | 29 | 29 | 1 | n.s. | -0.05 [-0.63 ; +0.63] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.75 | 2.03 | 57 | 40 | 0.1 | n.s. | -0.74 [-1.56 ; +0.04] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json
new file mode 100644
index 0000000000000000000000000000000000000000..ea35fd017d6906fbcc48610aaeb9091206f00dce
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json
@@ -0,0 +1,175 @@
+{
+ "tag": "m8_v3",
+ "base": "old_ref__v2b",
+ "base_key": "m9g_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/smoke/fin_m8_v3/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 502,
+   "n_units_all": 1949,
+   "n_units_kept": 502,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26320
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fc2.npz",
+   "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+   "ref_hits": 64,
+   "cand_hits": 16,
+   "paired_rate_ref_pct": 12.749003984063744,
+   "paired_rate_cand_pct": 3.187250996015936,
+   "ref_only": 49,
+   "cand_only": 1,
+   "p_mcnemar_exact": 9.059419880941277e-14,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -10.714285714285714,
+    -14.0625,
+    -7.8125
+   ]
+  },
+  "fresh_en": {
+   "units": 975,
+   "n_units_all": 2317,
+   "n_units_kept": 975,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32915
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_en.npz",
+   "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+   "ref_hits": 26,
+   "cand_hits": 32,
+   "paired_rate_ref_pct": 2.666666666666667,
+   "paired_rate_cand_pct": 3.282051282051282,
+   "ref_only": 18,
+   "cand_only": 24,
+   "p_mcnemar_exact": 0.44079906734259566,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.625,
+    -0.5208333333333333,
+    1.7708333333333333
+   ]
+  },
+  "fresh_fr": {
+   "units": 865,
+   "n_units_all": 2903,
+   "n_units_kept": 865,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25684
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_fr.npz",
+   "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+   "ref_hits": 36,
+   "cand_hits": 1,
+   "paired_rate_ref_pct": 4.161849710982659,
+   "paired_rate_cand_pct": 0.11560693641618498,
+   "ref_only": 36,
+   "cand_only": 1,
+   "p_mcnemar_exact": 5.529727786779404e-10,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -3.9663461538461537,
+    -6.009615384615385,
+    -1.9230769230769231
+   ]
+  },
+  "test20k": {
+   "units": 2102,
+   "n_units_all": 5505,
+   "n_units_kept": 2102,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test20k.npz",
+   "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+   "ref_hits": 37,
+   "cand_hits": 39,
+   "paired_rate_ref_pct": 1.7602283539486203,
+   "paired_rate_cand_pct": 1.8553758325404377,
+   "ref_only": 29,
+   "cand_only": 31,
+   "p_mcnemar_exact": 0.8974218269914305,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.048828125,
+    -0.78125,
+    0.87890625
+   ]
+  },
+  "test_v3": {
+   "units": 2360,
+   "n_units_all": 6133,
+   "n_units_kept": 2360,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77095
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test_v3.npz",
+   "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+   "ref_hits": 54,
+   "cand_hits": 48,
+   "paired_rate_ref_pct": 2.288135593220339,
+   "paired_rate_cand_pct": 2.0338983050847457,
+   "ref_only": 46,
+   "cand_only": 40,
+   "p_mcnemar_exact": 0.5900356111485574,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.26041666666666663,
+    -1.1295572916666667,
+    0.607638888888889
+   ]
+  },
+  "queries": {
+   "units": 749,
+   "n_units_all": 2748,
+   "n_units_kept": 749,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__queries.npz",
+   "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2",
+  "fresh_fr"
+ ],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md
new file mode 100644
index 0000000000000000000000000000000000000000..203bb2e9dd0a02a3da160259c53f2e72bc906b99
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre old_ref__v2b (m9g_hit)
+
+**NON RETENU** (pertes : fc2, fresh_fr ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.75 | 3.19 | 49 | 1 | 9.1e-14 | PERTE | -10.71 [-14.06 ; -7.81] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.67 | 3.28 | 18 | 24 | 0.44 | n.s. | +0.62 [-0.52 ; +1.77] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 4.16 | 0.12 | 36 | 1 | 5.5e-10 | PERTE | -3.97 [-6.01 ; -1.92] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.76 | 1.86 | 29 | 31 | 0.9 | n.s. | +0.05 [-0.78 ; +0.88] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.29 | 2.03 | 46 | 40 | 0.59 | n.s. | -0.26 [-1.13 ; +0.61] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3.json b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3.json
new file mode 100644
index 0000000000000000000000000000000000000000..b5296684c66951c2ccf419e8abcc3c3e4e8cf456
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3.json
@@ -0,0 +1,802 @@
+{
+ "tag": "m8_v3",
+ "primary": "v4.2 apparié",
+ "decision_principale": "NON RETENU",
+ "reference_principale": "old_ref",
+ "seen_reference": {
+  "window": "seen_snn",
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+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__fresh_fr.npz",
+      "spans_sha256": "81a4f9d8e2a52beb11e162a6b33c52468dd51957a2f680b5a91981aef1c283c9",
+      "ref_hits": 140,
+      "cand_hits": 140,
+      "paired_rate_ref_pct": 2.034587995930824,
+      "paired_rate_cand_pct": 2.034587995930824,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "test20k": {
+      "units": 16176,
+      "n_units_all": 20000,
+      "n_units_kept": 16176,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       80053
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__test20k.npz",
+      "spans_sha256": "9e8fd978e93e570205c9f51084a7aae8be35971652e3f9cb3b78d25b557769f0",
+      "ref_hits": 575,
+      "cand_hits": 575,
+      "paired_rate_ref_pct": 3.554648862512364,
+      "paired_rate_cand_pct": 3.554648862512364,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "test_v3": {
+      "units": 16210,
+      "n_units_all": 20000,
+      "n_units_kept": 16210,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       77095
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__test_v3.npz",
+      "spans_sha256": "078e0dba364757b3fe2ab155c27f0fa430798b6c821d596c875d39b434dc5e02",
+      "ref_hits": 531,
+      "cand_hits": 531,
+      "paired_rate_ref_pct": 3.2757557063541025,
+      "paired_rate_cand_pct": 3.2757557063541025,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     },
+     "queries": {
+      "units": 6100,
+      "n_units_all": 7750,
+      "n_units_kept": 6100,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       27800
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_v3__m8_v3__queries.npz",
+      "spans_sha256": "2985765e750bdadaf0fdf06200ff1eaffb260afd6641643ed4b9651a63714134",
+      "ref_hits": 250,
+      "cand_hits": 250,
+      "paired_rate_ref_pct": 4.098360655737705,
+      "paired_rate_cand_pct": 4.098360655737705,
+      "ref_only": 0,
+      "cand_only": 0,
+      "p_mcnemar_exact": 1.0,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.0,
+       0.0,
+       0.0
+      ]
+     }
+    }
+   },
+   "m8_broad14": {
+    "base": "m8_broad14",
+    "suffix": "",
+    "key": "fused_hit",
+    "status": "OK",
+    "decision": "NON RETENU",
+    "losses": [
+     "fc2"
+    ],
+    "gains_fresh": [
+     "fresh_en",
+     "test20k",
+     "test_v3"
+    ],
+    "masks": [
+     "broad_gutenberg_v1_2134.npz",
+     "corpus_v3_full_0450.npz"
+    ],
+    "json": "v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json",
+    "md": "v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md",
+    "windows": {
+     "fc2": {
+      "units": 5772,
+      "n_units_all": 7578,
+      "n_units_kept": 5772,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       26320
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fc2.npz",
+      "spans_sha256": "30fc927d833154c4ee5e6490171d14130ef41a661b195c41f6d4871c0817a974",
+      "ref_hits": 894,
+      "cand_hits": 842,
+      "paired_rate_ref_pct": 15.48856548856549,
+      "paired_rate_cand_pct": 14.587664587664587,
+      "ref_only": 147,
+      "cand_only": 95,
+      "p_mcnemar_exact": 0.001003343251492825,
+      "sig_gain": false,
+      "sig_loss": true,
+      "boot_units64_delta_ci95_pct": [
+       -0.9027777777777777,
+       -1.5277777777777777,
+       -0.2951388888888889
+      ]
+     },
+     "fresh_en": {
+      "units": 6239,
+      "n_units_all": 7977,
+      "n_units_kept": 6239,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       32911
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_en.npz",
+      "spans_sha256": "b85f21bd8b28c275873c05dac42adac063dacc103b07dd0ef5d131e09e828538",
+      "ref_hits": 328,
+      "cand_hits": 359,
+      "paired_rate_ref_pct": 5.257252764866164,
+      "paired_rate_cand_pct": 5.754127263984613,
+      "ref_only": 48,
+      "cand_only": 79,
+      "p_mcnemar_exact": 0.007519595098399993,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.4510309278350515,
+       0.11275773195876287,
+       0.8054123711340205
+      ]
+     },
+     "fresh_fr": {
+      "units": 4678,
+      "n_units_all": 7972,
+      "n_units_kept": 4678,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       25684
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_fr.npz",
+      "spans_sha256": "8921db5220dd15e29f1060e7857990274eb5cf2bd938c21621b9eef7f60db767",
+      "ref_hits": 145,
+      "cand_hits": 140,
+      "paired_rate_ref_pct": 3.099615220179564,
+      "paired_rate_cand_pct": 2.992731936725096,
+      "ref_only": 17,
+      "cand_only": 12,
+      "p_mcnemar_exact": 0.45825831964612007,
+      "sig_gain": false,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       -0.10702054794520548,
+       -0.449486301369863,
+       0.19263698630136986
+      ]
+     },
+     "test20k": {
+      "units": 14909,
+      "n_units_all": 19907,
+      "n_units_kept": 14909,
+      "excluded_mask": 201,
+      "byte_range": [
+       3,
+       80053
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test20k.npz",
+      "spans_sha256": "0e221f38a561b9e079ca5cda306a887f228a5f87671b7228d5ba82e674583c71",
+      "ref_hits": 539,
+      "cand_hits": 573,
+      "paired_rate_ref_pct": 3.6152659467435773,
+      "paired_rate_cand_pct": 3.843316117781206,
+      "ref_only": 84,
+      "cand_only": 118,
+      "p_mcnemar_exact": 0.02001241306353368,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.2222521551724138,
+       0.020204741379310345,
+       0.43103448275862066
+      ]
+     },
+     "test_v3": {
+      "units": 14697,
+      "n_units_all": 19900,
+      "n_units_kept": 14697,
+      "excluded_mask": 0,
+      "byte_range": [
+       2,
+       77091
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test_v3.npz",
+      "spans_sha256": "24b92a5706034685bc171ce28c277b002ff212ce85cad9e3e5d162ae33eaefc7",
+      "ref_hits": 493,
+      "cand_hits": 526,
+      "paired_rate_ref_pct": 3.3544260733483022,
+      "paired_rate_cand_pct": 3.5789616928624888,
+      "ref_only": 87,
+      "cand_only": 120,
+      "p_mcnemar_exact": 0.025899541336068848,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       0.2251637554585153,
+       0.02729257641921397,
+       0.4093886462882096
+      ]
+     },
+     "queries": {
+      "units": 4750,
+      "n_units_all": 7750,
+      "n_units_kept": 4750,
+      "excluded_mask": 0,
+      "byte_range": [
+       3,
+       27800
+      ],
+      "spans_file": "../v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__queries.npz",
+      "spans_sha256": "85a7285080de562045bf17a60d97ce4ee2e641ecf77ee2b2d2ef984a11e1d153",
+      "ref_hits": 199,
+      "cand_hits": 250,
+      "paired_rate_ref_pct": 4.189473684210526,
+      "paired_rate_cand_pct": 5.263157894736842,
+      "ref_only": 7,
+      "cand_only": 58,
+      "p_mcnemar_exact": 4.270521620792361e-11,
+      "sig_gain": true,
+      "sig_loss": false,
+      "boot_units64_delta_ci95_pct": [
+       1.0768581081081081,
+       0.8445945945945946,
+       1.3091216216216217
+      ]
+     }
+    }
+   }
+  },
+  "peak_rss_mb_children": 106.53125
+ },
+ "v41_non_apparie_ne_pas_citer": {
+  "generated": "SMOKE",
+  "seen": {
+   "seen_snn": {
+    "def": "SMOKE (faux seen)",
+    "acc_invocab_pct": 0.0,
+    "snn_invocab_pct": 0.0,
+    "trained_ok": true,
+    "audit": {
+     "trained_frac": 1.0,
+     "snn_trained_invocab_n": 1,
+     "invocab_n": 1
+    }
+   }
+  }
+ }
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3.md b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3.md
new file mode 100644
index 0000000000000000000000000000000000000000..9f2ec05e4d96193640cf1d5140f6947cf898df00
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3.md
@@ -0,0 +1,68 @@
+# Verdict PRINCIPAL v4.2 (apparié, segmentation commune figée) — m8_v3 — SMOKE
+
+**Décision principale (contre old_ref, règle Checker v4.2) : NON RETENU**
+
+seen_snn (RÉFÉRENCE seen) : acc invocab 0.00 % (SNN seul 0.00 %), trained_frac 1.0000 (1/1) ≥ 0,99 ; SMOKE (faux seen). seen non apparié (octets propres à chaque corpus).
+
+## Règle patron « meilleur sur seen ET frais » (distincte de la décision Checker v4.2)
+
+Seen NON APPARIÉ : seen_snn de cov b (tranche SNN de son train) contre seen banc v4 de la référence (results_v4.jsonl ; autres octets, autre segmentation) → indicatif seulement. Frais = décision v4.2 appariée.
+
+| référence | seen cov b (seen_snn) % | seen réf (banc v4) % | trained_frac seen réf | frais v4.2 | règle patron |
+|---|---|---|---|---|---|
+| old_ref | 0.00 | 98.33 | non audité | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| old_ref__v2b | 0.00 | — | non audité | NON RETENU | NON ÉVALUABLE (seen de la référence non mesuré pour la variante __v2b) |
+| m8_v3 | 0.00 | 91.94 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+| m8_broad14 | 0.00 | 91.82 | 1.0 | NON RETENU | NON (seen ≤ réf, indicatif non apparié ; frais v4.2 NON RETENU) |
+
+Méthode : checker/scale/verdict_v42.py (copie v42/, sha256 a055feaa…) — unités = segments entre frontières de patch communes aux deux bras, gardées ssi in-vocab dans les DEUX bras et aucun octet exclu (masque propre union), taux APPARIÉS + McNemar exact ; bootstrap indicatif. Références = hits Checker hits_v4 (copies figées dans v42_m8_v3/hits/, sha256 dans v42_m8_v3.json).
+
+### contre old_ref (DÉCISION PRINCIPALE) : **NON RETENU** (pertes : fc2 ; gains frais : aucun ; masques union : corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.35 | 3.19 | 47 | 1 | 3.5e-13 | PERTE | -10.27 [-12.72 ; -7.59] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.26 | 3.28 | 14 | 24 | 0.14 | n.s. | +1.04 [+0.00 ; +2.08] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 0.12 | 0.12 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.86 | 1.86 | 29 | 29 | 1 | n.s. | -0.05 [-0.63 ; +0.63] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.75 | 2.03 | 57 | 40 | 0.1 | n.s. | -0.74 [-1.56 ; +0.04] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+### contre old_ref__v2b : **NON RETENU** (pertes : fc2, fresh_fr ; gains frais : aucun ; masques union : corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.75 | 3.19 | 49 | 1 | 9.1e-14 | PERTE | -10.71 [-14.06 ; -7.81] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.67 | 3.28 | 18 | 24 | 0.44 | n.s. | +0.62 [-0.52 ; +1.77] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 4.16 | 0.12 | 36 | 1 | 5.5e-10 | PERTE | -3.97 [-6.01 ; -1.92] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.76 | 1.86 | 29 | 31 | 0.9 | n.s. | +0.05 [-0.78 ; +0.88] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.29 | 2.03 | 46 | 40 | 0.59 | n.s. | -0.26 [-1.13 ; +0.61] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+### contre m8_v3 : **NON RETENU** (pertes : aucune ; gains frais : aucun ; masques union : corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 6207/8000 | 14.45 | 14.45 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | e533b3a8e78033c5 |
+| fresh_en | 6509/8000 | 5.55 | 5.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | f3024eafac0127c7 |
+| fresh_fr | 6881/8000 | 2.03 | 2.03 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 81a4f9d8e2a52beb |
+| test20k | 16176/20000 | 3.55 | 3.55 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 9e8fd978e93e5702 |
+| test_v3 | 16210/20000 | 3.28 | 3.28 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 078e0dba364757b3 |
+| queries (à part) | 6100/7750 | 4.10 | 4.10 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 2985765e750bdada |
+
+### contre m8_broad14 : **NON RETENU** (pertes : fc2 ; gains frais : fresh_en, test20k, test_v3 ; masques union : broad_gutenberg_v1_2134.npz, corpus_v3_full_0450.npz)
+
+| fenêtre | unités gardées/toutes | taux APPARIÉ réf % | taux APPARIÉ cand (cov b) % | ref_only | cand_only | p McNemar exact | décision | bootstrap Δ % [IC95] (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 5772/7578 | 15.49 | 14.59 | 147 | 95 | 0.001 | PERTE | -0.90 [-1.53 ; -0.30] | 30fc927d833154c4 |
+| fresh_en | 6239/7977 | 5.26 | 5.75 | 48 | 79 | 0.0075 | GAIN | +0.45 [+0.11 ; +0.81] | b85f21bd8b28c275 |
+| fresh_fr | 4678/7972 | 3.10 | 2.99 | 17 | 12 | 0.46 | n.s. | -0.11 [-0.45 ; +0.19] | 8921db5220dd15e2 |
+| test20k | 14909/19907 | 3.62 | 3.84 | 84 | 118 | 0.02 | GAIN | +0.22 [+0.02 ; +0.43] | 0e221f38a561b9e0 |
+| test_v3 | 14697/19900 | 3.35 | 3.58 | 87 | 120 | 0.026 | GAIN | +0.23 [+0.03 ; +0.41] | 24b92a5706034685 |
+| queries (à part) | 4750/7750 | 4.19 | 5.26 | 7 | 58 | 4.3e-11 | GAIN | +1.08 [+0.84 ; +1.31] | 85a7285080de5620 |
+
+
+## v4.1 non apparié — ne pas citer
+
+(taux par bras sur des segmentations différentes ; conservé pour traçabilité seulement)
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3_v41_non_apparie.json b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3_v41_non_apparie.json
new file mode 100644
index 0000000000000000000000000000000000000000..d40d8c574a888de1de043e76fd00e7712346061f
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3_v41_non_apparie.json
@@ -0,0 +1 @@
+{"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": true, "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3_v41_non_apparie.md b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3_v41_non_apparie.md
new file mode 100644
index 0000000000000000000000000000000000000000..f132a3eceec1d18e31c95179d1544ac1b2c7a239
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/fin_m8_v3/verdict_m8_v3_v41_non_apparie.md
@@ -0,0 +1 @@
+(tableau v4.1 SMOKE)
diff --git a/results/hashing/covb_v3_eval/smoke/smoke_finalize.py b/results/hashing/covb_v3_eval/smoke/smoke_finalize.py
new file mode 100644
index 0000000000000000000000000000000000000000..f700793c51647a5be675ab70020a490cced36551
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/smoke_finalize.py
@@ -0,0 +1,13 @@
+# SPIRA Hashing — smoke léger de finalize() (verdict principal v4.2) : candidat = hits Checker existants, aucun modèle, aucun train lu.
+import os, sys, json, shutil, resource
+D0 = os.path.dirname(os.path.dirname(os.path.abspath(__file__))); CAND = sys.argv[1]; F = f"{D0}/smoke/fin_{CAND}"
+shutil.rmtree(F, ignore_errors=True); os.makedirs(f"{F}/hits")
+os.symlink(f"{D0}/verdict_covb_v42.py", f"{F}/verdict_covb_v42.py"); os.symlink(f"{D0}/v42", f"{F}/v42")
+for w in ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]: shutil.copyfile(f"/workspace/spira_shared/checker/scale/hits_v4/{CAND}__{w}.npz", f"{F}/hits/{CAND}__{w}.npz")
+sys.argv = ["report_covb.py", "--smoke"]; g = {"__name__": "smoke", "__file__": f"{D0}/report_covb.py"}; exec(open(f"{D0}/report_covb.py").read(), g)
+g["D"] = F
+R = {"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": True,
+     "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
+ob = f"{F}/verdict_{CAND}"; open(ob + ".md", "w").write("(tableau v4.1 SMOKE)\n"); json.dump(R, open(ob + ".json", "w"))
+g["finalize"](CAND, R, ob)
+print("RSS max Mo : moi", resource.getrusage(resource.RUSAGE_SELF).ru_maxrss // 1024, "enfants", resource.getrusage(resource.RUSAGE_CHILDREN).ru_maxrss // 1024)
diff --git a/results/hashing/covb_v3_eval/smoke/smoke_indispo.py b/results/hashing/covb_v3_eval/smoke/smoke_indispo.py
new file mode 100644
index 0000000000000000000000000000000000000000..879e910b5d18a74c3dde9604da975879c6ef8b80
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/smoke_indispo.py
@@ -0,0 +1,13 @@
+# SPIRA Hashing — smoke léger de finalize() (verdict principal v4.2) : candidat = hits Checker existants, aucun modèle, aucun train lu.
+import os, sys, json, shutil, resource
+D0 = os.path.dirname(os.path.dirname(os.path.abspath(__file__))); CAND = sys.argv[1]; F = f"{D0}/smoke/fin_indispo_{CAND}"
+shutil.rmtree(F, ignore_errors=True); os.makedirs(f"{F}/hits")
+os.symlink(f"{D0}/verdict_covb_v42.py", f"{F}/verdict_covb_v42.py"); os.symlink(f"{D0}/v42", f"{F}/v42")
+for w in ["fc2", "fresh_en", "fresh_fr", "test20k", "test_v3", "queries"]: shutil.copyfile(f"/workspace/spira_shared/checker/scale/hits_v4/{CAND}__{w}.npz", f"{F}/hits/{CAND}__{w}.npz")
+sys.argv = ["report_covb.py", "--smoke"]; g = {"__name__": "smoke", "__file__": f"{D0}/report_covb.py"}; exec(open(f"{D0}/report_covb.py").read(), g)
+g["D"] = F; g["V42_PRIMARY"] = "ref_inexistante"
+R = {"generated": "SMOKE", "seen": {"seen_snn": {"def": "SMOKE (faux seen)", "acc_invocab_pct": 0.0, "snn_invocab_pct": 0.0, "trained_ok": True,
+     "audit": {"trained_frac": 1.0, "snn_trained_invocab_n": 1, "invocab_n": 1}}}}
+ob = f"{F}/verdict_{CAND}"; open(ob + ".md", "w").write("(tableau v4.1 SMOKE)\n"); json.dump(R, open(ob + ".json", "w"))
+g["finalize"](CAND, R, ob)
+print("RSS max Mo : moi", resource.getrusage(resource.RUSAGE_SELF).ru_maxrss // 1024, "enfants", resource.getrusage(resource.RUSAGE_CHILDREN).ru_maxrss // 1024)
diff --git a/results/hashing/covb_v3_eval/smoke/smoke_v3.py b/results/hashing/covb_v3_eval/smoke/smoke_v3.py
new file mode 100644
index 0000000000000000000000000000000000000000..55129d693c5237b09e88fcf65b83ef47610b6a64
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/smoke_v3.py
@@ -0,0 +1,20 @@
+# SPIRA Hashing — smoke léger covb_v3_eval (aucun modèle, aucun train complet chargé)
+import os, sys, hashlib, json, resource
+D = "/workspace/spira_shared/hashing_gen/covb_v3_eval"; sys.path.insert(0, D); os.chdir(D)
+import numpy as np, bench_common as bc, cov_bytes_m8 as cb, lowmem_bg1c as lb
+for m in (bc, cb, lb): assert os.path.dirname(os.path.abspath(m.__file__)) == D, m.__file__
+print("imports locaux OK ; corpus_v3 =", bc.CORPORA["corpus_v3"])
+MK = np.load(f"{D}/masks/corpus_v3_full_0450.npz"); print("masque train sha", str(MK["train_sha256"])[:12], "bytes", int(MK["train_bytes"]))
+h = hashlib.sha256()
+with open("/workspace/spira_shared/corpus_v3/train.bin", "rb") as f:
+    for c in iter(lambda: f.read(1 << 22), b""): h.update(c)
+print("train.bin sha", h.hexdigest()[:12], "== masque :", h.hexdigest() == str(MK["train_sha256"]))
+W = bc.fixed_windows()
+for w, (data, n) in W.items():
+    s = hashlib.sha256(data).hexdigest(); ms = str(MK[f"sha__bench_{w}"])
+    print(f"{w:13s} {len(data):8d} o sha {s[:12]} masque {ms[:12]} {'OK' if s == ms else 'DIFF'} excl={int(MK[f'bench_{w}__excl'].sum())} covered={int(MK[f'bench_{w}__covered'].sum())}")
+sys.argv = ["report_covb.py", "--import-only"]
+src = open(f"{D}/report_covb.py").read(); g = {"__name__": "smoke", "__file__": f"{D}/report_covb.py"}
+exec(src, g)
+print("report_covb importé : TRAIN", g["TRAIN"], "FRESH", g["FRESH"], "SEP", g["SEP"])
+print("pic RSS", resource.getrusage(resource.RUSAGE_SELF).ru_maxrss // 1024, "Mo")
diff --git a/results/hashing/covb_v3_eval/smoke/v42_m8_v3/v42_m8_v3.json b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/v42_m8_v3.json
new file mode 100644
index 0000000000000000000000000000000000000000..64922dffc00b0bdb9438b8d827dbe48973cf4caa
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/v42_m8_v3.json
@@ -0,0 +1,561 @@
+{
+ "tag": "m8_v3",
+ "method": "v4.2 Checker (copie octet-identique, sha a055feaa96f5f134…)",
+ "copied_hits_sha256": {
+  "m8_v3__fc2": "73ae2c7ad92040675930233832826a1e60993344177912cbd0551dff20edba1a",
+  "m8_v3__fresh_en": "34fce28aec581c8c4cb78117d8370690587ee25b29ec4e96db4f664084487487",
+  "m8_v3__fresh_fr": "351eedbdb519ef3dca10f71fc443f3b4401d33e228997ba4870ad48873c70564",
+  "m8_v3__test20k": "864143ca27f779decccaf45b5df1fadefa9862fb6e62aa6efbb95e532bc7db40",
+  "m8_v3__test_v3": "2f90cc467ecbe808aa56da20ea301c6c75c28ffd4c3c745fef04b7d80c2bfd61",
+  "m8_v3__queries": "55d944b6d5286059c2901a241dbaf559a68abf0d5ddc136927fc301a1eafca18",
+  "old_ref__fc2": "403b919e97adfddcef64e70f468eeb7dc5193293144c4d783740e2dc134c2138",
+  "old_ref__fresh_en": "55328c1e6925c8142f68859ac4a8f4dd1e6b3ec159e6663f2aa3dd38ca3f73a4",
+  "old_ref__fresh_fr": "a387ac0eda8b4c080e9549c35482ba170bd0d0d95d51f2e958e7383c1f739132",
+  "old_ref__test20k": "96db298b59b358ceca9ce0e8bb2db180d04cce05fbd5fc7fe0b1d53ae2c67329",
+  "old_ref__test_v3": "2a86f2fdbe86b0199846c033da843d8120d7f4561b4875901e5ee31bcfc60aa3",
+  "old_ref__queries": "6bacb4465f047af8bbed7e29d46ca4c70bd87a47c9f7671405ab6bf6afdefa18",
+  "old_ref__fc2__v2b": "64070eee7f33236529b311112646e9723d48d4a047085ee9e3bb8d8cccc108f5",
+  "old_ref__fresh_en__v2b": "492badbd7acafdcef02abaab6783d02ac029b37058230a41924ecb42eac5074a",
+  "old_ref__fresh_fr__v2b": "0ca1c48effe00e0fd4ccaaf9117ebf262ded65c7371123f9ca7681bdc12d3fde",
+  "old_ref__test20k__v2b": "6d80614406e9d1b0e0212ce12526eafe7eedbe7d9a6b3f32ceb53feb3f00d94b",
+  "old_ref__test_v3__v2b": "c61a1665e22b68ac88dcc344a5879355f375caca065f0ae602728a27c4e618e0",
+  "old_ref__queries__v2b": "a21570886aabd9baa519bfed36c762b73f835b1c778dd14bca8c1ef1645abeba",
+  "m8_broad14__fc2": "75006dc065c0d44da6d1f65e81c7eaebfac357f1df48b84783d2c028d67f3a21",
+  "m8_broad14__fresh_en": "f4ed7033822b92e0538af7b2fb24c304faf632c83f3168b91cb054ebb482e941",
+  "m8_broad14__fresh_fr": "54a5a636c70c2a4b7580e74ff6c7e3e0094d34da857456d8155136f39e5bf616",
+  "m8_broad14__test20k": "5775269a3844a6102ec831521126de316ba8db19cd47a4afb929e3d84e2f6611",
+  "m8_broad14__test_v3": "9237d7d8f5385fe4a33e4fa4d87437326c924588511caa9d22bc396831afe4e6",
+  "m8_broad14__queries": "37538b014fc2f2fcab49667892d899d29e76f3e50a43ef532186ae6d92523790"
+ },
+ "refs": {
+  "old_ref": {
+   "base": "old_ref",
+   "suffix": "",
+   "key": "fused_hit",
+   "status": "OK",
+   "decision": "NON RETENU",
+   "losses": [
+    "fc2"
+   ],
+   "gains_fresh": [],
+   "masks": [
+    "corpus_v3_full_0450.npz"
+   ],
+   "json": "smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json",
+   "md": "smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md",
+   "windows": {
+    "fc2": {
+     "units": 502,
+     "n_units_all": 1949,
+     "n_units_kept": 502,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      26320
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__fc2.npz",
+     "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+     "ref_hits": 62,
+     "cand_hits": 16,
+     "paired_rate_ref_pct": 12.350597609561753,
+     "paired_rate_cand_pct": 3.187250996015936,
+     "ref_only": 47,
+     "cand_only": 1,
+     "p_mcnemar_exact": 3.481659405224491e-13,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -10.267857142857142,
+      -12.723214285714285,
+      -7.5892857142857135
+     ]
+    },
+    "fresh_en": {
+     "units": 975,
+     "n_units_all": 2317,
+     "n_units_kept": 975,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      32915
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_en.npz",
+     "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+     "ref_hits": 22,
+     "cand_hits": 32,
+     "paired_rate_ref_pct": 2.2564102564102564,
+     "paired_rate_cand_pct": 3.282051282051282,
+     "ref_only": 14,
+     "cand_only": 24,
+     "p_mcnemar_exact": 0.14330665429588407,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      1.0416666666666665,
+      0.0,
+      2.083333333333333
+     ]
+    },
+    "fresh_fr": {
+     "units": 865,
+     "n_units_all": 2903,
+     "n_units_kept": 865,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      25684
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_fr.npz",
+     "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+     "ref_hits": 1,
+     "cand_hits": 1,
+     "paired_rate_ref_pct": 0.11560693641618498,
+     "paired_rate_cand_pct": 0.11560693641618498,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    },
+    "test20k": {
+     "units": 2102,
+     "n_units_all": 5505,
+     "n_units_kept": 2102,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      80053
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__test20k.npz",
+     "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+     "ref_hits": 39,
+     "cand_hits": 39,
+     "paired_rate_ref_pct": 1.8553758325404377,
+     "paired_rate_cand_pct": 1.8553758325404377,
+     "ref_only": 29,
+     "cand_only": 29,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      -0.048828125,
+      -0.634765625,
+      0.634765625
+     ]
+    },
+    "test_v3": {
+     "units": 2360,
+     "n_units_all": 6133,
+     "n_units_kept": 2360,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      77095
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__test_v3.npz",
+     "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+     "ref_hits": 65,
+     "cand_hits": 48,
+     "paired_rate_ref_pct": 2.754237288135593,
+     "paired_rate_cand_pct": 2.0338983050847457,
+     "ref_only": 57,
+     "cand_only": 40,
+     "p_mcnemar_exact": 0.10376938287271786,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      -0.7378472222222222,
+      -1.5625,
+      0.0444878472222163
+     ]
+    },
+    "queries": {
+     "units": 749,
+     "n_units_all": 2748,
+     "n_units_kept": 749,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      27800
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__queries.npz",
+     "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+     "ref_hits": 0,
+     "cand_hits": 0,
+     "paired_rate_ref_pct": 0.0,
+     "paired_rate_cand_pct": 0.0,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    }
+   }
+  },
+  "old_ref__v2b": {
+   "base": "old_ref",
+   "suffix": "__v2b",
+   "key": "m9g_hit",
+   "status": "OK",
+   "decision": "NON RETENU",
+   "losses": [
+    "fc2",
+    "fresh_fr"
+   ],
+   "gains_fresh": [],
+   "masks": [
+    "corpus_v3_full_0450.npz"
+   ],
+   "json": "smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json",
+   "md": "smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md",
+   "windows": {
+    "fc2": {
+     "units": 502,
+     "n_units_all": 1949,
+     "n_units_kept": 502,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      26320
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fc2.npz",
+     "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+     "ref_hits": 64,
+     "cand_hits": 16,
+     "paired_rate_ref_pct": 12.749003984063744,
+     "paired_rate_cand_pct": 3.187250996015936,
+     "ref_only": 49,
+     "cand_only": 1,
+     "p_mcnemar_exact": 9.059419880941277e-14,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -10.714285714285714,
+      -14.0625,
+      -7.8125
+     ]
+    },
+    "fresh_en": {
+     "units": 975,
+     "n_units_all": 2317,
+     "n_units_kept": 975,
+     "excluded_mask": 0,
+     "byte_range": [
+      4,
+      32915
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_en.npz",
+     "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+     "ref_hits": 26,
+     "cand_hits": 32,
+     "paired_rate_ref_pct": 2.666666666666667,
+     "paired_rate_cand_pct": 3.282051282051282,
+     "ref_only": 18,
+     "cand_only": 24,
+     "p_mcnemar_exact": 0.44079906734259566,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.625,
+      -0.5208333333333333,
+      1.7708333333333333
+     ]
+    },
+    "fresh_fr": {
+     "units": 865,
+     "n_units_all": 2903,
+     "n_units_kept": 865,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      25684
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_fr.npz",
+     "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+     "ref_hits": 36,
+     "cand_hits": 1,
+     "paired_rate_ref_pct": 4.161849710982659,
+     "paired_rate_cand_pct": 0.11560693641618498,
+     "ref_only": 36,
+     "cand_only": 1,
+     "p_mcnemar_exact": 5.529727786779404e-10,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -3.9663461538461537,
+      -6.009615384615385,
+      -1.9230769230769231
+     ]
+    },
+    "test20k": {
+     "units": 2102,
+     "n_units_all": 5505,
+     "n_units_kept": 2102,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      80053
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test20k.npz",
+     "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+     "ref_hits": 37,
+     "cand_hits": 39,
+     "paired_rate_ref_pct": 1.7602283539486203,
+     "paired_rate_cand_pct": 1.8553758325404377,
+     "ref_only": 29,
+     "cand_only": 31,
+     "p_mcnemar_exact": 0.8974218269914305,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.048828125,
+      -0.78125,
+      0.87890625
+     ]
+    },
+    "test_v3": {
+     "units": 2360,
+     "n_units_all": 6133,
+     "n_units_kept": 2360,
+     "excluded_mask": 0,
+     "byte_range": [
+      5,
+      77095
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test_v3.npz",
+     "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+     "ref_hits": 54,
+     "cand_hits": 48,
+     "paired_rate_ref_pct": 2.288135593220339,
+     "paired_rate_cand_pct": 2.0338983050847457,
+     "ref_only": 46,
+     "cand_only": 40,
+     "p_mcnemar_exact": 0.5900356111485574,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      -0.26041666666666663,
+      -1.1295572916666667,
+      0.607638888888889
+     ]
+    },
+    "queries": {
+     "units": 749,
+     "n_units_all": 2748,
+     "n_units_kept": 749,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      27800
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__queries.npz",
+     "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+     "ref_hits": 0,
+     "cand_hits": 0,
+     "paired_rate_ref_pct": 0.0,
+     "paired_rate_cand_pct": 0.0,
+     "ref_only": 0,
+     "cand_only": 0,
+     "p_mcnemar_exact": 1.0,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.0,
+      0.0,
+      0.0
+     ]
+    }
+   }
+  },
+  "m8_broad14": {
+   "base": "m8_broad14",
+   "suffix": "",
+   "key": "fused_hit",
+   "status": "OK",
+   "decision": "NON RETENU",
+   "losses": [
+    "fc2"
+   ],
+   "gains_fresh": [
+    "fresh_en",
+    "test20k",
+    "test_v3"
+   ],
+   "masks": [
+    "broad_gutenberg_v1_2134.npz",
+    "corpus_v3_full_0450.npz"
+   ],
+   "json": "smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json",
+   "md": "smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md",
+   "windows": {
+    "fc2": {
+     "units": 5772,
+     "n_units_all": 7578,
+     "n_units_kept": 5772,
+     "excluded_mask": 0,
+     "byte_range": [
+      2,
+      26320
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fc2.npz",
+     "spans_sha256": "30fc927d833154c4ee5e6490171d14130ef41a661b195c41f6d4871c0817a974",
+     "ref_hits": 894,
+     "cand_hits": 842,
+     "paired_rate_ref_pct": 15.48856548856549,
+     "paired_rate_cand_pct": 14.587664587664587,
+     "ref_only": 147,
+     "cand_only": 95,
+     "p_mcnemar_exact": 0.001003343251492825,
+     "sig_gain": false,
+     "sig_loss": true,
+     "boot_units64_delta_ci95_pct": [
+      -0.9027777777777777,
+      -1.5277777777777777,
+      -0.2951388888888889
+     ]
+    },
+    "fresh_en": {
+     "units": 6239,
+     "n_units_all": 7977,
+     "n_units_kept": 6239,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      32911
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_en.npz",
+     "spans_sha256": "b85f21bd8b28c275873c05dac42adac063dacc103b07dd0ef5d131e09e828538",
+     "ref_hits": 328,
+     "cand_hits": 359,
+     "paired_rate_ref_pct": 5.257252764866164,
+     "paired_rate_cand_pct": 5.754127263984613,
+     "ref_only": 48,
+     "cand_only": 79,
+     "p_mcnemar_exact": 0.007519595098399993,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.4510309278350515,
+      0.11275773195876287,
+      0.8054123711340205
+     ]
+    },
+    "fresh_fr": {
+     "units": 4678,
+     "n_units_all": 7972,
+     "n_units_kept": 4678,
+     "excluded_mask": 0,
+     "byte_range": [
+      2,
+      25684
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_fr.npz",
+     "spans_sha256": "8921db5220dd15e29f1060e7857990274eb5cf2bd938c21621b9eef7f60db767",
+     "ref_hits": 145,
+     "cand_hits": 140,
+     "paired_rate_ref_pct": 3.099615220179564,
+     "paired_rate_cand_pct": 2.992731936725096,
+     "ref_only": 17,
+     "cand_only": 12,
+     "p_mcnemar_exact": 0.45825831964612007,
+     "sig_gain": false,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      -0.10702054794520548,
+      -0.449486301369863,
+      0.19263698630136986
+     ]
+    },
+    "test20k": {
+     "units": 14909,
+     "n_units_all": 19907,
+     "n_units_kept": 14909,
+     "excluded_mask": 201,
+     "byte_range": [
+      3,
+      80053
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test20k.npz",
+     "spans_sha256": "0e221f38a561b9e079ca5cda306a887f228a5f87671b7228d5ba82e674583c71",
+     "ref_hits": 539,
+     "cand_hits": 573,
+     "paired_rate_ref_pct": 3.6152659467435773,
+     "paired_rate_cand_pct": 3.843316117781206,
+     "ref_only": 84,
+     "cand_only": 118,
+     "p_mcnemar_exact": 0.02001241306353368,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.2222521551724138,
+      0.020204741379310345,
+      0.43103448275862066
+     ]
+    },
+    "test_v3": {
+     "units": 14697,
+     "n_units_all": 19900,
+     "n_units_kept": 14697,
+     "excluded_mask": 0,
+     "byte_range": [
+      2,
+      77091
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test_v3.npz",
+     "spans_sha256": "24b92a5706034685bc171ce28c277b002ff212ce85cad9e3e5d162ae33eaefc7",
+     "ref_hits": 493,
+     "cand_hits": 526,
+     "paired_rate_ref_pct": 3.3544260733483022,
+     "paired_rate_cand_pct": 3.5789616928624888,
+     "ref_only": 87,
+     "cand_only": 120,
+     "p_mcnemar_exact": 0.025899541336068848,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      0.2251637554585153,
+      0.02729257641921397,
+      0.4093886462882096
+     ]
+    },
+    "queries": {
+     "units": 4750,
+     "n_units_all": 7750,
+     "n_units_kept": 4750,
+     "excluded_mask": 0,
+     "byte_range": [
+      3,
+      27800
+     ],
+     "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__queries.npz",
+     "spans_sha256": "85a7285080de562045bf17a60d97ce4ee2e641ecf77ee2b2d2ef984a11e1d153",
+     "ref_hits": 199,
+     "cand_hits": 250,
+     "paired_rate_ref_pct": 4.189473684210526,
+     "paired_rate_cand_pct": 5.263157894736842,
+     "ref_only": 7,
+     "cand_only": 58,
+     "p_mcnemar_exact": 4.270521620792361e-11,
+     "sig_gain": true,
+     "sig_loss": false,
+     "boot_units64_delta_ci95_pct": [
+      1.0768581081081081,
+      0.8445945945945946,
+      1.3091216216216217
+     ]
+    }
+   }
+  }
+ },
+ "peak_rss_mb_children": 106.42578125
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json
new file mode 100644
index 0000000000000000000000000000000000000000..133400f5e142f07781521c97368041a6ff62557a
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.json
@@ -0,0 +1,181 @@
+{
+ "tag": "m8_v3",
+ "base": "m8_broad14",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/v42/clean_masks/broad_gutenberg_v1_2134.npz",
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 5772,
+   "n_units_all": 7578,
+   "n_units_kept": 5772,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    26320
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fc2.npz",
+   "spans_sha256": "30fc927d833154c4ee5e6490171d14130ef41a661b195c41f6d4871c0817a974",
+   "ref_hits": 894,
+   "cand_hits": 842,
+   "paired_rate_ref_pct": 15.48856548856549,
+   "paired_rate_cand_pct": 14.587664587664587,
+   "ref_only": 147,
+   "cand_only": 95,
+   "p_mcnemar_exact": 0.001003343251492825,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -0.9027777777777777,
+    -1.5277777777777777,
+    -0.2951388888888889
+   ]
+  },
+  "fresh_en": {
+   "units": 6239,
+   "n_units_all": 7977,
+   "n_units_kept": 6239,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    32911
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_en.npz",
+   "spans_sha256": "b85f21bd8b28c275873c05dac42adac063dacc103b07dd0ef5d131e09e828538",
+   "ref_hits": 328,
+   "cand_hits": 359,
+   "paired_rate_ref_pct": 5.257252764866164,
+   "paired_rate_cand_pct": 5.754127263984613,
+   "ref_only": 48,
+   "cand_only": 79,
+   "p_mcnemar_exact": 0.007519595098399993,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.4510309278350515,
+    0.11275773195876287,
+    0.8054123711340205
+   ]
+  },
+  "fresh_fr": {
+   "units": 4678,
+   "n_units_all": 7972,
+   "n_units_kept": 4678,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    25684
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__fresh_fr.npz",
+   "spans_sha256": "8921db5220dd15e29f1060e7857990274eb5cf2bd938c21621b9eef7f60db767",
+   "ref_hits": 145,
+   "cand_hits": 140,
+   "paired_rate_ref_pct": 3.099615220179564,
+   "paired_rate_cand_pct": 2.992731936725096,
+   "ref_only": 17,
+   "cand_only": 12,
+   "p_mcnemar_exact": 0.45825831964612007,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.10702054794520548,
+    -0.449486301369863,
+    0.19263698630136986
+   ]
+  },
+  "test20k": {
+   "units": 14909,
+   "n_units_all": 19907,
+   "n_units_kept": 14909,
+   "excluded_mask": 201,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test20k.npz",
+   "spans_sha256": "0e221f38a561b9e079ca5cda306a887f228a5f87671b7228d5ba82e674583c71",
+   "ref_hits": 539,
+   "cand_hits": 573,
+   "paired_rate_ref_pct": 3.6152659467435773,
+   "paired_rate_cand_pct": 3.843316117781206,
+   "ref_only": 84,
+   "cand_only": 118,
+   "p_mcnemar_exact": 0.02001241306353368,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.2222521551724138,
+    0.020204741379310345,
+    0.43103448275862066
+   ]
+  },
+  "test_v3": {
+   "units": 14697,
+   "n_units_all": 19900,
+   "n_units_kept": 14697,
+   "excluded_mask": 0,
+   "byte_range": [
+    2,
+    77091
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__test_v3.npz",
+   "spans_sha256": "24b92a5706034685bc171ce28c277b002ff212ce85cad9e3e5d162ae33eaefc7",
+   "ref_hits": 493,
+   "cand_hits": 526,
+   "paired_rate_ref_pct": 3.3544260733483022,
+   "paired_rate_cand_pct": 3.5789616928624888,
+   "ref_only": 87,
+   "cand_only": 120,
+   "p_mcnemar_exact": 0.025899541336068848,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.2251637554585153,
+    0.02729257641921397,
+    0.4093886462882096
+   ]
+  },
+  "queries": {
+   "units": 4750,
+   "n_units_all": 7750,
+   "n_units_kept": 4750,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/m8_broad14__m8_v3__queries.npz",
+   "spans_sha256": "85a7285080de562045bf17a60d97ce4ee2e641ecf77ee2b2d2ef984a11e1d153",
+   "ref_hits": 199,
+   "cand_hits": 250,
+   "paired_rate_ref_pct": 4.189473684210526,
+   "paired_rate_cand_pct": 5.263157894736842,
+   "ref_only": 7,
+   "cand_only": 58,
+   "p_mcnemar_exact": 4.270521620792361e-11,
+   "sig_gain": true,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.0768581081081081,
+    0.8445945945945946,
+    1.3091216216216217
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [
+  "fresh_en",
+  "test20k",
+  "test_v3"
+ ],
+ "gains_queries": [
+  "queries"
+ ],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md
new file mode 100644
index 0000000000000000000000000000000000000000..9498db1464bc6f8f278656594d68ca3f2bae7284
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_m8_broad14.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre m8_broad14 (fused_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : fresh_en, test20k, test_v3)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 5772/7578 | 15.49 | 14.59 | 147 | 95 | 0.001 | PERTE | -0.90 [-1.53 ; -0.30] | 30fc927d833154c4 |
+| fresh_en | 6239/7977 | 5.26 | 5.75 | 48 | 79 | 0.0075 | GAIN | +0.45 [+0.11 ; +0.81] | b85f21bd8b28c275 |
+| fresh_fr | 4678/7972 | 3.10 | 2.99 | 17 | 12 | 0.46 | n.s. | -0.11 [-0.45 ; +0.19] | 8921db5220dd15e2 |
+| test20k | 14909/19907 | 3.62 | 3.84 | 84 | 118 | 0.02 | GAIN | +0.22 [+0.02 ; +0.43] | 0e221f38a561b9e0 |
+| test_v3 | 14697/19900 | 3.35 | 3.58 | 87 | 120 | 0.026 | GAIN | +0.23 [+0.03 ; +0.41] | 24b92a5706034685 |
+| queries (à part) | 4750/7750 | 4.19 | 5.26 | 7 | 58 | 4.3e-11 | GAIN | +1.08 [+0.84 ; +1.31] | 85a7285080de5620 |
+
+Masques propres (union des corpus des deux bras) : broad_gutenberg_v1_2134.npz, corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json
new file mode 100644
index 0000000000000000000000000000000000000000..3a4fa261463e32e2fd5d969edb5f8483c99a7bf5
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.json
@@ -0,0 +1,174 @@
+{
+ "tag": "m8_v3",
+ "base": "old_ref",
+ "base_key": "fused_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 502,
+   "n_units_all": 1949,
+   "n_units_kept": 502,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26320
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__fc2.npz",
+   "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+   "ref_hits": 62,
+   "cand_hits": 16,
+   "paired_rate_ref_pct": 12.350597609561753,
+   "paired_rate_cand_pct": 3.187250996015936,
+   "ref_only": 47,
+   "cand_only": 1,
+   "p_mcnemar_exact": 3.481659405224491e-13,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -10.267857142857142,
+    -12.723214285714285,
+    -7.5892857142857135
+   ]
+  },
+  "fresh_en": {
+   "units": 975,
+   "n_units_all": 2317,
+   "n_units_kept": 975,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32915
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_en.npz",
+   "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+   "ref_hits": 22,
+   "cand_hits": 32,
+   "paired_rate_ref_pct": 2.2564102564102564,
+   "paired_rate_cand_pct": 3.282051282051282,
+   "ref_only": 14,
+   "cand_only": 24,
+   "p_mcnemar_exact": 0.14330665429588407,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    1.0416666666666665,
+    0.0,
+    2.083333333333333
+   ]
+  },
+  "fresh_fr": {
+   "units": 865,
+   "n_units_all": 2903,
+   "n_units_kept": 865,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25684
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__fresh_fr.npz",
+   "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+   "ref_hits": 1,
+   "cand_hits": 1,
+   "paired_rate_ref_pct": 0.11560693641618498,
+   "paired_rate_cand_pct": 0.11560693641618498,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  },
+  "test20k": {
+   "units": 2102,
+   "n_units_all": 5505,
+   "n_units_kept": 2102,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__test20k.npz",
+   "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+   "ref_hits": 39,
+   "cand_hits": 39,
+   "paired_rate_ref_pct": 1.8553758325404377,
+   "paired_rate_cand_pct": 1.8553758325404377,
+   "ref_only": 29,
+   "cand_only": 29,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.048828125,
+    -0.634765625,
+    0.634765625
+   ]
+  },
+  "test_v3": {
+   "units": 2360,
+   "n_units_all": 6133,
+   "n_units_kept": 2360,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77095
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__test_v3.npz",
+   "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+   "ref_hits": 65,
+   "cand_hits": 48,
+   "paired_rate_ref_pct": 2.754237288135593,
+   "paired_rate_cand_pct": 2.0338983050847457,
+   "ref_only": 57,
+   "cand_only": 40,
+   "p_mcnemar_exact": 0.10376938287271786,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.7378472222222222,
+    -1.5625,
+    0.0444878472222163
+   ]
+  },
+  "queries": {
+   "units": 749,
+   "n_units_all": 2748,
+   "n_units_kept": 749,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__m8_v3__queries.npz",
+   "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2"
+ ],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md
new file mode 100644
index 0000000000000000000000000000000000000000..ffd8cac4e61072e8ca53412fdb83960cf7c27b65
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre old_ref (fused_hit)
+
+**NON RETENU** (pertes : fc2 ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.35 | 3.19 | 47 | 1 | 3.5e-13 | PERTE | -10.27 [-12.72 ; -7.59] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.26 | 3.28 | 14 | 24 | 0.14 | n.s. | +1.04 [+0.00 ; +2.08] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 0.12 | 0.12 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.86 | 1.86 | 29 | 29 | 1 | n.s. | -0.05 [-0.63 ; +0.63] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.75 | 2.03 | 57 | 40 | 0.1 | n.s. | -0.74 [-1.56 ; +0.04] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json
new file mode 100644
index 0000000000000000000000000000000000000000..e31886e37546e51420cd4e026c7260c79b4d9c1d
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.json
@@ -0,0 +1,175 @@
+{
+ "tag": "m8_v3",
+ "base": "old_ref__v2b",
+ "base_key": "m9g_hit",
+ "method": "v4.2 segmentation commune fig\u00e9e (fronti\u00e8res communes, in-vocab deux bras, masque propre union)",
+ "masks": [
+  "/workspace/spira_shared/hashing_gen/covb_v3_eval/v42/clean_masks/corpus_v3_full_0450.npz"
+ ],
+ "windows": {
+  "fc2": {
+   "units": 502,
+   "n_units_all": 1949,
+   "n_units_kept": 502,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    26320
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fc2.npz",
+   "spans_sha256": "99fb4cab4c596225690630285fca74affca7dcc0846b8a9267135696177de706",
+   "ref_hits": 64,
+   "cand_hits": 16,
+   "paired_rate_ref_pct": 12.749003984063744,
+   "paired_rate_cand_pct": 3.187250996015936,
+   "ref_only": 49,
+   "cand_only": 1,
+   "p_mcnemar_exact": 9.059419880941277e-14,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -10.714285714285714,
+    -14.0625,
+    -7.8125
+   ]
+  },
+  "fresh_en": {
+   "units": 975,
+   "n_units_all": 2317,
+   "n_units_kept": 975,
+   "excluded_mask": 0,
+   "byte_range": [
+    4,
+    32915
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_en.npz",
+   "spans_sha256": "00e6d5e9567b8733fefa47d05132e0c16cb3d0a2010d51dbb9eeb01b386fc730",
+   "ref_hits": 26,
+   "cand_hits": 32,
+   "paired_rate_ref_pct": 2.666666666666667,
+   "paired_rate_cand_pct": 3.282051282051282,
+   "ref_only": 18,
+   "cand_only": 24,
+   "p_mcnemar_exact": 0.44079906734259566,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.625,
+    -0.5208333333333333,
+    1.7708333333333333
+   ]
+  },
+  "fresh_fr": {
+   "units": 865,
+   "n_units_all": 2903,
+   "n_units_kept": 865,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    25684
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__fresh_fr.npz",
+   "spans_sha256": "ee56daf642ded91a38b50ce896ad721ca4e22afcd2e8eeca005d082ab34fcf85",
+   "ref_hits": 36,
+   "cand_hits": 1,
+   "paired_rate_ref_pct": 4.161849710982659,
+   "paired_rate_cand_pct": 0.11560693641618498,
+   "ref_only": 36,
+   "cand_only": 1,
+   "p_mcnemar_exact": 5.529727786779404e-10,
+   "sig_gain": false,
+   "sig_loss": true,
+   "boot_units64_delta_ci95_pct": [
+    -3.9663461538461537,
+    -6.009615384615385,
+    -1.9230769230769231
+   ]
+  },
+  "test20k": {
+   "units": 2102,
+   "n_units_all": 5505,
+   "n_units_kept": 2102,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    80053
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test20k.npz",
+   "spans_sha256": "3857a5be73d9972d445322d753d8806609f3b397408d15dd9940b31be7cb42a1",
+   "ref_hits": 37,
+   "cand_hits": 39,
+   "paired_rate_ref_pct": 1.7602283539486203,
+   "paired_rate_cand_pct": 1.8553758325404377,
+   "ref_only": 29,
+   "cand_only": 31,
+   "p_mcnemar_exact": 0.8974218269914305,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.048828125,
+    -0.78125,
+    0.87890625
+   ]
+  },
+  "test_v3": {
+   "units": 2360,
+   "n_units_all": 6133,
+   "n_units_kept": 2360,
+   "excluded_mask": 0,
+   "byte_range": [
+    5,
+    77095
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__test_v3.npz",
+   "spans_sha256": "8403e357a13f0e386a65f91fa8fee2803402ffd3257158084199cfba541960ff",
+   "ref_hits": 54,
+   "cand_hits": 48,
+   "paired_rate_ref_pct": 2.288135593220339,
+   "paired_rate_cand_pct": 2.0338983050847457,
+   "ref_only": 46,
+   "cand_only": 40,
+   "p_mcnemar_exact": 0.5900356111485574,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    -0.26041666666666663,
+    -1.1295572916666667,
+    0.607638888888889
+   ]
+  },
+  "queries": {
+   "units": 749,
+   "n_units_all": 2748,
+   "n_units_kept": 749,
+   "excluded_mask": 0,
+   "byte_range": [
+    3,
+    27800
+   ],
+   "spans_file": "../smoke/v42_m8_v3/verdicts/spans/old_ref__v2b__m8_v3__queries.npz",
+   "spans_sha256": "281e95b117b5035adc232329d280e4d2052b79a907eb013190f2ffa31861c162",
+   "ref_hits": 0,
+   "cand_hits": 0,
+   "paired_rate_ref_pct": 0.0,
+   "paired_rate_cand_pct": 0.0,
+   "ref_only": 0,
+   "cand_only": 0,
+   "p_mcnemar_exact": 1.0,
+   "sig_gain": false,
+   "sig_loss": false,
+   "boot_units64_delta_ci95_pct": [
+    0.0,
+    0.0,
+    0.0
+   ]
+  }
+ },
+ "losses": [
+  "fc2",
+  "fresh_fr"
+ ],
+ "gains_fresh": [],
+ "gains_queries": [],
+ "decision": "NON RETENU",
+ "script_sha256": "a055feaa96f5f1344332bf46678929385a4c5c595e51bf8949dd6592c55d5687"
+}
\ No newline at end of file
diff --git a/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md
new file mode 100644
index 0000000000000000000000000000000000000000..203bb2e9dd0a02a3da160259c53f2e72bc906b99
--- /dev/null
+++ b/results/hashing/covb_v3_eval/smoke/v42_m8_v3/verdicts/m8_v3__vs_old_ref__v2b.md
@@ -0,0 +1,14 @@
+# Verdict v4.2 (apparié, segmentation commune figée) — m8_v3 contre old_ref__v2b (m9g_hit)
+
+**NON RETENU** (pertes : fc2, fresh_fr ; gains frais : aucun)
+
+| fenêtre | unités appariées (gardées/toutes) | taux APPARIÉ réf % | taux APPARIÉ cand % | ref_only | cand_only | p McNemar exact | DÉCISION | bootstrap Δ % [IC95] blocs 64 unités (indicatif) | sha256 spans (16) |
+|---|---|---|---|---|---|---|---|---|---|
+| fc2 | 502/1949 | 12.75 | 3.19 | 49 | 1 | 9.1e-14 | PERTE | -10.71 [-14.06 ; -7.81] | 99fb4cab4c596225 |
+| fresh_en | 975/2317 | 2.67 | 3.28 | 18 | 24 | 0.44 | n.s. | +0.62 [-0.52 ; +1.77] | 00e6d5e9567b8733 |
+| fresh_fr | 865/2903 | 4.16 | 0.12 | 36 | 1 | 5.5e-10 | PERTE | -3.97 [-6.01 ; -1.92] | ee56daf642ded91a |
+| test20k | 2102/5505 | 1.76 | 1.86 | 29 | 31 | 0.9 | n.s. | +0.05 [-0.78 ; +0.88] | 3857a5be73d9972d |
+| test_v3 | 2360/6133 | 2.29 | 2.03 | 46 | 40 | 0.59 | n.s. | -0.26 [-1.13 ; +0.61] | 8403e357a13f0e38 |
+| queries (à part) | 749/2748 | 0.00 | 0.00 | 0 | 0 | 1 | n.s. | +0.00 [+0.00 ; +0.00] | 281e95b117b5035a |
+
+Masques propres (union des corpus des deux bras) : corpus_v3_full_0450.npz. Unités = segments entre frontières de patch COMMUNES aux deux bras ; unité gardée ssi tous ses patches sont in-vocab dans les DEUX bras et aucun octet exclu ; unité réussie ssi tous ses patches sont des hits. neither_code/freshcode exclus ; seen non apparié.
diff --git a/results/hashing/covb_v3_eval/v42/jobs_v4.tsv b/results/hashing/covb_v3_eval/v42/jobs_v4.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..0bdf659e4bdc84e2879b15a304522be56d0619b9
--- /dev/null
+++ b/results/hashing/covb_v3_eval/v42/jobs_v4.tsv
@@ -0,0 +1,12 @@
+old_ref	/workspace/spira_shared/checker/ckpt/ref_fixed2cal_old_local_v1.npz	old_local_v1
+broad14_ref	/workspace/spira_shared/checker/ckpt/ref_fixed2cal_broad_local_v1.npz	broad_local_v1
+broad45_covb	/workspace/spira_shared/spira_cov/cm_broad_cov_b.npz	broad_local_v1
+broad_full	/workspace/spira_shared/checker/scale/cm_broad_full.npz	broad_local_v1
+broad_cova	/workspace/spira_shared/spira_cov/cm_broad_cov_a.npz	broad_local_v1
+m8_broad14	/workspace/spira_shared/spira_m8/cm_broad_local_v1.npz	broad_local_v1
+v3_covb	/workspace/spira_shared/spira_v3verify/cm_v3_cov_b.npz	corpus_v3
+m8_v3	/workspace/spira_shared/checker/scale/cm_v3_m8.npz	corpus_v3
+bg1_m8	/workspace/spira_shared/checker/scale/cm_bg1d_m8.npz	broad_gutenberg_v1
+div1_m8	/workspace/spira_shared/checker/scale/cm_div1d_m8.npz	corpus_diverse_v1
+covb_broad	(hashing covb_broad_eval/hits)	broad_local_v1
+covb_v3	(hashing covb_v3_eval/hits)	corpus_v3