AtlasOpenCoder v1: the battery, the artefacts and both papers' manifests

.gitattributes

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+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.avro filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
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+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
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+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
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+*.mp3 filter=lfs diff=lfs merge=lfs -text
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+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+validation/paper2/B16C_WEIGHT_STEPS.json filter=lfs diff=lfs merge=lfs -text

IRREPLACEABLE.json

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+{
+ "artefacts": [
+  {
+   "path": "phase_battery",
+   "class": "impossible",
+   "why": "the battery the whole sweep is recorded against. Its per-prompt seeds came from `abs(hash((twin, core_id, cell_key)))`, salted per process, so the seeds in CONTENT_HASHES.json cannot regenerate the prompts they name. 188 constructs, 964 sets, seven builds of amendment work behind it.",
+   "verified": true,
+   "local": true,
+   "bytes": 77890544,
+   "files": 966,
+   "sha256": "ee486c2ee9de93c2d43ad9cad0189029e14d02e5fbe0cd3facf320afdb182128",
+   "in_dataset": true
+  },
+  {
+   "path": "battery",
+   "class": "impossible",
+   "why": "the pilot battery, 30 constructs. Same seed defect, and every pilot figure quoted before 2 Oct -- the ablation pilot, the first twin units, C0.5's first reading -- is against it.",
+   "verified": true,
+   "local": true,
+   "bytes": 13409138,
+   "files": 220,
+   "sha256": "4786fff98eb575fcc978c36b3c51a6e74cf8738432be794ed017b19e0afe5b78",
+   "in_dataset": true
+  },
+  {
+   "path": "probe/companions.json",
+   "class": "impossible",
+   "why": "the companion table check 10 reads. `audit_companions.py` assembles its prompts with `seed=abs(hash((core.core_id, cell.key())))`, so a rebuild gives a different table. Was on the laptop alone until 6 Oct.",
+   "verified": true,
+   "local": true,
+   "bytes": 26378,
+   "files": 1,
+   "sha256": "02ef23f6863be26c573b449fd339f68ec291c8c0bc85fc559315b4847c2eea3e",
+   "in_dataset": true
+  },
+  {
+   "path": "probe/bpool.json",
+   "class": "impossible",
+   "why": "the B pool every A/B contrast is read against. `probe_bpool.py` assembles it with `seed=abs(hash((core.core_id, cell.key())))`, salted per process.",
+   "verified": true,
+   "local": true,
+   "bytes": 1842,
+   "files": 1,
+   "sha256": "c75dea213a74cc802ee9876dc44a424c6ccd33a5d1bc72abb9cd7ef94794a1b0",
+   "in_dataset": true
+  },
+  {
+   "path": "probe/access.json",
+   "class": "impossible",
+   "why": "the access labelling. `relabel_access.py` built it from `abs(hash(tuple_of_strings))`, salted per process, and says in its own docstring that a rebuild produces a different labelling.",
+   "verified": true,
+   "local": true,
+   "bytes": 9070,
+   "files": 1,
+   "sha256": "bbdf936b5553cb7703835f566dd477e2431eea0ecc825b061c64d9eaacfbfbf6",
+   "in_dataset": true
+  },
+  {
+   "path": "probe/caps.json",
+   "class": "cpu",
+   "why": "the companion cap, fitted per read site on one twin and audited on the other. `check_caps.py` rebuilds it from the battery, so it is as safe as the battery is -- which is to say not at all. Whether the fit itself is deterministic was not checked.",
+   "verified": false,
+   "local": true,
+   "bytes": 48403,
+   "files": 1,
+   "sha256": "c00aedced96db13342f883308675a272c47382d05a0ed63ab50523eaf767cf39",
+   "in_dataset": true
+  },
+  {
+   "path": "probe/probe.json",
+   "class": "impossible",
+   "why": "the machine probe: tokens/s with the 24 pre-hooks live, peak memory per batch size, disk throughput. Its own docstring says it measures the machine and not the design, and that machine is gone, so it cannot be re-measured -- but **nothing reads it**. Kept as the schedule's provenance, not as an input to any reading.",
+   "verified": true,
+   "local": true,
+   "bytes": 1649,
+   "files": 1,
+   "sha256": "9f9df523f6021b71c3bbfd80fc007b92945fdea43901e39d3b04abb1e17ce60b",
+   "in_dataset": true
+  },
+  {
+   "path": "probe/probe_a100.json",
+   "class": "impossible",
+   "why": "the same probe on the A100 the sweep was costed against, and the source of the 6.85 units/h the budget rests on. That session is gone and a new one is a different machine; nothing downstream reads it either.",
+   "verified": true,
+   "local": true,
+   "bytes": 1876,
+   "files": 1,
+   "sha256": "8425f920e209660186812cd56f2edd561fb173934a7fdc957417746a9e5e6b00",
+   "in_dataset": true
+  },
+  {
+   "path": "calibration",
+   "class": "impossible",
+   "why": "the A calibration, carried through four amendments (A15, A16 and their two corrections). Depends on the battery, so it inherits the battery's class whatever its own generator does.",
+   "verified": false,
+   "local": true,
+   "bytes": 968430,
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+   "sha256": "845f1ef40a89743fedab55cff3d1b8b69cddfcfc8a191dc04859c51d93a42309",
+   "in_dataset": true
+  },
+  {
+   "path": "inventory",
+   "class": "cpu",
+   "why": "the checkpoint inventory, from the released repository's listing. Rebuildable while OpenCoder's checkpoints stay published -- which is a dependency on somebody else.",
+   "verified": false,
+   "local": true,
+   "bytes": 129461,
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+   "sha256": "745cd8f69d93efbe485c695900e52906b63c786eba94f747bf07b33528d3c0c9",
+   "in_dataset": true
+  },
+  {
+   "path": "validation/_archive_pilot_suites",
+   "class": "cpu",
+   "why": "the eight pilot SUITE.json files, archived 6 Oct before the closure run could overwrite one. `run_validation` is CPU over the pilot record, so these are rebuildable **only while the pilot record exists** -- which item 33 is deciding.",
+   "verified": true,
+   "local": true,
+   "bytes": 2958289,
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+   "sha256": "a5f8767920156b7797e5cfae432a227b013e0b6e1adda680cd777e7efde85aa9",
+   "in_dataset": true
+  },
+  {
+   "path": "validation/battery/SPLIT.json",
+   "class": "deterministic",
+   "why": "the P1 split. Seed 20261002 is in the file and `split_p1.py` is deterministic given the battery -- so this is safe exactly as far as the battery is.",
+   "verified": true,
+   "local": true,
+   "bytes": 6614,
+   "files": 1,
+   "sha256": "8f9ecca8079a81667fd6db6b86210c5755f02da78482ccc9229bcde6786456ae",
+   "in_dataset": true
+  },
+  {
+   "path": "validation/schedule/CHECKPOINTS.json",
+   "class": "deterministic",
+   "why": "the 61 references in D5's order, with the dense block, the tail and the annealing branch -- `checkpoint_schedule.py` rebuilds it from the inventory, and the sweep, `hf_status --plan` and item 111 all read it as the definition of what the record should contain.",
+   "verified": true,
+   "local": true,
+   "bytes": 7816,
+   "files": 1,
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+   "in_dataset": true
+  },
+  {
+   "path": "PROVENANCE.md",
+   "class": "cpu",
+   "why": "generated by `build_provenance.py` from the artefacts themselves, so it is rebuildable while they are. Note item 36: its `edf38a8f...` is the hash of this file rather than of the record it claims to identify.",
+   "verified": true,
+   "local": true,
+   "bytes": 33589,
+   "files": 1,
+   "sha256": "edf38a8ff0b0042a93141af019e2c47b0c19e45bc1930f784d768f349e456e1d",
+   "in_dataset": true
+  },
+  {
+   "path": "smoke",
+   "class": "impossible",
+   "why": "a small battery build in its own right -- twin1, twin2, alt, CONTENT_HASHES.json and the SMOKE_COUNTS.json the first scope-use counts were read from. Built by the generator, so it carries the same salted-`hash()` seeds and cannot be rebuilt either; small enough that keeping it costs nothing.",
+   "verified": true,
+   "local": true,
+   "bytes": 463884,
+   "files": 65,
+   "sha256": "071c5a2b4be7f4d13f05d77e87c16ffd1b4265f3b9c28322202ce786791b8db6",
+   "in_dataset": true
+  },
+  {
+   "path": "smoke2",
+   "class": "impossible",
+   "why": "the second smoke build, same shape and same seed defect. Kept because the amendments were argued against the differences between these builds, so a figure quoted from one cannot be checked against a rebuild of it.",
+   "verified": true,
+   "local": true,
+   "bytes": 206624,
+   "files": 23,
+   "sha256": "fa98b7e6f1619c00f596faede0c4c06195de1050762d08b80df9f7e37fdf2ea1",
+   "in_dataset": true
+  },
+  {
+   "path": "smoke95",
+   "class": "impossible",
+   "why": "the smoke build that measured amendment A16's scope-use repair: the `FunctionDef` 0 -> 525 and 18-of-37 calibration figures are quoted from it, and it carries the generator's salted seeds like every other build.",
+   "verified": true,
+   "local": true,
+   "bytes": 694101,
+   "files": 51,
+   "sha256": "df49f78d7298961a08324a817dd9a6ddca628eb93ecf3fb99303a2b8dc65d9f2",
+   "in_dataset": true
+  },
+  {
+   "path": "kernel",
+   "class": "gpu",
+   "why": "the kernel pass. An A100 pass over released checkpoints; `verify_kernel.py` checks it but cannot remake it without paying for it again.",
+   "verified": false,
+   "local": true,
+   "bytes": 11550531771,
+   "files": 9,
+   "sha256": null,
+   "in_dataset": true
+  },
+  {
+   "path": "profiles",
+   "class": "cpu",
+   "why": "derived profiles for the eight pilot-era references. Rebuildable from the pilot record, and item 52 is about to write the sweep's own -- but check 9 reads these.",
+   "verified": true,
+   "local": true,
+   "bytes": 11601588986,
+   "files": 497,
+   "sha256": null,
+   "in_dataset": true
+  },
+  {
+   "path": "record",
+   "class": "gpu",
+   "why": "the pilot record, 198 GB, 8 references. A paid A100 pass to remake, and item 33 decides whether it is kept at all. Listed because 'irreplaceable' and 'to be deleted' are compatible: the decision must be made knowing it cannot be undone.",
+   "verified": true,
+   "local": true,
+   "bytes": 212931216963,
+   "files": 3401,
+   "sha256": null,
+   "in_dataset": true
+  }
+ ],
+ "hash_cap_bytes": 209715200,
+ "note": "classes: impossible | gpu | cpu | deterministic; see experiments/irreplaceable.py"
+}

LICENSE

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+Creative Commons may be contacted at creativecommons.org.
+

PROVENANCE.md

@@ -0,0 +1,141 @@
+# PROVENANCE — Lazy_private
+
+*Generated by `experiments/build_provenance.py` on 2026-10-21. Every figure is read from an artefact on disk; none is retyped. Tags: `battery_v2.0` (the test battery as used), `validation_v2.0` (the eight references, licence tables and verdict). The registration cites `validation_v2.0` by hash; the phase battery will be a new tag.*
+
+## Freeze scope
+
+The eight references below. **Nothing further is recorded before posting** — the Qwen arm, the read-site fix and the phase battery all follow it.
+
+## Inventory
+
+- CPython `Parser/Python.asdl` **3.12.13**, sha256 `ecc26bc2818ebdde`
+- predicate R: **63** AST constructors kept, **48** excluded; **143** builtin names; total **206**
+- tier: deep **76**, shallow **130** — union of four declared sets, criterion 40, outcome 76 (`calibration/tier.json`)
+- verification: all **35** Python keywords map to ≥1 construct
+
+## Calibration
+
+Corpus: codeparrot-clean, 253,398 parsed files of 300,000. Table hashes (sha256, first 16):
+
+| table | sha256 |
+|---|---|
+| `companions.json` | `e32513a78fe323d9` |
+| `construct_rates.json` | `9faac903de18c578` |
+| `core_axis_rates.json` | `8c9363adaac023ae` |
+| `corpus.json` | `9cadc21633600b56` |
+| `depth.json` | `c1f9d05973e29b01` |
+| `exposure.json` | `57e658ac11c2fda4` |
+| `identifiers.json` | `4d5ef93560fc9267` |
+| `identifiers_raw_top.json` | `1d0a9ddf64fc64ac` |
+| `length_bands.json` | `a6e1c9fe4adb63c1` |
+| `literals.json` | `9cc2dbffc86f0519` |
+| `padding_pool.json` | `ea507b30bc46043a` |
+| `scope.json` | `62c257957b77aa98` |
+
+## Generation
+
+- prompts: **{'twin1/AnnAssign/A': {'path': '$ATLAS_DATA/battery/twin1/AnnAssign_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/AnnAssign/B': {'path': '$ATLAS_DATA/battery/twin1/AnnAssign_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 106.0, 'surplus': 1250, 'paired': 143}, 'twin1/Assert/A': {'path': '$ATLAS_DATA/battery/twin1/Assert_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Assert/B': {'path': '$ATLAS_DATA/battery/twin1/Assert_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 45.65, 'surplus': 1800, 'paired': 0}, 'twin1/Assign/A': {'path': '$ATLAS_DATA/battery/twin1/Assign_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Assign/B': {'path': '$ATLAS_DATA/battery/twin1/Assign_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 33.0, 'surplus': 847, 'paired': 0}, 'twin1/Attribute/A': {'path': '$ATLAS_DATA/battery/twin1/Attribute_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Attribute/B': {'path': '$ATLAS_DATA/battery/twin1/Attribute_B.jsonl.gz', 'n': 632, 'valid': 632, 'offset_residual': 112.65, 'surplus': 632, 'paired': 0}, 'twin1/AugAssign/A': {'path': '$ATLAS_DATA/battery/twin1/AugAssign_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/AugAssign/B': {'path': '$ATLAS_DATA/battery/twin1/AugAssign_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 43.1, 'surplus': 866, 'paired': 0}, 'twin1/BinOp/A': {'path': '$ATLAS_DATA/battery/twin1/BinOp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/BinOp/B': {'path': '$ATLAS_DATA/battery/twin1/BinOp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 64.9, 'surplus': 968, 'paired': 0}, 'twin1/BoolOp/A': {'path': '$ATLAS_DATA/battery/twin1/BoolOp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/BoolOp/B': {'path': '$ATLAS_DATA/battery/twin1/BoolOp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 43.3, 'surplus': 1800, 'paired': 0}, 'twin1/Call/A': {'path': '$ATLAS_DATA/battery/twin1/Call_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Call/B': {'path': '$ATLAS_DATA/battery/twin1/Call_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 127.0, 'surplus': 1306, 'paired': 0}, 'twin1/Compare/A': {'path': '$ATLAS_DATA/battery/twin1/Compare_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Compare/B': {'path': '$ATLAS_DATA/battery/twin1/Compare_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 31.75, 'surplus': 1350, 'paired': 0}, 'twin1/Delete/A': {'path': '$ATLAS_DATA/battery/twin1/Delete_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Delete/B': {'path': '$ATLAS_DATA/battery/twin1/Delete_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 43.3, 'surplus': 1800, 'paired': 0}, 'twin1/Dict/A': {'path': '$ATLAS_DATA/battery/twin1/Dict_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Dict/B': {'path': '$ATLAS_DATA/battery/twin1/Dict_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 21.0, 'surplus': 1084, 'paired': 63}, 'twin1/For/A': {'path': '$ATLAS_DATA/battery/twin1/For_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/For/B': {'path': '$ATLAS_DATA/battery/twin1/For_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 66.3, 'surplus': 2250, 'paired': 179}, 'twin1/FunctionDef/A': {'path': '$ATLAS_DATA/battery/twin1/FunctionDef_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/FunctionDef/B': {'path': '$ATLAS_DATA/battery/twin1/FunctionDef_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 72.15, 'surplus': 2160, 'paired': 113}, 'twin1/GeneratorExp/A': {'path': '$ATLAS_DATA/battery/twin1/GeneratorExp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/GeneratorExp/B': {'path': '$ATLAS_DATA/battery/twin1/GeneratorExp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 119.9, 'surplus': 2250, 'paired': 143}, 'twin1/If/A': {'path': '$ATLAS_DATA/battery/twin1/If_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/If/B': {'path': '$ATLAS_DATA/battery/twin1/If_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 70.8, 'surplus': 2070, 'paired': 108}, 'twin1/IfExp/A': {'path': '$ATLAS_DATA/battery/twin1/IfExp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/IfExp/B': {'path': '$ATLAS_DATA/battery/twin1/IfExp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 35.3, 'surplus': 2160, 'paired': 116}, 'twin1/ImportFrom/A': {'path': '$ATLAS_DATA/battery/twin1/ImportFrom_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/ImportFrom/B': {'path': '$ATLAS_DATA/battery/twin1/ImportFrom_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 29.5, 'surplus': 1800, 'paired': 0}, 'twin1/List/A': {'path': '$ATLAS_DATA/battery/twin1/List_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/List/B': {'path': '$ATLAS_DATA/battery/twin1/List_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 34.65, 'surplus': 901, 'paired': 14}, 'twin1/ListComp/A': {'path': '$ATLAS_DATA/battery/twin1/ListComp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/ListComp/B': {'path': '$ATLAS_DATA/battery/twin1/ListComp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 106.0, 'surplus': 2070, 'paired': 109}, 'twin1/NamedExpr/A': {'path': '$ATLAS_DATA/battery/twin1/NamedExpr_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/NamedExpr/B': {'path': '$ATLAS_DATA/battery/twin1/NamedExpr_B.jsonl.gz', 'n': 630, 'valid': 630, 'offset_residual': 34.75, 'surplus': 630, 'paired': 0}, 'twin1/Pass/A': {'path': '$ATLAS_DATA/battery/twin1/Pass_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Pass/B': {'path': '$ATLAS_DATA/battery/twin1/Pass_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 38.4, 'surplus': 1800, 'paired': 0}, 'twin1/Return/A': {'path': '$ATLAS_DATA/battery/twin1/Return_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Return/B': {'path': '$ATLAS_DATA/battery/twin1/Return_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 68.25, 'surplus': 1800, 'paired': 0}, 'twin1/Set/A': {'path': '$ATLAS_DATA/battery/twin1/Set_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Set/B': {'path': '$ATLAS_DATA/battery/twin1/Set_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 37.5, 'surplus': 1081, 'paired': 62}, 'twin1/Slice/A': {'path': '$ATLAS_DATA/battery/twin1/Slice_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Slice/B': {'path': '$ATLAS_DATA/battery/twin1/Slice_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 146.15, 'surplus': 1495, 'paired': 174}, 'twin1/Starred/A': {'path': '$ATLAS_DATA/battery/twin1/Starred_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Starred/B': {'path': '$ATLAS_DATA/battery/twin1/Starred_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 40.1, 'surplus': 1189, 'paired': 0}, 'twin1/Subscript/A': {'path': '$ATLAS_DATA/battery/twin1/Subscript_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Subscript/B': {'path': '$ATLAS_DATA/battery/twin1/Subscript_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 39.9, 'surplus': 1137, 'paired': 55}, 'twin1/Tuple/A': {'path': '$ATLAS_DATA/battery/twin1/Tuple_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/Tuple/B': {'path': '$ATLAS_DATA/battery/twin1/Tuple_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 46.0, 'surplus': 1086, 'paired': 0}, 'twin1/UnaryOp/A': {'path': '$ATLAS_DATA/battery/twin1/UnaryOp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/UnaryOp/B': {'path': '$ATLAS_DATA/battery/twin1/UnaryOp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 42.0, 'surplus': 1800, 'paired': 0}, 'twin1/While/A': {'path': '$ATLAS_DATA/battery/twin1/While_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/While/B': {'path': '$ATLAS_DATA/battery/twin1/While_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 87.35, 'surplus': 1800, 'paired': 0}, 'twin1/With/A': {'path': '$ATLAS_DATA/battery/twin1/With_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin1/With/B': {'path': '$ATLAS_DATA/battery/twin1/With_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 59.65, 'surplus': 2160, 'paired': 114}, 'twin1/C': {'path': '$ATLAS_DATA/battery/twin1/C.jsonl.gz', 'n': 1000, 'tokens': 95421}, 'twin2/AnnAssign/A': {'path': '$ATLAS_DATA/battery/twin2/AnnAssign_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/AnnAssign/B': {'path': '$ATLAS_DATA/battery/twin2/AnnAssign_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 97.25, 'surplus': 1455, 'paired': 122}, 'twin2/Assert/A': {'path': '$ATLAS_DATA/battery/twin2/Assert_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Assert/B': {'path': '$ATLAS_DATA/battery/twin2/Assert_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 29.4, 'surplus': 1800, 'paired': 0}, 'twin2/Assign/A': {'path': '$ATLAS_DATA/battery/twin2/Assign_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Assign/B': {'path': '$ATLAS_DATA/battery/twin2/Assign_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 32.25, 'surplus': 936, 'paired': 0}, 'twin2/Attribute/A': {'path': '$ATLAS_DATA/battery/twin2/Attribute_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Attribute/B': {'path': '$ATLAS_DATA/battery/twin2/Attribute_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 55.65, 'surplus': 907, 'paired': 0}, 'twin2/AugAssign/A': {'path': '$ATLAS_DATA/battery/twin2/AugAssign_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/AugAssign/B': {'path': '$ATLAS_DATA/battery/twin2/AugAssign_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 46.25, 'surplus': 840, 'paired': 0}, 'twin2/BinOp/A': {'path': '$ATLAS_DATA/battery/twin2/BinOp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/BinOp/B': {'path': '$ATLAS_DATA/battery/twin2/BinOp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 61.1, 'surplus': 1120, 'paired': 0}, 'twin2/BoolOp/A': {'path': '$ATLAS_DATA/battery/twin2/BoolOp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/BoolOp/B': {'path': '$ATLAS_DATA/battery/twin2/BoolOp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 40.4, 'surplus': 1800, 'paired': 0}, 'twin2/Call/A': {'path': '$ATLAS_DATA/battery/twin2/Call_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Call/B': {'path': '$ATLAS_DATA/battery/twin2/Call_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 132.0, 'surplus': 1294, 'paired': 0}, 'twin2/Compare/A': {'path': '$ATLAS_DATA/battery/twin2/Compare_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Compare/B': {'path': '$ATLAS_DATA/battery/twin2/Compare_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 36.6, 'surplus': 1261, 'paired': 0}, 'twin2/Delete/A': {'path': '$ATLAS_DATA/battery/twin2/Delete_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Delete/B': {'path': '$ATLAS_DATA/battery/twin2/Delete_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 41.15, 'surplus': 1800, 'paired': 0}, 'twin2/Dict/A': {'path': '$ATLAS_DATA/battery/twin2/Dict_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Dict/B': {'path': '$ATLAS_DATA/battery/twin2/Dict_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 24.9, 'surplus': 1261, 'paired': 43}, 'twin2/For/A': {'path': '$ATLAS_DATA/battery/twin2/For_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/For/B': {'path': '$ATLAS_DATA/battery/twin2/For_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 62.9, 'surplus': 2250, 'paired': 175}, 'twin2/FunctionDef/A': {'path': '$ATLAS_DATA/battery/twin2/FunctionDef_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/FunctionDef/B': {'path': '$ATLAS_DATA/battery/twin2/FunctionDef_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 68.25, 'surplus': 2160, 'paired': 118}, 'twin2/GeneratorExp/A': {'path': '$ATLAS_DATA/battery/twin2/GeneratorExp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/GeneratorExp/B': {'path': '$ATLAS_DATA/battery/twin2/GeneratorExp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 111.8, 'surplus': 2250, 'paired': 163}, 'twin2/If/A': {'path': '$ATLAS_DATA/battery/twin2/If_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/If/B': {'path': '$ATLAS_DATA/battery/twin2/If_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 75.3, 'surplus': 2070, 'paired': 108}, 'twin2/IfExp/A': {'path': '$ATLAS_DATA/battery/twin2/IfExp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/IfExp/B': {'path': '$ATLAS_DATA/battery/twin2/IfExp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 37.3, 'surplus': 2160, 'paired': 112}, 'twin2/ImportFrom/A': {'path': '$ATLAS_DATA/battery/twin2/ImportFrom_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/ImportFrom/B': {'path': '$ATLAS_DATA/battery/twin2/ImportFrom_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 28.05, 'surplus': 1800, 'paired': 0}, 'twin2/List/A': {'path': '$ATLAS_DATA/battery/twin2/List_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/List/B': {'path': '$ATLAS_DATA/battery/twin2/List_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 32.9, 'surplus': 1147, 'paired': 110}, 'twin2/ListComp/A': {'path': '$ATLAS_DATA/battery/twin2/ListComp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/ListComp/B': {'path': '$ATLAS_DATA/battery/twin2/ListComp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 97.3, 'surplus': 2250, 'paired': 143}, 'twin2/NamedExpr/A': {'path': '$ATLAS_DATA/battery/twin2/NamedExpr_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/NamedExpr/B': {'path': '$ATLAS_DATA/battery/twin2/NamedExpr_B.jsonl.gz', 'n': 630, 'valid': 630, 'offset_residual': 51.5, 'surplus': 630, 'paired': 0}, 'twin2/Pass/A': {'path': '$ATLAS_DATA/battery/twin2/Pass_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Pass/B': {'path': '$ATLAS_DATA/battery/twin2/Pass_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 37.9, 'surplus': 1800, 'paired': 0}, 'twin2/Return/A': {'path': '$ATLAS_DATA/battery/twin2/Return_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Return/B': {'path': '$ATLAS_DATA/battery/twin2/Return_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 56.95, 'surplus': 1800, 'paired': 0}, 'twin2/Set/A': {'path': '$ATLAS_DATA/battery/twin2/Set_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Set/B': {'path': '$ATLAS_DATA/battery/twin2/Set_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 33.5, 'surplus': 1088, 'paired': 2}, 'twin2/Slice/A': {'path': '$ATLAS_DATA/battery/twin2/Slice_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Slice/B': {'path': '$ATLAS_DATA/battery/twin2/Slice_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 142.5, 'surplus': 1662, 'paired': 160}, 'twin2/Starred/A': {'path': '$ATLAS_DATA/battery/twin2/Starred_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Starred/B': {'path': '$ATLAS_DATA/battery/twin2/Starred_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 30.65, 'surplus': 1276, 'paired': 0}, 'twin2/Subscript/A': {'path': '$ATLAS_DATA/battery/twin2/Subscript_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Subscript/B': {'path': '$ATLAS_DATA/battery/twin2/Subscript_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 38.0, 'surplus': 1287, 'paired': 54}, 'twin2/Tuple/A': {'path': '$ATLAS_DATA/battery/twin2/Tuple_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/Tuple/B': {'path': '$ATLAS_DATA/battery/twin2/Tuple_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 40.9, 'surplus': 1175, 'paired': 0}, 'twin2/UnaryOp/A': {'path': '$ATLAS_DATA/battery/twin2/UnaryOp_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/UnaryOp/B': {'path': '$ATLAS_DATA/battery/twin2/UnaryOp_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 40.0, 'surplus': 1800, 'paired': 0}, 'twin2/While/A': {'path': '$ATLAS_DATA/battery/twin2/While_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/While/B': {'path': '$ATLAS_DATA/battery/twin2/While_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 77.0, 'surplus': 1800, 'paired': 0}, 'twin2/With/A': {'path': '$ATLAS_DATA/battery/twin2/With_A.jsonl.gz', 'n': 720, 'valid': 720}, 'twin2/With/B': {'path': '$ATLAS_DATA/battery/twin2/With_B.jsonl.gz', 'n': 720, 'valid': 720, 'offset_residual': 68.5, 'surplus': 2160, 'paired': 118}, 'twin2/C': {'path': '$ATLAS_DATA/battery/twin2/C.jsonl.gz', 'n': 1000, 'tokens': 96864}, 'alt/AnnAssign/A': {'path': '$ATLAS_DATA/battery/alt/AnnAssign_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Assert/A': {'path': '$ATLAS_DATA/battery/alt/Assert_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Assign/A': {'path': '$ATLAS_DATA/battery/alt/Assign_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Attribute/A': {'path': '$ATLAS_DATA/battery/alt/Attribute_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/AugAssign/A': {'path': '$ATLAS_DATA/battery/alt/AugAssign_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/BinOp/A': {'path': '$ATLAS_DATA/battery/alt/BinOp_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/BoolOp/A': {'path': '$ATLAS_DATA/battery/alt/BoolOp_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Call/A': {'path': '$ATLAS_DATA/battery/alt/Call_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Compare/A': {'path': '$ATLAS_DATA/battery/alt/Compare_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Delete/A': {'path': '$ATLAS_DATA/battery/alt/Delete_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Dict/A': {'path': '$ATLAS_DATA/battery/alt/Dict_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/For/A': {'path': '$ATLAS_DATA/battery/alt/For_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/FunctionDef/A': {'path': '$ATLAS_DATA/battery/alt/FunctionDef_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/GeneratorExp/A': {'path': '$ATLAS_DATA/battery/alt/GeneratorExp_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/If/A': {'path': '$ATLAS_DATA/battery/alt/If_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/IfExp/A': {'path': '$ATLAS_DATA/battery/alt/IfExp_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/ImportFrom/A': {'path': '$ATLAS_DATA/battery/alt/ImportFrom_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/List/A': {'path': '$ATLAS_DATA/battery/alt/List_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/ListComp/A': {'path': '$ATLAS_DATA/battery/alt/ListComp_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/NamedExpr/A': {'path': '$ATLAS_DATA/battery/alt/NamedExpr_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Pass/A': {'path': '$ATLAS_DATA/battery/alt/Pass_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Return/A': {'path': '$ATLAS_DATA/battery/alt/Return_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Set/A': {'path': '$ATLAS_DATA/battery/alt/Set_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Slice/A': {'path': '$ATLAS_DATA/battery/alt/Slice_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Starred/A': {'path': '$ATLAS_DATA/battery/alt/Starred_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Subscript/A': {'path': '$ATLAS_DATA/battery/alt/Subscript_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/Tuple/A': {'path': '$ATLAS_DATA/battery/alt/Tuple_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/UnaryOp/A': {'path': '$ATLAS_DATA/battery/alt/UnaryOp_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/While/A': {'path': '$ATLAS_DATA/battery/alt/While_A.jsonl.gz', 'n': 60, 'valid': 60}, 'alt/With/A': {'path': '$ATLAS_DATA/battery/alt/With_A.jsonl.gz', 'n': 60, 'valid': 60}}** sets, 720 per set in the validation subset, twins [1, 2], wall 232 s
+- cells **90**, cores per construct **8**
+- **Seeding defect, recorded as caught.** Seeds were derived with `abs(hash((twin, core_id, cell_key))) % 2**31`. Python salts `hash()` for strings per process, so every build produced a different battery and the seeds recorded here could never regenerate it — verified by staging a rebuild: **152 of 152 sets differed, none identical**. `profilebattery/generate/seeds.py` replaces it with a keyed blake2b digest for future builds, with a cross-process regression test. **This battery cannot be regenerated; its provenance is the per-set content hash below.** The phase battery is generated under the fixed seeding, with each twin drawing its own cores.
+- **Twins share all eight cores**, contrary to the spec's "each twin draws its own eight from a space of ≥24". Twin disagreement therefore carries no core-sampling variance: the twin unit is a draw-and-yardstick unit, and every figure quoted in twin units inherits that.
+- access-form labels record the **realised** level, not the nominal one (`self_attribute` degrades outside a method); relabelled in place, each set verified text-identical.
+
+### Per-set content hashes (212 sets)
+
+`battery/CONTENT_HASHES.json` holds a sha256 over each set's prompt texts in order. A set is re-recorded only if its content hash changed. `run_sweep.py` stamps `prompt_sha256` into every record MANIFEST and refuses to run without the hash file. Manifest of hashes: `9bb00f2b78bece7c`
+
+## Record
+
+- primary hook: `model.layers.{i}.mlp.down_proj` **forward pre-hook, `args[0]`** — the gated product act(W_gate·x) ⊙ (W_up·x), 6,144 wide. Verified against recomputation at max abs difference **0.0**.
+- secondary: `.mlp` output (m_k, 2,240 — the v1 basis); residual stream at the same positions.
+- sites: construct token (primary), span end, last token. C read at every position, labelled by (relative-position band × token class), 20 cells.
+- dtype: per-prompt fp16, accumulation fp32, model bfloat16 on MPS.
+
+| reference | tokens (B) | commit | sets | wall (h) | fp16 overflow | per-prompt | hashes |
+|---|---|---|---|---|---|---|---|
+
+**fp16 overflow is zero at every reference, layer and site.** No layer needed the fp32 fallback.
+
+**The untrained reference's weights do not regenerate.** It is not a checkpoint but a null -- the architecture instantiated from the `pretrain_iter_0008000` config under `torch.manual_seed(20260920)` (`MANIFEST.json: untrained_seed`), recorded on **cuda** in **bfloat16**. Re-instantiating it under the same seed on torch 2.14.0 / transformers 5.17.0 gives different weights: the re-run reproduces a *trained* checkpoint's recorded accumulators to cosine 0.999997 and the untrained one to **cosine 0.004** -- orthogonal. Module initialisation draws a different number of values across library versions, so the seed alone does not pin the weights. **The torch, transformers and Python versions of the recording run were not stored** -- no manifest, lockfile or environment record in the repository carries them -- so the untrained reference cannot be re-recorded, and any pass needing new statistics from it is limited to what is already in the record. Future runs should store the interpreter and library versions beside `dtype` and `device`.
+
+**The local `record/` tree at the eight S1 references is a stale S1-era recording and is kept, untouched, behind a guard** (A50; the decision of 19 Oct). It carries three read sites, 25 B cores, 51,840 summed positions and no `hs|` scope keys, where the dataset's files at the same references carry one site, 21 B cores, 17,280 positions and 4,800 `hs|` keys; `RecordStore.path()` prefers the local copy, so any pass that reads accumulators would silently get the old recording at those eight references and the new one everywhere else — which is how A48 came to record a C0.5 departure that half exists. Every accumulator and yardstick read in the Paper-1 code goes through `experiments/paper1.py:dataset_record()`, which reads the dataset and ignores the local copy.
+
+Storage rule (DECIDED 6): per-prompt arrays at `pretrain_iter_0003000` and the untrained reference; per-core, per-cell accumulators everywhere. The accumulator route reproduces the per-prompt profile to cosine **1.000000**, max|diff| **0.0** — asserted by `test_accumulator_route_equals_the_per_prompt_route`.
+
+## Profiles
+
+- yardstick: **24** layers × **20** cells, rebuilt at every checkpoint
+- ε (smooth floor) = 0.01, grid {0.003, 0.01, 0.03}. **ε does no work**: worst displacement across the grid is **0.0008 twin units**, three orders below twin disagreement.
+- reported SE is the **between-core** spread of core means / √cores (`Profile.se`); the per-prompt SE is kept alongside as `se_prompt`.
+
+## Validation
+
+| reference | checks run | median twin cosine |
+|---|---|---|
+| `untrained` | 7/10 | 0.680 |
+| `pretrain_iter_0001000` | 5/10 | 0.981 |
+| `pretrain_iter_0002000` | 5/10 | 0.984 |
+| `pretrain_iter_0003000` | 9/10 | 0.986 |
+| `pretrain_iter_0005000` | 6/10 | 0.984 |
+| `pretrain_iter_0010000` | 6/10 | 0.983 |
+| `pretrain_iter_0015000` | 6/10 | 0.981 |
+| `pretrain_iter_0020000` | 6/10 | 0.980 |
+
+Checks 2, 3, 7a and 7b require per-prompt arrays and are named NOT RUN with that reason at the accumulator-only references. Check 5 (Qwen2.5-Coder) is NOT RUN and deferred past the freeze by decision, not by failure.
+
+### Licensed n — a decision, with the rule that produced it
+
+**120 per set for the deep tier, 60 for shallow.**
+
+Rule: *the smallest grid n at which the **raw** cosine of the subsample profile to the full-set profile reaches 0.99 for every construct in the tier, read at `pretrain_iter_0003000`*. Measured on the grid {8, 24, 56, 120, 176}: 0/30 constructs at n=8, 13/30 at 24, 25/30 at 56, **30/30 at 120** with the minimum 0.9904 (`Assign`).
+
+Two things this rule is **not**, both recorded so the choice is reviewable:
+
+1. It is not stated on the *disattenuated* cosine. That statistic is saturated here — 133 of 150 grid cells sit at or above 0.9999, and 22 of 30 constructs are already there at n=8 — so a 0.999 criterion on it would license **n=8** for most of the tier and yields 120 only because `FunctionDef` and `If` are the last to reach the ceiling. The number would be set by where the cap bites rather than by convergence.
+2. It is not report rule 9.2 as originally written, *"within twin noise of the full set"*. Twin cosine varies **0.811–0.998** by construct for reasons unrelated to sample size, so 9.2 licenses **n=8 for `Attribute`** (twin cosine 0.832) and **n=176 for `For`** (0.998). Rule 9.2 is superseded; the report and method handout carry the replacement.
+
+**The shallow tier's 60 is a declared relaxation, not this rule applied to a different tier.** It is not a grid point, and at the nearest one (n=56) five of thirty constructs fall below 0.99, `Assign` lowest at 0.9791. It is a budget decision and is recorded as one.
+
+**The untrained reference cannot license n.** Its raw cosine at n=120 is **0.618** median (range 0.575–0.806): a random-feature regime with no structure to converge to.
+
+### Interval calibration
+
+Coverage is **bimodal** and stably so, against a nominal 0.95. At the three trained checkpoints the nine verdict constructs run 0.848–0.872 and the other twenty-one 0.990–0.993; `FunctionDef` needs ×2.03. **A single factor is wrong in both directions.** Per-construct factors are published in `validation/calibration/COVERAGE_FACTORS.json` and never applied silently.
+
+The cause is the **yardstick's own estimation error**, not core clustering: holding the prompt data fixed and swapping only the twin's yardstick moves the profile 0.474 against a full twin gap of 0.940 — a quarter of the twin variance, invisible to any within-twin SE.
+
+## Go/no-go verdict
+
+**PASS — 9 of 9**, read at `pretrain_iter_0003000`, two-thirds bar. Verdict constructs are the keyword-token constructs that also pass the read-site acceptance rule (overlap ≥0.80, minimum over twins): `Assert`, `Delete`, `For`, `FunctionDef`, `If`, `ImportFrom`, `Pass`, `While`, `With`.
+
+Excluded by the read-site rule: `BoolOp` 0.515, `GeneratorExp` 0.597, `IfExp` 0.613, `ListComp` 0.569, `Return` 0.514, `UnaryOp` 0.25.
+
+Turnover, for G4: top-5% unit-set Jaccard rises 0.176 → 0.396 across six steps against a **twin ceiling of 0.595** (pilot-era: the median over the 30 pilot constructs at layer 22; the pilot recording, not the phase record — A52), and the last three steps span 21B tokens each against the first two's 4.19B while turning over *less*. A date criterion of the form "the set stops turning over" must be stated as a fraction of that ceiling; against an absolute threshold near 1 it cannot fire.
+
+## Deliverable hashes
+
+| artefact | sha256 |
+|---|---|
+| `inventory/inventory_v2.json` | `944521b421a6f11b` |
+| `calibration/MANIFEST.json` | `1fe92304c4151f6a` |
+| `calibration/tier.json` | `4b2ed797d581b722` |
+| `battery/CONTENT_HASHES.json` | `9bb00f2b78bece7c` |
+| `battery/MANIFEST.json` | `5d49cfc5dc363518` |
+| `validation/go-no-go/VERDICT.json` | `47e4c6c47a5d3df2` |
+| `validation/ceiling/JACCARD_CEILING.json` | `da867963a0f1ca72` — pilot-derived; valid for the pilot-era battery reports, not phase data (A52) |
+| `validation/calibration/COVERAGE_FACTORS.json` | `7271a4d16848e770` |
+| `validation/length/INVARIANCE.json` | `fb988b6cb5d6ba8b` |
+| `validation/read-site/OVERLAP.json` | `6c81ade619e1fe9a` |
+
+Code: GitHub `<the working repository>` (renamed from `ProfileBattery_private`, 3 Oct 2026) at `7ade464ea11a`. Record: HuggingFace dataset `<the record repository>` -- the same name on a different platform, so the platform is named here and not left to the reader. PROVENANCE hashes file contents, never commit SHAs.
+
+## Known limitations carried into the freeze
+
+1. The v1 bridge is **not derived**. v1's mask rule is a per-prompt consistency criterion and the record keeps per-prompt vectors for one site and one basis only, so v1's "72% of circuits wired by 8.4B" has not been re-derived here.
+2. The nine verdict constructs are 55–73% length-flagged against 0.2% elsewhere. Only **2.3%** of the concept profile lies along the length axis at the median (max 19.7%) and the top-5% set is not enriched for length-sensitive units (0.93×), so the concept direction is nearly orthogonal to the length direction — but a claim about *which units* carry these constructs is not licensed.
+3. The ν-sensitivity alternative arm has n=60, reliability 0.187, so its disattenuated cosine goes over unity and is reported as raw distance.
+4. Checks 5 and, at four references, 2/3/7a/7b are NOT RUN, each with its reason in the licence table.
+
+## The pilot recording at the phase recording's path (A52, A53)
+
+*Reserved for the Settle chat. The register entries are A52 and A53 in `8-Settle/2609-30Sep_DEVIATIONS-CC.md`: the 2x2 that localises the damage, the thirteen affected constructs, the seven references, the figures that moved (92 -> 90 dated, 145 -> 148 falling, P7 91/92 -> 90/90), and the verdict table over every reader that preferred a local tree. The exclusion list the repo build enforces is `experiments/repo_manifest.py`; it fails the build rather than warning.*

README.md

@@ -0,0 +1,91 @@
+---
+license: cc-by-4.0
+pretty_name: AtlasOpenCoder
+---
+
+# AtlasOpenCoder — v1.0
+
+Calibrated concept profiles for **OpenCoder-1.5B-Base**, read on 169 Python constructs across
+61 pretraining and annealing checkpoints. This dataset is the battery, the licence tables and
+the artefacts every figure and table of the two papers reads.
+
+## What is here
+
+| | |
+|---|---|
+| `phase_battery/` | the battery: 557,990 prompts in sets A, B and C, two twins and the nu arm |
+| `battery/` | the earlier pilot battery |
+| `validation/` | every artefact a figure or table in either paper reads |
+| `inventory/`, `calibration/` | the 206 constructs and the corpus rate tables |
+| `probe/companions.json` | the logged companion shares |
+| `MANIFEST_PAPER1.md`, `MANIFEST_PAPER2.md` | every number in each paper, to its file, field and script |
+
+**The battery cannot be regenerated.** Its per-prompt seeds came from `abs(hash(...))`, salted
+per process, so the seeds recorded in `CONTENT_HASHES.json` do not reproduce the prompts they
+name. That is why it is published.
+
+## What is not here
+
+**The raw record (2,022 GB over 61 references)** — per-core accumulators and per-prompt
+activations. It is regenerable from OpenCoder's released checkpoints, this battery and the
+code. One reference of it is planned for the next version.
+
+**The pilot recording.** Two artefacts were once computed from a pilot tree and later found to
+differ from the phase recording at every reference; everything derived from it is excluded and
+named in the papers.
+
+## Two batteries, two hashes
+
+The **recorded** battery — the one the model was run on, and the one the papers' numbers come
+from — carries prompt-content hash `570b42db…`, and its per-set hashes are the figures the
+papers cite.
+
+The **released** battery differs from it in **1,927 of 557,990 prompts (0.35%)**: those prompts
+drew padding containing one of six third-party email addresses, which are replaced here with
+`user@example.com`. The token offsets each prompt stores are recomputed to match, and the
+recomputation is verified per prompt. See `phase_battery/REDACTION.json` and
+`phase_battery/RELEASED_HASHES.json`.
+
+Only a reader who re-runs the model on those 1,927 prompts sees a difference. Every artefact in
+`validation/` was computed on the recorded battery.
+
+## Licence
+
+The dataset's own content (generator text, profiles, tables, artefacts) is **CC BY 4.0** (`LICENSE`); the padding snippets in the battery remain under their original licences, listed in `ATTRIBUTION.md`.
+
+**The padding is not ours.** Padding blocks were drawn from `codeparrot/codeparrot-clean` and
+carry the licences of the repositories they came from: MIT, Apache-2.0, BSD, GPL, AGPL, LGPL
+and others. Roughly **29% of prompts** contain at least one such fragment, each one to three
+lines and a median of 45 characters. Every block, its source repositories and their licences
+are listed in `ATTRIBUTION.md`.
+
+## Citing
+
+Cite **the paper that owns this dataset and the DOI together with the tag**. The dataset is the
+instrument of the first paper and its realisation on OpenCoder; the second paper reads it.
+
+> [Authors] (2026). *Calibrated Concept Profiles: Making the Reading of a Model's Neurons a
+> Measurement.* arXiv:[id]. Dataset: AtlasOpenCoder, tag `v1`, DOI [to be minted].
+
+A Hugging Face DOI is assigned **to the revision it is generated on**, so a later version takes
+a new DOI and the earlier one is marked outdated. Name the tag as well as the DOI: the tag says
+which content a number came from in words a reader can check against this repository's history.
+**Version 1 is the 20-cell yardstick** (4 token classes x 5 fifths of the prompt). A later
+version computed under a different yardstick names different neurons for the same constructs,
+so a figure from one version cannot be compared with a figure from another.
+
+## What the directory names mean
+
+`validation/paper1/` and `validation/paper2/` record **which paper's script wrote a file, not
+which paper reads it**. Both papers read across them: the first paper's numbers come from 31
+files under `validation/paper2/` and `validation/r2/`, and the second paper's from 14 under
+`validation/paper1/`. `MANIFEST_PAPER1.md` and `MANIFEST_PAPER2.md` in this repository give, for every number
+printed in each paper, the file and the field it is read from and the script that
+rebuilds that file -- 407 numbers and 495, including the few that no released file holds,
+which are marked and collected in a section of their own.
+
+## Provenance
+
+The model is `OpenCoder-LLM/OpenCoder-1.5B-Base-Checkpoints` (MIT). The reference corpus is
+`codeparrot/codeparrot-clean`. The yardstick is the 20-cell split (4 token classes × 5 fifths
+of the prompt), version 1.

REBUILD.md

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+# What rebuilds from this release, and what does not
+
+Checked by running each script in a clean directory containing only this dataset and the two
+code repositories, with `ATLAS_DATA` pointing here and no other access.
+
+**The last run: 5 November 2026, at tag `v1`.** Two fresh clones, this dataset downloaded at
+the tag into an empty `ATLAS_DATA`, a new virtual environment built from the tool
+repository's own `pyproject.toml`, and an empty Hugging Face cache — so nothing was served
+from a machine that had seen the data before.
+
+**The versions it ran under**, because byte-identical output is version-sensitive and
+matplotlib changes its rendering between minor releases: Python 3.12.13, numpy 2.5.4,
+scipy 1.18.1, matplotlib 3.11.2, huggingface_hub 2.4.0. The figures below are byte-identical
+under those; under others, compare the figures' JSON sidecars, which carry the numbers.
+
+## How to put the two repositories on the path
+
+Both repositories' `experiments/` directories are plain script folders, not installed
+packages: `pip install -e` installs `profilebattery`, not `experiments`. Paper 2's analysis
+scripts import five helpers that live in paper 1's repository (`atlas.py`,
+`construct_token_loss.py`, `b10_fit.py`, `b10v.py`, `concept_store.py`), so **both repository
+roots go on `PYTHONPATH`**:
+
+```sh
+export ATLAS_DATA=/path/to/AtlasOpenCoder
+export PYTHONPATH=/path/to/AtlasRepresentationalDrift:/path/to/AtlasCalibratedConceptProfiles
+```
+
+With that, **all 106 released scripts import**. Without the second entry, 45 of the drift
+repository's 50 scripts fail on a missing module.
+
+## Rebuilds from the release alone
+
+Each of these was run in the clean tree and wrote its artefact.
+
+| script | repository | what it makes | time |
+|---|---|---|---|
+| `figure_method.py` | tool | Figure 1 (paper 1) | 1 s |
+| `figure1_small.py` | tool | Figure 2 (paper 1) | 1 s |
+| `figure1.py` | tool | Figure 1's neuron map | 2 s |
+| `figure_c1.py` | tool | Figure C.1 (paper 1) | 1 s |
+| `paper2_figures.py` | drift | Figures 1–4 (paper 2) | 1 s |
+| `twin_ceilings.py` | tool | `TWIN_CEILINGS.json`: every construct's twin ceiling at all 61 references, from `validation/carriers/` | 11 s |
+| `check6_companions.py` | tool | the companion check and Table B.3's asymmetry columns | 1 s |
+| `core_counts.py`, `b_subtypes.py` | tool | §3.1's core families, B's sub-sets, each set's grid by scope and padding | |
+| `backfill_paper1.py` | tool | `SET_GRIDS.json`, checked against all four printed grids | |
+| `probe_margins.py` | tool | §4.7's probe margins | |
+| `c3_yardstick_nats.py` | tool | Appendix C.1 | |
+| `b10_fit.py` | tool | the spacing model | |
+| `backfill_summaries.py` | drift | the four summaries paper 2 quotes, each checked against the printed figure | |
+| `b12_twin_turnover.py`, `b18_recurrence.py` | drift | re-read the carrier sets at every reference, which are released for all 61 | |
+
+**The nine figures of both papers come out byte-identical to the ones in the PDFs** — the
+same SHA-256 for each, from the five figure scripts above.
+
+## Needs the record, which is not released
+
+The record is 2,022 GB over 61 references and this dataset carries one worked example, so
+these scripts cannot run here. **Each says so and writes nothing** rather than producing a
+file that looks complete:
+
+| script | what it needs | what it says |
+|---|---|---|
+| `band_held.py` | `record/<ref>/twin1__<c>_A.npz` for the eight length-sensitive statements | "read 0 of 8 constructs … the public dataset does not carry [the per-prompt record]" |
+| `check4_relative.py` | `record/<ref>/{twin1,alt}__<c>_A_acc.npz` for all 188 | "read 0 of 188 constructs … Nothing written" |
+| `licence_tables.py` | `profiles/<ref>/twin1/<c>.npz` for the 31 per-prompt constructs, for Table B.1's two null ratios | names the first missing profile and points at `NULL_RATIOS.json`, where the ratios themselves are released |
+| `rate_readings.py` | the carrier index across references in the recorder's own layout | its output `RATE_READINGS.json` is released, so the numbers are checkable |
+| `record_size.py` | the dataset repository's whole file tree, because that tree is the record | its output `RECORD_SIZE.json` is released |
+| `assign_tiers.py` | the prior study's `compositional_level.csv`, named on the command line | argparse says the argument is required |
+| `build_battery.py` | the generator — and could not reproduce the battery anyway: the per-prompt seeds are salted | |
+| `run_s15.py`, `run_s16.py` | OpenCoder's checkpoints and a GPU | |
+
+So every number those scripts stand behind is **checkable in the released artefacts** even
+where the script that wrote them cannot be re-run here. The one exception is named in each
+paper's manifest.
+
+## One script disagrees with its own released input
+
+`retention_table.py` (drift) reads `validation/ablation/FULL_pretrain_iter_0484865.json`,
+which is released, but raises `KeyError: 'drifted'` on `For` and `If`: in that file those two
+carry `drift_unavailable` ("this is the first reference of the run"), while the published
+`TABLE_D1_retention` has all 16 rows. The table and its input disagree, so the script cannot
+reproduce the released table.

battery/CONTENT_HASHES.json

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+}

battery/MANIFEST.json

@@ -0,0 +1,1159 @@
+{
+  "per_set": 720,
+  "cells": 90,
+  "cores": 8,
+  "garnish_fits": {
+    "a": 37,
+    "b": 45
+  },
+  "twins": [
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+    2
+  ],
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+    "Assert",
+    "Assign",
+    "Attribute",
+    "AugAssign",
+    "BinOp",
+    "BoolOp",
+    "Call",
+    "Compare",
+    "Delete",
+    "Dict",
+    "For",
+    "FunctionDef",
+    "GeneratorExp",
+    "If",
+    "IfExp",
+    "ImportFrom",
+    "List",
+    "ListComp",
+    "NamedExpr",
+    "Pass",
+    "Return",
+    "Set",
+    "Slice",
+    "Starred",
+    "Subscript",
+    "Tuple",
+    "UnaryOp",
+    "While",
+    "With"
+  ],
+  "menu": {
+    "provisional": false,
+    "sources": {
+      "plural": {
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+        "biology": "corpus",
+        "gaming": "declared (5 usable)",
+        "physics": "corpus",
+        "ecommerce": "corpus"
+      },
+      "singular": {
+        "finance": "corpus",
+        "biology": "corpus",
+        "gaming": "corpus",
+        "physics": "corpus",
+        "ecommerce": "corpus"
+      },
+      "field": {
+        "finance": "corpus",
+        "biology": "corpus",
+        "gaming": "corpus",
+        "physics": "corpus",
+        "ecommerce": "corpus"
+      },
+      "verb": {
+        "finance": "corpus",
+        "biology": "declared (0 usable)",
+        "gaming": "declared (2 usable)",
+        "physics": "declared (4 usable)",
+        "ecommerce": "corpus"
+      },
+      "class": {
+        "finance": "declared (15 usable)",
+        "biology": "declared (0 usable)",
+        "gaming": "declared (0 usable)",
+        "physics": "declared (0 usable)",
+        "ecommerce": "declared (2 usable)"
+      },
+      "int_literal": {
+        "finance": "corpus",
+        "biology": "corpus",
+        "gaming": "corpus",
+        "physics": "corpus",
+        "ecommerce": "corpus"
+      },
+      "float_literal": {
+        "finance": "synthesised (not collected)",
+        "biology": "synthesised (not collected)",
+        "gaming": "synthesised (not collected)",
+        "physics": "synthesised (not collected)",
+        "ecommerce": "synthesised (not collected)"
+      },
+      "text": {
+        "finance": "composed at a corpus-drawn length",
+        "biology": "composed at a corpus-drawn length",
+        "gaming": "composed at a corpus-drawn length",
+        "physics": "composed at a corpus-drawn length",
+        "ecommerce": "composed at a corpus-drawn length"
+      },
+      "padding": {
+        "finance": "corpus pool (4000 blocks)",
+        "biology": "corpus pool (4000 blocks)",
+        "gaming": "corpus pool (4000 blocks)",
+        "physics": "corpus pool (4000 blocks)",
+        "ecommerce": "corpus pool (4000 blocks)"
+      }
+    },
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+      "length_bands.json": "a6e1c9fe4adb63c1b615dfee2dd39ecad11e00a0eb907656237cad3348398abf",
+      "literals.json": "9cc2dbffc86f05196395f046601db9472192f93afa0d89366d11f8e5835158cb",
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