Publish Sev-4B v0.3.0 response-policy research checkpoint

DATA_PROVENANCE.md

@@ -1,3 +1,17 @@
+# Sev v0.3.0 data provenance
+
+This release continues `macmacmacmac/Sev-4B@a1824aefba305fda86e3503b895a7d9b3871f79a`, the published v0.2.0 checkpoint. It retains all 6,438 previous training records and adds 139 complete recovered SwarmTraces source programs with 278 authored response-policy questions. These are explicit API authorization rules, not inferred actor identity or blanket maliciousness labels. DNS summaries are evaluation-only.
+
+The selected run is `sev-r2-response-policy-4b-v2/00-trial-0`. The mixed curriculum manifest is pinned at SHA256 `3b9a80dfd212b6932b66ea520c35ab1a3b19e132a81af1b6b7b306d776a70a02`. Training completes 6,577 records, 9,456 questions, 823 optimizer updates and 1,505,379 forward tokens with zero rejected or truncated records. The recipe is one epoch, learning rate 2.5e-6, batch 4, accumulation 2, seed 4 and rank-16 LoRA.
+
+The serving copy adds the calibration-only temperature 1.6817928305074288. Its learned head and adapter tensors remain unchanged; `checkpoint-integrity.json` pins raw and release hashes. No locked test is used. Registered screening remains 26/28 with the false-alert and DNS-regression failures retained in `screen.json`. The user selected publication with these tradeoffs, then paused further experiments.
+
+The source terms and earlier lineage below remain applicable. Authored questions do not relicense third-party recovered programs. The dataset repositories publish public derived non-test records and metadata-only mixed-curriculum manifests, with source-specific restrictions retained.
+
+---
+
+## Preserved parent provenance
+
 # Sev research release provenance
 
 This note describes `macmacmacmac/Sev-4B@v0.2.0-swarmtraces-research`. It packages the selected security-evidence checkpoint as a research artifact despite three failed retention checks. It is not field validation or a replacement for source-specific data permissions.

README.md

@@ -16,169 +16,149 @@ tags:
 - decision-model
 - lora
 ---
-# Sev-4B: security evidence and SwarmTraces
+# Sev-4B: security evidence and response policies
 
 Sev-4B scores supplied answers to questions about security logs and recovered
-programs. This research release, **v0.2.0-swarmtraces-research**, adds checked
-SwarmTraces request-code examples to a curriculum of native security logs,
-incident triage and general decision tasks. It is a Qwen3.5-4B LoRA adapter
+programs. **v0.3.0-response-policy-research** adds explicit authorization-policy
+questions grounded in real SwarmTraces programs. It is a Qwen3.5-4B LoRA adapter
 with a decision head. It does not generate text.
 
-On 83 manually annotated development questions from 40 programs excluded from
-training, this checkpoint answers **65 correctly**, compared with its immediate
-parent's 58. All seven gains concern which credentials belong to a request.
-The main log-reading panels retain the parent's correctness counts. Three of
-37 registered continuation checks fail; the full failures remain below.
-
-The earlier synthetic actor-origin preview remains available at
-[`v0.1.0-research`](https://huggingface.co/macmacmacmac/Sev-4B/tree/v0.1.0-research).
-That historical preview is not the parent used in the comparisons on this page.
-This release broadens the task to security evidence interpretation. It does
-not establish reliable human-versus-agent identification.
+On 175 policy questions from 35 source programs held out of training, accuracy
+increases from **127/175, 72.6%, to 147/175, 84.0%** compared with the published
+v0.2.0 parent. The user selected this research release with its measured
+tradeoffs. **26 of 28 registered checks pass.** The false-alert ceiling and
+zero-new-DNS-error check fail. Those results are preserved unchanged.
 
 ## Use
 
-The adapter requires the [Sev runtime](https://github.com/maceip/Sev). A generic
-text-generation pipeline does not load its decision head.
+Install the [Sev runtime](https://github.com/maceip/Sev). A generic text-generation
+pipeline does not load the decision head.
 
 ```bash
 git clone https://github.com/maceip/Sev.git
 cd Sev
 uv sync --extra serve
 uv run python -m kev.serve \
-  --run macmacmacmac/Sev-4B@v0.2.0-swarmtraces-research --port 8009
+  --run macmacmacmac/Sev-4B@v0.3.0-response-policy-research --port 8009
 ```
 
-Send a TypeSafe-shaped request to `POST /v1/systemone`. This illustrative
-request asks a credential-binding question; it is not a reported benchmark row.
-
-```json
-{
-  "state": "const token = sessionStorage.getItem('api_token');\nfetch('/records', {headers: {Authorization: `Bearer ${token}`}});",
-  "questions": {
-    "credential_source": {
-      "type": "choice",
-      "instructions": "Where does the Authorization credential for the /records request come from?",
-      "criteria": {
-        "session": "The api_token value read from sessionStorage",
-        "response": "A response from an earlier request",
-        "unknown": "The visible code does not establish the source"
-      }
-    }
-  }
-}
-```
+Send TypeSafe-shaped requests to `POST /v1/systemone`. Supply the observed
+evidence, the applicable policy, and explicit answer choices. The model reads
+supplied code without executing it. Its scores support analyst review; they do
+not establish that a program ran, identify its human owner, or prove agent origin.
 
-The checkpoint ships with temperature **1.6245047927124707**. Set
-`KEV_TEMPERATURE=1.0` to inspect raw probabilities. Published evaluation uses
-the fp32 CUDA path with merged LoRA; use `KEV_BACKEND=torch KEV_DTYPE=fp32 KEV_MERGE=1`
-when reproducing it. Default accelerated serving can differ numerically.
+The checkpoint ships with temperature **1.6817928305074288**. Set
+`KEV_TEMPERATURE=1.0` for raw probabilities. Reported evaluation uses
+`KEV_BACKEND=torch KEV_DTYPE=fp32 KEV_MERGE=1` on CUDA. Accelerated serving can
+differ numerically. The API's `confidence` rescales the largest probability above
+chance; it is not an independently verified correctness probability.
 
-## Training and source lineage
+## Training and lineage
 
 | Setting | Value |
 | --- | --- |
 | Backbone | `Qwen/Qwen3.5-4B-Base@1001bb4d826a52d1f399e183466143f4da7b741b` |
-| Immediate parent | `sev-r2-curriculum-repair-4b-v1/02-trial-2/checkpoint` |
-| Selected run | `sev-r2-swarmtraces-4b-retention-v1/00-trial-0` |
-| Training records / questions | 6,438 / 9,178 |
-| New SwarmTraces programs / questions | 446 / 903 |
-| Retained curriculum records | 5,992 |
+| Immediate parent | `macmacmacmac/Sev-4B@a1824aefba305fda86e3503b895a7d9b3871f79a` |
+| Selected run | `sev-r2-response-policy-4b-v2/00-trial-0` |
+| Training records / questions | 6,577 / 9,456 |
+| Retained curriculum records | 6,438 |
+| Added source programs / policy questions | 139 / 278 |
 | Epochs / seed | 1 / 4 |
 | Learning rate | `2.5e-6` |
 | Batch / accumulation | 4 / 2 |
 | LoRA / head | Rank 16, all targets / 256 dimensions |
 | Precision | fp32 frozen weights, bf16 autocast |
-| Updates / forward tokens | 805 / 1,447,855 |
+| Updates / forward tokens | 823 / 1,505,379 |
 | Rejected or truncated training records | 0 |
 
-The immediate parent starts from pinned Kev-4B and adds native Sysmon captures,
-ExCyTIn evidence, GUIDE triage and detector features, and general public/rule
-replay. The final continuation retains those records and adds complete,
-context-fitting recovered programs. It does not descend from the published
-v0.1.0 synthetic actor-origin checkpoint. [Training configuration](training_config.json),
-[provenance](provenance.json) and [source lineage](DATA_PROVENANCE.md) identify
-the exact inputs and ancestors.
-
-The [dataset collection](https://huggingface.co/datasets/macmacmacmac/Sev-behavioral-research-v1)
-and [SwarmTraces repository](https://huggingface.co/datasets/macmacmacmac/openai-agent-swarmtraces)
-contain source inventories, the lossless conversion and frozen code-reading
-suites. Some mixed-curriculum entries contain metadata only. Catalog inclusion
-does not mean a source was used for training.
-
-SwarmTraces contributes real recovered artifacts. The normalization preserves
-189,579 artifacts; the model trains on the 446 programs that pass the static
-label and context checks. The source does not contain reliable event timestamps,
-and recovered code does not itself prove execution. No blanket maliciousness,
-controller identity or human-ownership labels were inferred from the source.
+All previous curriculum records remain byte-identical. They include native
+Sysmon, ExCyTIn, GUIDE, public classification and authored-rule replay, and 446
+SwarmTraces static-program records. The added programs have authored API-specific
+policies and checked labels. Their source text is real recovered code, not a
+native execution trace. Source-closure groups separate training, calibration
+and development. No locked test was read.
 
-## Development results
+[Training configuration](training_config.json), [provenance](provenance.json),
+and [data lineage](DATA_PROVENANCE.md) pin the inputs. The original
+[`v0.1.0-research`](https://huggingface.co/macmacmacmac/Sev-4B/tree/v0.1.0-research)
+synthetic-origin preview is a separate historical lineage. The previous
+[`v0.2.0-swarmtraces-research`](https://huggingface.co/macmacmacmac/Sev-4B/tree/v0.2.0-swarmtraces-research)
+release remains available unchanged.
 
-These counts compare the selected checkpoint with its immediate internal
-parent on identical questions, not with v0.1.0. They are development results.
+## Matched development results
 
-| Panel | Parent correct | This release correct |
+| Policy decision | Published parent | This release |
 | --- | ---: | ---: |
-| Manual SwarmTraces | 58/83 | 65/83 |
-| Parser-derived SwarmTraces | 324/354 | 345/354 |
+| Correct argmax answers | 127/175 | 147/175 |
+| Required approvals correct at argmax | 29/35 | 35/35 |
+| Permitted answers correct at argmax | 98/140 | 112/140 |
+| Required approvals detected at calibrated threshold | 14/35 | 25/35 |
+| False alerts at that threshold | 12/140 | 14/140 |
+| Calibrated negative log loss | 0.6260 | 0.3743 |
+| Calibrated Brier score | 0.4111 | 0.2394 |
+
+Each model's alert threshold was selected on calibration only, with an empirical
+5% false-alert budget. The parent threshold is 0.887537 and this release's is
+0.844982. Development false alerts increase from 8.6% to **10.0%**, failing the
+5% ceiling. Required-approval recall rises from 40.0% to 71.4%. These are explicit
+policy decisions on a development panel, not measured detection rates in live
+networks. Always predicting permitted would answer 140/175 correctly and detect
+none of the 35 required approvals.
+
+All eleven extra threshold detections concern `innerText` or `textContent`.
+Thirteen of the twenty additional correct argmax answers are console-negative
+questions. The panel lacks console-positive and code-execution-positive cases;
+it has one onward-request positive. HTML-policy negatives remain weak at 2/21
+correct argmax answers, and their threshold false alerts increase from 9/21 to
+12/21. The aggregate does not establish every operation's detection quality.
+
+| Retained panel | Published parent | This release |
+| --- | ---: | ---: |
+| Manual SwarmTraces | 65/83 | 66/83 |
+| Static SwarmTraces | 345/354 | 347/354 |
 | Native Sysmon | 409/410 | 409/410 |
 | ExCyTIn | 398/398 | 398/398 |
 | Original Sysmon | 62/64 | 62/64 |
 | General | 86/105 | 86/105 |
-| Older GUIDE | 127/231 | 130/231 |
-| Richer GUIDE | 623/1,064 | 638/1,064 |
+| GUIDE triage | 130/231 | 131/231 |
+| GUIDE detector | 638/1,064 | 639/1,064 |
 
-The manual panel gains seven correct answers with no new errors. Its paired
-whole-program bootstrap difference is +8.43 percentage points, with a 95%
-interval of +3.46 to +14.63 on this selected panel. Exact-text, reconstruction
-and program-template groups were kept apart from training. The panel was reused
-for two learning-rate experiments, so it is not untouched confirmation. No
-locked final test was scored. No matched continuation without SwarmTraces was
-run, so the source's isolated contribution is not established.
+All 25 correctness-retention checks pass. Unchanged totals do not imply unchanged
+individual answers. GUIDE detector calibrated negative log loss worsens by
+0.0116 and Brier by 0.0077. No matched continuation without the new component was
+run, so the isolated causal contribution of SwarmTraces is not established.
 
-An earlier `5e-6` continuation answered 66/83 manual questions correctly, but
-reduced older GUIDE true-positive answers from 8 to 5. This lower-rate release
-answers 7 of those 37 true-positive questions correctly. Richer GUIDE
-true-positive answers increase from 73/279 to 101/279; that remains limited
-recall. Python questions stay at 14/21, and manual flow questions do not improve.
+The separate DNS diagnostic remains **21/32**, with one repair and one new error.
+It contains eight authored summaries and controls inspired by one reported
+incident, not raw packet captures or eight independent incidents. It is
+evaluation-only. The new error fails the registered zero-regression criterion.
+[Policy evaluation](evaluation.json), [DNS evaluation](dns-evaluation.json), and
+[registered screen](screen.json) retain the complete comparisons.
 
-## Registered failures and calibration
+## Calibration and artifact verification
 
-This checkpoint passes **34 of 37** continuation checks. These three raw
-probability-quality checks fail:
+The shipped temperature minimizes question-weighted negative log loss on 2,674
+calibration questions from 1,920 records. Five-fold diagnostics keep all 465
+source groups intact across task families. Raw calibration ECE is 0.07626 and
+out-of-fold ECE is 0.03386. This is a calibration diagnostic, not fresh field
+validation. Development and DNS observations were excluded from fitting.
 
-| Check | Measured | Maximum permitted |
-| --- | ---: | ---: |
-| General raw NLL | 0.55743 | 0.55165 |
-| Older GUIDE raw NLL | 0.85633 | 0.82567 |
-| Older GUIDE raw Brier | 0.52551 | 0.49922 |
-
-Every probability-retention check after applying the separately fitted global
-temperature passes. This does not change the failed raw checks or mark the
-experiment as passing. Publication makes the research checkpoint available with
-its tradeoffs; it is not a claim of general superiority or field validation.
-[Evaluation](evaluation.json) preserves all checks and comparisons.
-
-The shipped temperature is the registered micro-NLL fit on 2,534 calibration
-questions only. Five-fold diagnostics keep the 437 whole calibration groups
-together across task families. Calibration ECE is 0.06260 raw and 0.03870 out
-of fold. This diagnostic describes calibration data, not deployment accuracy.
-[Calibration](calibration.json) records the fit, intervals and grouping.
-
-Only temperature metadata was added to a copy of the raw trained checkpoint.
-Learned head tensors, adapter and tokenizer bytes remain unchanged.
-[Integrity evidence](checkpoint-integrity.json) and [SHA256SUMS](SHA256SUMS)
-identify the release files. Training and inference support different context
-limits; inputs longer than the admitted training examples remain unvalidated.
+Only temperature metadata changed when assembling the serving copy. Learned
+head tensors, adapter and tokenizer bytes match the evaluated checkpoint.
+[Calibration](calibration.json), [integrity evidence](checkpoint-integrity.json),
+and [SHA256SUMS](SHA256SUMS) identify the release files.
+
+Research iteration is paused following this release. The 0.8B and 9B checkpoints
+are not updated by this publication.
 
 ## License and attribution
 
-Sev source and released adapter/head weights carry Apache-2.0 notices. Preserve
-[LICENSE](LICENSE), [NOTICE](NOTICE) and the Qwen [BASE_LICENSE](BASE_LICENSE).
-Sev builds on Kev by Jared Palmer and Qwen3.5 by the Qwen team.
+Source and adapter/head weights carry Apache-2.0 notices. Preserve [LICENSE](LICENSE),
+[NOTICE](NOTICE) and the Qwen [BASE_LICENSE](BASE_LICENSE). Sev builds on Kev by
+Jared Palmer and Qwen3.5 by the Qwen team.
 
-Training sources retain their own terms. We have not located an upstream
-SwarmTraces dataset license declaration; this model's license does not grant
-rights to its source artifacts. The original synthetic data notice applies
-only to the historical synthetic source, not to the expanded collection.
-See [data provenance](DATA_PROVENANCE.md).
+Each dataset retains its own terms. Upstream SwarmTraces reuse terms remain
+unverified; the model license does not relicense those artifacts. The collection
+includes metadata-only entries, and membership does not imply training use.
+The historical synthetic source's notice applies only to that source. See
+[data provenance](DATA_PROVENANCE.md).

SHA256SUMS

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@@ -17,6 +17,7 @@
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checkpoint-integrity.json

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dns-evaluation.json

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+              "key": "v0",
+              "answer": "A reply from an external application service is observed",
+              "correct": true
+            },
+            "candidate": {
+              "key": "v0",
+              "answer": "A reply from an external application service is observed",
+              "correct": true
+            }
+          }
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+              "correct": true
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+              "answer": "Task completion is not established by this view",
+              "correct": true
+            }
+          }
+        },
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+              "correct": true
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+              "answer": "An operator stopped execution",
+              "correct": true
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+      "provenance": "authored_counterfactual",
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+              "key": "v2",
+              "answer": "The shown actions stay within the stated authorization",
+              "correct": true
+            },
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+              "key": "v2",
+              "answer": "The shown actions stay within the stated authorization",
+              "correct": true
+            }
+          }
+        },
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+              "answer": "A reply from an external application service is not established",
+              "correct": true
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+              "answer": "A reply from an external application service is not established",
+              "correct": true
+            }
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+        },
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+          "gold_answer": "The requested task result is verified",
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+              "correct": true
+            },
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+              "key": "v1",
+              "answer": "The requested task result is verified",
+              "correct": true
+            }
+          }
+        },
+        "operator_intervention": {
+          "gold_key": "v2",
+          "gold_answer": "No operator acknowledgment or stop is established",
+          "models": {
+            "parent": {
+              "key": "v2",
+              "answer": "No operator acknowledgment or stop is established",
+              "correct": true
+            },
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+              "key": "v2",
+              "answer": "No operator acknowledgment or stop is established",
+              "correct": true
+            }
+          }
+        }
+      }
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+              "answer": "The shown actions stay within the stated authorization",
+              "correct": true
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+              "key": "v2",
+              "answer": "The shown actions stay within the stated authorization",
+              "correct": true
+            }
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+            }
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+        },
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+              "answer": "The requested task result is verified",
+              "correct": true
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+    },
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+      "regression_flips": [],
+      "repair_flips": [
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+          "question": "credential_binding",
+          "parent_key": "unavailable_context",
+          "candidate_key": "embedded_literal",
+          "gold_key": "embedded_literal",
+          "parent_correct": false,
+          "candidate_correct": true
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+      ],
+      "all_answer_changes": [
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+          "id": "swarm-manual/R0008229",
+          "question": "credential_binding",
+          "parent_key": "unavailable_context",
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+          "gold_key": "embedded_literal",
+          "parent_correct": false,
+          "candidate_correct": true
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+      "retention_gate": {
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+        "passed": true
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+        "parent": {
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+          "correct": 6,
+          "errors": 2,
+          "accuracy": 0.75
+        },
+        "candidate": {
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+          "correct": 6,
+          "errors": 2,
+          "accuracy": 0.75
+        }
+      },
+      "added_errors": 0,
+      "repaired_errors": 0,
+      "net_added_errors": 0,
+      "candidate_minus_parent_correct": 0,
+      "regression_flips": [],
+      "repair_flips": [],
+      "all_answer_changes": [],
+      "retention_gate": {
+        "maximum_net_added_errors": 2,
+        "passed": true
+      }
+    }
+  },
+  "policy": {
+    "answers": "argmax of canonical raw logits",
+    "dns_gate": "no parent-correct answer may become wrong; repairs do not offset regressions",
+    "retention_gate": "net correct-count loss per source; manual budget is separate",
+    "probabilities": "not reported; saved calibration receipt validated but no fit or threshold selection performed",
+    "intervals": "none; all DNS cases share one incident-inspired group"
+  },
+  "limitations": [
+    "Reviewed incident summaries and authored unexecuted controls are a descriptive diagnostic, not native telemetry or an untouched final test.",
+    "Eight views and 32 questions represent one incident-inspired group, not 32 independent incidents.",
+    "No actor-origin or universal behavioral-detection claim follows. No locked-test partition is read."
+  ]
+}

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+size 5251455

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+      "One parent-correct DNS answer became wrong; one repair does not offset this registered zero-regression rule."
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+    "Policy false alerts are counted per permitted conditional-policy question, not per independently benign program.",
+    "Improved development accuracy and recall do not override the registered false-alert and DNS failures.",
+    "DNS views share one reviewed incident-inspired group; no generalization claim or population interval follows."
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+      "Console-negative argmax improvement is 17/35 to 30/35; no console/eval-positive support.",
+      "HTML training has 58 positives and 17 negatives.",
+      "Parent wrong external-reply probability is 0.9679394217799321 at the saved calibration temperature.",
+      "All reported per-source retention counts and rounded calibrated probability metrics match.",
+      "Protocol commit 5395b4d15e059b7d9f98be3aaef524524394459e predates the parent reservation.",
+      "V2 reservations sum to $8.52; remaining conservative compute is $475.46225094, with $177 overhead.",
+      "The final calibration paragraph correctly distinguishes the separate study fit T=1.6817928305074288 applied to raw logits from the saved raw candidate checkpoint; no calibrated serving release was created."
+    ],
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+      "official_report_checked": true,
+      "finding": "The source explicitly describes monitoring that confused lack of useful information with failed external access. The draft labels resemblance as interpretation and keeps the reviewed-summary limitation."
+    },
+    "provider_state_note": "No extra live Modal or Hub call was made; active-container and unchanged-publication status are the root operator's observations."
+  },
+  "budget_snapshot": {
+    "path": "/Users/mac/Sev-security-20260925/docs/reviews/sev-response-policy-v2/budget-after-candidate.json",
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+}

provenance.json

@@ -23,7 +23,7 @@
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 }

release.json

@@ -1,34 +1,27 @@
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+  "selection": "User-authorized research publication accepting the measured improvements and tradeoffs. The failed checks remain failures. Further experiments are paused.",
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+  "dns_comparison_sha256": "3978d60071fd70c519a6bc8240eaa5b043dd136a486850789cc14a3c16b75462",
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   "dataset_repositories": [
     "macmacmacmac/Sev-behavioral-research-v1",
     "macmacmacmac/openai-agent-swarmtraces"

result.json

@@ -1,60 +1,60 @@
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@@ -174,33 +174,33 @@
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@@ -219,35 +219,35 @@
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@@ -262,35 +262,35 @@
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@@ -2418,7 +2823,7 @@
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       "option_isolation": 0,
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+      "requested": "/runs/sev-r2-response-policy-4b-v2/00-trial-0/checkpoint",
+      "resolved": "/runs/sev-r2-response-policy-4b-v2/00-trial-0/checkpoint",
+      "head_sha256": "506dcd3587847917a288d95757c497c15a2aef8e2d4bc6523b04ad991c961a2b",
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@@ -2493,29 +2898,29 @@
     "policy": "Research screening only: 0.001 isolation; 5pp task regression; 70% heldout pair correctness; <=10% confident errors; no automatic release."
   },
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 }

screen.json

@@ -0,0 +1,195 @@
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+}

train.log

@@ -1,86 +1,88 @@
 Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-delta: warm start from /runs/sev-r2-curriculum-repair-4b-v1/02-trial-2/checkpoint: 496 adapter tensors and the pointer head loaded
+delta: warm start from /__modal/volumes/vo-RociVuGycNGtzvUcdOqecz/hub/models--macmacmacmac--Sev-4B/snapshots/a1824aefba305fda86e3503b895a7d9b3871f79a: 496 adapter tensors and the pointer head loaded
 device=cuda trainable params=33.8M
-6438 training requests (holdout=[]), questions by type {'choice': 8312, 'noul': 518, 'score': 348}
+6577 training requests (holdout=[]), questions by type {'choice': 8590, 'noul': 518, 'score': 348}
 [transformers] `causal_conv1d_fn` is falling back to its reference PyTorch implementation because `causal_conv1d` is not installed. This is correct but much slower; install `causal_conv1d` for the optimized kernel.
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-ep0 step 490/805 loss 0.647 kl 0.000 anchor 0.000 0.181s/rec
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training_config.json

@@ -15,7 +15,7 @@
     "label_smoothing": 0.0,
     "brier_w": 0.0,
     "focal_gamma": 0.0,
-    "suite": "/root/evals/sev/swarmtraces-curriculum-v1",
+    "suite": "/root/evals/sev/response-policy-curriculum-v2",
     "train_sources": "",
     "device": "cuda",
     "batch": 4,
@@ -36,19 +36,19 @@
     "anchor": "",
     "anchor_w": 0.0,
     "anchor_sources": "",
-    "out": "/runs/sev-r2-swarmtraces-4b-retention-v1/00-trial-0/checkpoint",
+    "out": "/runs/sev-r2-response-policy-4b-v2/00-trial-0/checkpoint",
     "data": "",
     "replay": 0,
-    "init_from": "/runs/sev-r2-curriculum-repair-4b-v1/02-trial-2/checkpoint",
+    "init_from": "macmacmacmac/Sev-4B@a1824aefba305fda86e3503b895a7d9b3871f79a",
     "seed": 4
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+  "suite_sha256": "3b9a80dfd212b6932b66ea520c35ab1a3b19e132a81af1b6b7b306d776a70a02",
   "base_revision": "1001bb4d826a52d1f399e183466143f4da7b741b",
   "init_source": {
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   "ordinal_objective": "ranked_probability_score",

training_metrics.json

@@ -1,14 +1,14 @@
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+  "peak_rss_bytes": 31556661248
 }