skills/integrity-forensics/SKILL.md
Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → deterministic rules-only adjudicator) against a paper via a SHA-pinned thin launcher — then convert the verdict into a typed policy gate (BLOCK/WARN/NO_NEW_BLOCKER) and an append-only obligations ledger. Use when user says "integrity forensics", "forensic audit this paper", "投稿前自查诚信", "审这篇论文的诚信", or says "anti-autoresearch" when the upstream repo's own skills are not installed. Also invoked by /paper-writing (submission self-forensics, default ON), /peer-review (forensic appendix), /resubmit-pipeline.
npx skillsauth add wanshuiyin/Auto-claude-code-research-in-sleep integrity-forensicsInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Audit target: $ARGUMENTS
What this is. ARIS generates papers; Anti-Autoresearch is its outward-pointed dual — reviewer-side integrity forensics (46 patterns across 8 families, deterministic GRIM/GRIMMER/statcheck core, span-anchored claims, a rules-only adjudicator that owns the verdict). This skill is a thin launcher: it pins an upstream commit, validates the pin with the upstream eval gate, delegates execution unchanged, and post-processes the verdict into ARIS's policy vocabulary. It vendors nothing and forks nothing.
🔁 Cadence fence (
shared-references/external-cadence.md): this skill is verdict-bearing decision support. Do not wrap it in/loop//schedule— and NEVER as "iterate edits until it stops flagging" (see The One Forbidden Loop below).
https://github.com/wanshuiyin/Anti-Autoresearch.gitd8f510c49c29ccb5f98ecb1f8e397a7a27eb97c4 — the SHA-pin.
The launcher NEVER tracks upstream HEAD; bumping this constant is a reviewed
change (see Pin-bump checklist).~/.claude/anti-autoresearch — the pinned working copy.— effort: onto upstream settings. The
pinned upstream runs exactly what it pins (gpt-5.6-sol + xhigh, its own
design decision). Overriding upstream review policy from a launcher would
create a second, unauditable configuration surface.forensics_gate.py — resolved via the canonical chain
(shared-references/integration-contract.md §2): .aris/tools/ →
tools/ → $ARIS_REPO/tools/ → $ARIS_REPO/tools/ via ~/.aris/repo.
Failure policy A (required): if it cannot be resolved at
assurance: submission, STOP — never improvise the gate.CLONE_DIR="$HOME/.claude/anti-autoresearch"
ANTI_AR_COMMIT="d8f510c49c29ccb5f98ecb1f8e397a7a27eb97c4"
if [ ! -d "$CLONE_DIR/.git" ]; then
git clone --no-checkout https://github.com/wanshuiyin/Anti-Autoresearch.git "$CLONE_DIR"
fi
# fetch ONLY if the pin isn't already present — a cached, validated pin works offline
git -C "$CLONE_DIR" cat-file -e "$ANTI_AR_COMMIT^{commit}" 2>/dev/null \
|| git -C "$CLONE_DIR" fetch -q origin
git -C "$CLONE_DIR" checkout -qf "$ANTI_AR_COMMIT" || {
echo "FATAL: cannot checkout pinned commit $ANTI_AR_COMMIT"; exit 1; }
# Force a PRISTINE tree at the pin — local tampering with the clone (edited
# adjudicator, injected module, even one hidden inside a NESTED git repo,
# which single-f clean skips) must not survive bootstrap and run under the
# official pin's name. Every step is checked; then the tree is verified.
git -C "$CLONE_DIR" reset --hard -q "$ANTI_AR_COMMIT" || {
echo "FATAL: reset to pin failed"; exit 1; }
git -C "$CLONE_DIR" clean -ffdxq || {
echo "FATAL: clean failed"; exit 1; }
[ -z "$(git -C "$CLONE_DIR" status --porcelain)" ] || {
echo "FATAL: clone is not pristine after reset+clean — refusing to run"; exit 1; }
# One-time-per-pin validation: the upstream eval gate (8 injected-defect
# classes, 100% recall + zero clean false positives) must PASS before this
# pin is allowed to produce a verdict. NEVER skip; NEVER proceed on failure.
# The marker lives OUTSIDE the clone: a marker inside a tamperable tree proves
# nothing (and `git clean` above would erase it, forcing re-eval every run).
MARKER="${CLONE_DIR}.aris_eval_ok_${ANTI_AR_COMMIT}"
if [ ! -f "$MARKER" ]; then
( cd "$CLONE_DIR" && python3 eval/run_eval.py ) || {
echo "FATAL: upstream eval gate FAILED at pin $ANTI_AR_COMMIT — refusing to"
echo " use an unvalidated forensics pin for verdicts."; exit 1; }
touch "$MARKER"
fi
echo "anti-autoresearch pinned at $ANTI_AR_COMMIT (eval gate: validated)"
Open and follow $CLONE_DIR/workflows/anti-autoresearch/SKILL.md end to
end on the target. Two wrapper rules — the ONLY things this launcher adds:
git rev-parse --show-toplevel.
Run every upstream bash block with cd "$CLONE_DIR" first — ALWAYS the cd,
never just an exported ROOT (upstream blocks re-derive ROOT themselves
and would overwrite it) — and refer to the paper by absolute path,
otherwise upstream resolves ROOT to the ARIS repo and finds the wrong
Python spine.approval-policy: never + sandbox: read-only
(session hygiene; upstream already specifies fresh-thread-per-dimension,
serial execution, and its own model pins — do not alter them).Everything else — the evidence ledger, coverage.json state machine, the nine
auditor dimensions, the refutation pass, the deterministic adjudication — is
upstream's contract. Never rewrite, soften, or re-map its outputs
(report.json + REPORT.md, verdict ∈ CLEAN_GIVEN_EVIDENCE / SOFT_FLAGS /
HARD_FLAGS / REVIEW_UNAVAILABLE). The observability level (L0/L1/L2) is
whatever upstream derives from the artifacts present — do not promise L2.
# Resolve $GATE_HELPER via the canonical chain (integration-contract §2), then
# ONE atomic call (update + gate in a single locked transaction — the gate only
# ever speaks for the report the ledger has folded, sha-bound):
python3 "$GATE_HELPER" evaluate --report "$PAPER_DIR/report.json" --paper-dir "$PAPER_DIR" \
--anti-ar-commit "$ANTI_AR_COMMIT" --executor-model "<this pipeline's executor>"
# exit 0 = WARN / NO_NEW_BLOCKER · exit 1 = BLOCK
The gate translates the verdict into policy WITHOUT re-labeling it:
| upstream verdict | policy |
|---|---|
| HARD_FLAGS | BLOCK |
| REVIEW_UNAVAILABLE | BLOCK — an incomplete sweep cannot wave a paper through |
| SOFT_FLAGS | WARN — human disposition |
| CLEAN_GIVEN_EVIDENCE | NO_NEW_BLOCKER — never called PASS or accepted: it means "no flag found in the evidence at hand", not an acquittal |
| anything else | BLOCK (fail closed) |
plus: any OPEN critical obligation → BLOCK; any OPEN obligation → at least
WARN; a closed-without-receipt or unknown-status ledger entry → BLOCK (a
hand-edited "status": "RESOLVED" does not open the gate).
gate.json also records a paper_fingerprint (sha over the paper's compile
inputs AND deliverables — .tex/.bib/.sty/.cls/figures/PDF). The
downstream preflight is ONE command:
python3 "$GATE_HELPER" fresh --paper-dir "$PAPER_DIR" --anti-ar-commit "$ANTI_AR_COMMIT"
— exit 0 ⟺ the gate was produced at the CURRENT pin ∧ a gate
exists ∧ nothing in the paper changed after it ∧ the gate matches the current
obligations ledger ∧ the decision — re-computed from the sha-verified
archived report (last_report.json) + the live ledger, never read from the
gate's stored token — is pass-capable (WARN / NO_NEW_BLOCKER). Anything
else — missing gate, post-gate edit or recompile, unbound ledger or archive,
recompute mismatch, BLOCK, unknown token — exits 1: re-run the sweep +
evaluate. Every ledger mutation (update/resolve/waive) deletes the
standing gate.json, so an interrupted run can never leave a stale pass; and
evaluate refuses a report OLDER than any paper file (a stale report cannot
be folded onto text it never audited). Run evaluate immediately after the
sweep, before touching any paper file.
The gate artifact also records honest provenance: upstream's auditors are
GPT-family, so for a Claude executor the findings carry cross-family
proposal provenance; for a Codex executor they are same-family. Either
way this gate only raises flags — it has no acceptance to grant, so the
distinction is informational, not a loophole.
Every OPEN obligation gets FIXED — through the right door:
| Finding family | Repair route |
|---|---|
| A — numeric self-consistency | recompute from the RESULT FILES (/paper-claim-audit evidence chain); fix the number, not the sentence |
| D — experiment integrity | back to /experiment-audit / rerun |
| E — citations | /citation-audit KEEP/FIX/REPLACE machinery |
| G — proof & derivation | /proof-checker's fix loop |
| B / C / H — scope, baselines, eval design | science-level: feed the finding to /auto-review-loop as reviewer INPUT, or to the human |
| AIS / advisory (zero-weight) | optional context for /auto-paper-improvement-loop; never gates |
Close each obligation explicitly — the receipt is typed and hashed:
python3 "$GATE_HELPER" resolve --paper-dir "$PAPER_DIR" --obligation-id <id> \
--fix-type corrected-from-results|claim-narrowed|claim-withdrawn|citation-replaced \
--evidence <path-to-the-ground-truth-that-backs-the-fix> \
--verified-by "human:<name>" | "checker:<tool>" | "cross-family-review:<thread-id>"
# or, with HUMAN sign-off only:
python3 "$GATE_HELPER" waive --paper-dir "$PAPER_DIR" --obligation-id <id> \
--approver "human:<name>" --reason "<why this stands as-is>"
Rules the ledger enforces mechanically (tests/test_forensics_gate.py):
UNRESOLVED_DISAPPEARANCE — rewording the span is not a fix;claim-withdrawn is an honest fix (deleting an unsupported claim is a
legitimate resolution — with the deletion diff as evidence);fix_type label is a receipt, not a verdict — closure of a
critical needs a family checker, a fresh cross-family review, or a human
(--verified-by requires TYPED provenance and is recorded; naming a human
who did not approve is a false record with a permanent paper trail);resolve/waive (like update) invalidate the standing gate.json —
finish Step 3 by re-running the sweep + evaluate, so the gate that
downstream preflights read reflects the post-fix state.Never run "edit → re-sweep → repeat until CLEAN". That objective function teaches the editor to defeat the detector — deleting an anchored span kills a flag faster than fixing the number, and the result is a paper laundered against its own audit. The re-run after fixes exists to confirm the DISCREPANCY is gone (and to catch new ones); the obligations ledger — not the verdict — decides whether the gate opens.
fresh never trusts a stored token).report.json (tracked as an upstream
issue). Likewise human: / checker: / cross-family-review: labels are
accountability, not authentication: a false label is an explicit,
permanent false record..aris/ artifacts consistently with
shell access has owner power (they could delete the directory outright).
The gate defends against the sloppy or corner-cutting executor and against
honest crashes/races/resumes — not against the machine's owner.ANTI_AR_COMMIT; delete no markers (the eval gate re-runs
automatically for the new SHA).schemas/report.schema.json + verdict vocabulary against
the gate's policy table; extend tools/forensics_gate.py BEFORE bumping if
they moved.Upstream ships no Codex-native pack; its auditor skills are Claude-Code
contracts. A Codex-native session may run upstream's deterministic-only
mode (numeric core + adjudicator with an all-review_unavailable coverage
map — honestly scoped: it can flag, it can never say CLEAN). The full
nine-dimension sweep requires a Claude Code session. Translating upstream's
reviewer calls into spawn_agent on the fly is REWRITING an upstream
contract — forbidden.
Upstream saves its own per-dimension traces under the paper's
.aris/traces/. The launcher adds only the .aris/forensics/ artifacts:
gate.json (pins anti_ar_commit + report/ledger hashes + the paper-text
fingerprint), obligations.json (the append-only ledger), and
last_report.json (the sha-verified archive of the folded report that
fresh recomputes from).
development
Search GitHub Issues and Discussions for software errors, version compatibility problems, and exact error-string matches. Use for debugging and discovery only; results are not paper-citation evidence.
development
Search GitHub Issues and Discussions for software errors, version compatibility problems, and exact error-string matches. Use for debugging and discovery only; results are not paper-citation evidence.
testing
Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved — the ONLY skill permitted to mutate the skill corpus from a self-modification proposal, with cross-model jury and human approval at landing. Use when the user says "meta apply", "/meta-apply", "land the staged patches", "应用优化", after a /meta-optimize run.
documentation
Fill in the per-paper TODO sections of research-wiki/papers/<slug>.md pages that literature-ingest skills leave as bare scaffolds. Use when user says 'enrich wiki', 'fill paper TODOs', 'wiki body 補完', '把 paper 摘要寫進 wiki', 'research-wiki 自動填', or after a batch ingest that left papers/ as TODO scaffolds.