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ai-style-impressions

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Transparent, itemized impressions of AI-generated WRITING STYLE — the repo's ONLY non-integrity track. Two passes: a deterministic defensive-hedge density screen (tools/check_ai_style.py, AIS-DEFENSIVE-HEDGE) plus a fresh cross-model GROSS-cases-only semantic pass over the 13 AIS-* style tells (broken narrative arc, LLM phrase tics, jargon-stuffing, invented codenames, clause/formula walls, gratuitous pseudocode, bullet overuse, bold-module spam, restatement loops, focus drift, single-style figures, appendix dumping). Every finding is named, LOCATED, span-anchored to the evidence ledger (claims.json), carries not_integrity_finding:true + false_positive_risk:high + an fp_case, and gets ZERO verdict weight: the adjudicator forces it to info, excludes it from overall_verdict, and renders it in a SEPARATE report section. NOT an AI-text classifier — no scores, no "this is AI-written", no authorship probability; a paper can be CLEAN_GIVEN_EVIDENCE and still list many. Emits ai-style-impressions.findings.json; computes NO verdict; if a tell is actually substantive it routes to the integrity auditor. Triggers: "AI style", "vibe check", "writing fingerprint", "AI 文风", "vibe paper".

skills/ai-style-impressions/SKILL.md

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Nov 6, 2026
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# AI Writing-Style Impressions — itemized, located, ZERO verdict weight (NOT integrity findings)

Surface AI writing-**style** impressions for: **$ARGUMENTS** (requires `claims.json`
from `/evidence-ledger`). Emit span-anchored `ai-style-impressions.findings.json`.
Every finding here is an **impression** with **ZERO verdict weight** — this skill
proposes **no integrity finding** and computes **no verdict**.

> ⚠<U+FE0F> **This is the repo's ONLY non-integrity output, and it is non-integrity by
> construction.** AIS findings are transparent, itemized impressions of AI-generated
> *writing style*. The adjudicator (`tools/adjudicate_findings.py`) gives **every** AIS
> finding **ZERO verdict weight** — it is forced to `info`, excluded from
> `overall_verdict`, and rendered in a **separate** report section,
> *"AI Writing-Style Impressions — NOT integrity findings · ZERO verdict weight"*. **A
> paper can be `CLEAN_GIVEN_EVIDENCE` and still list many AIS impressions.** These are
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