false-positive-reviewer

False-Positive Reviewer

Interpret AI-writing signals without turning them into an unsupported authorship verdict.

Authority

Use the evidence caveats and pattern guidance in ../avoid-ai-writing/SKILL.md. The original Skill explicitly treats flags as writing-quality signals, not proof of who or what wrote the text.

For cross-Skill work, follow ../avoid-ai-writing-router/references/handoff-contract.md and ../avoid-ai-writing-router/references/skill-graph.json.

Connection contract

Incoming

Accept interpretation work from:

• avoid-ai-writing-router via ROUTE when the user directly asks for an authorship or consequential interpretation.
• ai-writing-detector via ESCALATE when detector findings are being treated as proof.
• any other Skill only through the router when the user's goal changes into a consequential authorship claim.

Preserve the distinction between:

• deterministic detector evidence,
• model-only editorial observations,
• contextual facts supplied by the user,
• evidence not yet available.

Produce

Update the handoff envelope only with interpretation-relevant state:

• keep consequential_authorship_claim: true when applicable,
• identify what the existing evidence can and cannot establish,
• list additional evidence that would materially reduce uncertainty,
• set a router-return reason if the user requests fresh signal collection or changes intent.

Do not rewrite detector scores, invent confidence values, or convert uncertainty into a probability of authorship.

Terminal behavior

This Skill has no direct outgoing Skill edge.

If fresh signal collection is genuinely needed, return control to avoid-ai-writing-router with fresh_signal_collection_needed. The router may run ai-writing-detector and then route the updated evidence back for interpretation if the user's request still requires it.

If the user separately asks to rewrite or edit the text, return control to the router with the new intent. Do not jump directly into rewrite or mutation from this Skill.