anti-fabrication-guard

name	anti-fabrication-guard
description	Review chapter JSON for unsupported inferences, weak evidence coverage, and possible fabricated plot claims.

Anti Fabrication Guard

Use this skill as a quality gate after fact and analysis generation.

Inputs

• Fact-layer JSON
• Analysis-layer JSON
• Optional writer-learning JSON

Outputs

• Unsupported inferences
• Ambiguous points
• Overclaim flags
• Human review recommendation

Rules

• Flag unsupported claims.
• Prefer omission over invention.
• Emit review notes in deterministic JSON.
• Keep facts and interpretations separate.