Profile My skills Saved My plugins Edit profile Submit a skill

Double Entry Claims

Hallucination suppression via structural claim/evidence pairing: every factual claim must balance with a supporting source before output delivers. Use when verifying AI outputs, building RAG gates, or when the user asks for claim checking, evidence balance, or hallucination suppression. Scope boundary: human workspace prep → `workspace-mise-en-place`; source citation style → `citation-literacy`.

CatCorner22 Updated
AI & ML

File contents

Double-entry claim reconciliation

#1 · Domain: Accounting · Category: quality-control · Difficulty: 🟡 Medium

Core principle

Every entry has two sides — claim and evidence. The ledger does not close until they reconcile.

AI problem addressed

Probabilistic confidence scores do not structurally block ungrounded claims.

Implementation

FOR each factual claim C in draft:
  IF source(C) EXISTS AND supports(C):
    PASS
  ELSE:
    FLAG(C) or STRIP(C)
Do not deliver until ledger closes (all claims balanced or explicitly marked unknown).

Boundaries

  • Prototype as prompt scaffold (🟢) before full pipeline middleware (🟡/🔴)
  • Category router: ai-transfer-quality-control
  • Catalog: ai-transfer-ecosystem-primer
  • Runtime plugin id: ledger_gate
  • Also implements: fact_check_deep, financial_audit
  • Merge notes: Also absorbs fact_check_deep and financial_audit — same claim/evidence gate.

CatCorner22/Cursor_Skills/tree/main/skills/ai-transfer/double-entry-claims commit b5a41de8d5

Browse category

Frequently asked questions

npx skillmds@latest add catcorner22/double-entry-claims