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AI-HALLUCINATION-MANAGEMENT5 MIN READ

From Summary to Claim Ledger

Convert a smooth AI summary into a claim-level verification workflow.

What changes when Leo turns a polished AI summary into a claim ledger? Before: one smooth paragraph hides several unchecked claims. After: each claim has a source status before it enters the brief. The paragraph became atomic claims, because verification works on one factual assertion at a time. Each claim now has a source status, so citations attach to evidence instead of decorating the whole summary. Unsupported claims became open items or removals, which keeps calibrated confidence from being overwritten by polished prose. The human reviewer can now approve, qualify, or reject specific claims instead of trusting the draft as…

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