aget-check-facts

Fact verification traces each entity, date, count, and identifier to authoritative sources, validating inferences and downstream propagation risk. A deterministic three-pass protocol checks data, logic, and propagation to return PASS, WARN, or CRITICAL reports with uncertainty downgrades.

Uncertainty management applies explicit uncertainty downgrades when provenance or logic cannot be fully validated. This marks unverified outcomes using uncertainty language to reduce false confidence and prevent weakly sourced statements from propagating.

Read-only audits validate claims in session artifacts or L-docs without modifying knowledge bases, session files, or artifacts. The verification operates across multiple scopes including self-checking recent conversation assertions and targeted claim checking.

Anti-confabulation micro-gates prevent hallucinated statements from spreading by applying provenance, authority, and recency checks to assertions. Verified topics receive confidence levels based on source traceability and logic validation outcomes.

Read-only fact verification cannot modify knowledge bases or session files, and applies uncertainty downgrades when provenance or logic cannot be fully validated. It requires a deterministic three-pass protocol and cannot bypass data, logic, or propagation checks.