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Reports carry an :evidence list, asserted as evidence/3 facts; reviewer-remove rule (highest precedence) lets human review override classification. Proof tree built constructively by re-querying each rule body goal against the same DB with the report id bound, so derivations carry real unification bindings. Append-only audit log records decision + proof + evidence snapshot per decide, monotonic seq, never mutates prior entries. +29 audit tests. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>