{"id":"review-catches-llm-errors","text":"The review step catches the specific kinds of errors LLMs make during derivation. Four categories account for 100% of failures across 6 domains. Each maps to a repair strategy: smuggled premises → search-and-link (44-59% recoverable), superlatives → soften, false causal links → retract, domain conflation → retract. The 13-38% retraction rate validates that TMS review compensates for exactly the kind of errors LLMs produce.","truth_value":"IN","source":"repo:beliefs-pi/entries/2026/05/29/six-substrate-cross-domain-summary.md","source_url":"","source_hash":"","justifications":[{"type":"SL","antecedents":["four-failure-categories","search-and-link-recovery","evidence-retraction-rate"],"outlist":[],"label":""}],"dependents":[],"metadata":{},"created_at":"","updated_at":"","reviewed_at":"","verified_at":"","retracted_at":"","explanation":{"steps":[{"node":"review-catches-llm-errors","truth_value":"IN","reason":"SL justification valid","antecedents":["four-failure-categories","search-and-link-recovery","evidence-retraction-rate"],"label":""},{"node":"four-failure-categories","truth_value":"IN","reason":"premise"},{"node":"search-and-link-recovery","truth_value":"IN","reason":"premise"},{"node":"evidence-retraction-rate","truth_value":"IN","reason":"premise"}]}}