{"id":"derive-then-review","text":"Over-derive, then review catches errors, retraction cascades propagate corrections. Both roles overshoot (derive over-generates, review over-retracts). Working through candidate retractions is where insights hide","truth_value":"IN","source":"repo:beliefs-pi/CLAUDE.md","source_url":"","source_hash":"","justifications":[{"type":"SL","antecedents":["hybrid-tms"],"outlist":[],"label":""}],"dependents":["expert-pipeline","model-stacking","self-improvement"],"metadata":{},"explanation":{"steps":[{"node":"derive-then-review","truth_value":"IN","reason":"SL justification valid","antecedents":["hybrid-tms"],"label":""},{"node":"hybrid-tms","truth_value":"IN","reason":"SL justification valid","antecedents":["ftl-reasons-is-tms","llm-as-problem-solver"],"label":""},{"node":"ftl-reasons-is-tms","truth_value":"IN","reason":"SL justification valid","antecedents":["tms-doyle-1979"],"label":""},{"node":"tms-doyle-1979","truth_value":"IN","reason":"premise"},{"node":"llm-as-problem-solver","truth_value":"IN","reason":"SL justification valid","antecedents":["tms-doyle-1979"],"label":""},{"node":"tms-doyle-1979","truth_value":"IN","reason":"premise"}]}}