{"id":"self-improvement","text":"The system finds problems in itself. The derive-review cycle surfaces errors (13-38% retraction rate), and corrections cascade through the network, improving the foundation for the next derivation round. Each cycle builds on a cleaner network than the last.","truth_value":"IN","source":"repo:beliefs-pi/CLAUDE.md","source_url":"","source_hash":"","justifications":[{"type":"SL","antecedents":["derive-then-review","evidence-retraction-rate"],"outlist":[],"label":""}],"dependents":[],"metadata":{"last_reviewed":"2026-05-29T17:30:21","review_result":"invalid"},"created_at":"","updated_at":"","reviewed_at":"","verified_at":"","retracted_at":"","explanation":{"steps":[{"node":"self-improvement","truth_value":"IN","reason":"SL justification valid","antecedents":["derive-then-review","evidence-retraction-rate"],"label":""},{"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":"evidence-retraction-rate","truth_value":"IN","reason":"premise"}]}}