{"id":"self-improvement","text":"The system finds problems in itself. Each improvement improves the system's ability to find the next improvement — exponential compounding vs linear improvement in static systems","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":{},"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":"tms-doyle-1979","truth_value":"IN","reason":"premise"},{"node":"evidence-retraction-rate","truth_value":"IN","reason":"premise"}]}}