{"id":"automated-overnight-construction","text":"The derive-review-research cycle is mechanical enough to run unattended. Three of six substrate validations were run by an autonomous Claude session with no human intervention, producing consistent results. The target: kick off expert-build derive-review-repair in the evening, wake up to a reviewed knowledge base. Learn while you sleep, build while you're awake.","truth_value":"IN","source":"repo:beliefs-pi/entries/2026/05/29/learn-while-you-sleep-automated-eem-construction.md","source_url":"","source_hash":"","justifications":[{"type":"SL","antecedents":["six-domain-validation","construction-cost-measured","derive-overshoot-observed"],"outlist":[],"label":""},{"type":"SL","antecedents":["six-domain-validation","construction-cost-measured","derive-overshoot-observed","automation-evidence"],"outlist":[],"label":""}],"dependents":[],"metadata":{"last_reviewed":"2026-05-30T07:02:40","review_result":"invalid"},"created_at":"","updated_at":"","reviewed_at":"","verified_at":"","retracted_at":"","explanation":{"steps":[{"node":"automated-overnight-construction","truth_value":"IN","reason":"SL justification valid","antecedents":["six-domain-validation","construction-cost-measured","derive-overshoot-observed"],"label":""},{"node":"six-domain-validation","truth_value":"IN","reason":"premise"},{"node":"construction-cost-measured","truth_value":"IN","reason":"premise"},{"node":"derive-overshoot-observed","truth_value":"IN","reason":"premise"}]}}