{"id":"reasons-for-maintenance-beliefs-for-queries","text":"Architecture pattern: use reasons database for all structural operations (add, retract, derive, review). Export to beliefs.md for querying (fast, human-readable, grep-able). Keep both in sync via reasons export-markdown","truth_value":"IN","source":"repo:beliefs-pi/entries/2026/03/24/agent-pipeline-expert-primary-store-migration-complete-and-deep-reasoning-chains.md","source_url":"","source_hash":"","justifications":[{"type":"SL","antecedents":["beliefs-cli-vs-reasons-cli"],"outlist":[],"label":""},{"type":"SL","antecedents":["beliefs-cli-vs-reasons-cli","reasons-db-vs-beliefs-md"],"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":"reasons-for-maintenance-beliefs-for-queries","truth_value":"IN","reason":"SL justification valid","antecedents":["beliefs-cli-vs-reasons-cli"],"label":""},{"node":"beliefs-cli-vs-reasons-cli","truth_value":"IN","reason":"premise"}]}}