{"id":"expert-pipeline","text":"Expert pipeline: chunk source material → propose beliefs → human accepts → derive connections → review derivations → export. Value accrues at each stage, with derive producing new knowledge (connections the source doesn't make explicit)","truth_value":"IN","source":"repo:beliefs-pi/entries/2026/05/06/knowledge-as-a-service-kaas.md","source_url":"","source_hash":"","justifications":[{"type":"SL","antecedents":["hybrid-tms","derive-then-review"],"outlist":[],"label":""},{"type":"SL","antecedents":["hybrid-tms","derive-then-review","expert-pipeline-design"],"outlist":[],"label":""}],"dependents":["how-to-start"],"metadata":{"last_reviewed":"2026-05-30T07:02:40","review_result":"unnecessary"},"created_at":"","updated_at":"","reviewed_at":"","verified_at":"","retracted_at":"","explanation":{"steps":[{"node":"expert-pipeline","truth_value":"IN","reason":"SL justification valid","antecedents":["hybrid-tms","derive-then-review"],"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":"derive-then-review","truth_value":"IN","reason":"SL justification valid","antecedents":["hybrid-tms"],"label":""}]}}