{"id":"llm-as-problem-solver","text":"Putting an LLM in the TMS problem-solver slot (generator via derive, critic via review-beliefs and contradiction detection) is what Doyle's architecture prescribes. The open question is whether an LLM is a good problem solver, not whether using one is faithful to the design","truth_value":"IN","source":"repo:beliefs-pi/entries/2026/05/06/paper-expert-doyle-1979-belief-network-analysis.md","source_url":"","source_hash":"","justifications":[{"type":"SL","antecedents":["tms-doyle-1979"],"outlist":[],"label":""}],"dependents":["hybrid-tms"],"metadata":{},"explanation":{"steps":[{"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"}]}}