2d0d6d478afd3992f9915895090badf1a4ead141
- Sufficiency flip is per-domain, not global. Poetry never flips. - Three knowledge types: structural (published rules), empirical (observations), performance (profiling data) - Fastest acquisition: active sandboxed probing, contrastive queries to human (not waiting for HITL to accumulate), ontology transfer from related domains, benchmark harness - Codified domain: flip within days (hours LLM + hours expert review) - Uncodified learnable domain: flip within weeks (probe + real use) - Never-flip domains: system is honest, LLM handles 100%
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Python
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