- 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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