Principlev1
Domain-specific decision frameworks matched to recurring
Domain-specific decision frameworks matched to recurring decision types outperform universal decision processes by encoding structure that general-purpose deliberation must re-derive each time.
Why This Is a Principle
Derives from Expertise as Domain-Specific Schema Organization (expertise as domain-specific schemas), Simple decision rules using less information can outperform (simple rules in fitting environments), Schemas as Knowledge Organization Structures (schemas guide processing), Expertise Transforms Perceptual Chunking (chunking), and Compiled Pattern Recognition Outpaces Rule-Following (pattern-matching speed). Prescribes framework-per-type architecture; generalizable principle.