Principlev1PR-598
Select schemas with feedback loop speed matching…
Select schemas with feedback loop speed matching your learning timeline: prioritize short-loop schemas when you need rapid iteration, long-loop schemas when you can wait for delayed outcomes.
Why This Is a Principle
Grounds in Domain-Specific Calibration Development (calibration requires rapid feedback) and Learning occurs when outcomes differ from predictions… (learning occurs through prediction error). The principle prescribes temporal matching between schema feedback speed and decision context. It's about optimizing learning rate, not just prediction accuracy. Actionable across domains where feedback timing varies.