Principlev1PR-548
Build schema update triggers based on surprise…
Build schema update triggers based on surprise and prediction failure rather than calendar schedules, because surprise is the natural signal of model-reality divergence.
Why This Is a Principle
Derives from Brain as Hierarchical Prediction Machine (brain as prediction machine) and Learning occurs when outcomes differ from predictions… (learning occurs when outcomes differ from predictions). This principle tells you WHEN to review schemas based on prediction error as teaching signal. It's derived from how learning actually works, not foundational.