Principlev1PR-1105
Schedule maintenance reviews at frequencies matched…
Schedule maintenance reviews at frequencies matched to the rate of environmental change in each agent's domain rather than using a uniform review cadence.
Why This Is a Principle
This principle derives from Context-Dependent Memory Encoding (context-dependent memory), Perception as Predictive Construction (prediction requires updating when environment changes), and Brain as Hierarchical Prediction Machine (brain as prediction machine that must track changing regularities). The lesson explicitly discusses matching review cadence to drift rate using the ML retraining example.