Principlev1

Assign faster review cadences to schemas in complex or

Assign faster review cadences to schemas in complex or chaotic domains than their pace-layer position alone suggests, because unpredictability generates more frequent invalidating evidence.

Why This Is a Principle

Grounded in Brain as Hierarchical Prediction Machine (prediction machine), The human mind is not adapted to interpreting how multi-loop (poor at nonlinear systems), and Different problem domains require fundamentally different (different domains require different approaches). The principle prescribes adjusting review frequency based on domain complexity, not just change speed.

Source Lessons

L-0313

Evolution pace varies by domain

Some schemas need rapid evolution while others remain stable for years. The velocity at which a schema should change is not uniform — it depends on the domain. A schema governing JavaScript frameworks must update quarterly; a schema governing basic arithmetic can remain static for a lifetime. Treating all schemas with the same update cadence is a structural error: you will either exhaust yourself revising stable knowledge or cling to outdated models in fast-moving domains.

Connections

Derived From (3)

AxiomBrain as Hierarchical Prediction Machine AxiomThe human mind is not adapted to interpreting how multi-loop AxiomDifferent problem domains require fundamentally different

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