Principlev1

Revisit and re-engage with foundational knowledge

Revisit and re-engage with foundational knowledge periodically to prevent catastrophic forgetting as new knowledge arrives, using deliberate replay to maintain old understanding while acquiring new.

Why This Is a Principle

Grounds to exponential memory decay (Exponential Information Decay), encoding depth (Encoding Depth Determines Retention), and context-dependent retrieval (Context-Dependent Memory Encoding). ML replay methods provide the structural model. The principle prescribes periodic re-exposure to old material not as new learning but as maintenance against interference. Clear principle: specific, actionable, broadly applicable.

Source Lessons

L-0400

Schema integration is never complete

As you learn and grow, new schemas need to be integrated — this is a lifelong process. Integration is not a destination you reach but a practice you sustain. Every new experience, every revised belief, every evolved value creates new material that must be woven into the whole. The reward is not completion but increasing coherence across an ever-expanding understanding.

Connections

Derived From (3)

AxiomExponential Information Decay AxiomContext-Dependent Memory Encoding AxiomEncoding Depth Determines Retention

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