Principlev1

Shift your progress metric from 'does the pattern still

Shift your progress metric from 'does the pattern still activate' to 'what is the trajectory of frequency, intensity, duration, and response quality over time.'

Why This Is a Principle

This derives from Exponential Information Decay (decay is architectural - patterns don't just vanish), Memory is reconstructive, not reproductive—humans rebuild (memory reconstruction biases assessment), and Systematic Overconfidence Taxonomy (systematic overconfidence). It prescribes what to measure and how to interpret change. This is actionable guidance for evaluation that follows from understanding both neural persistence and assessment biases.

Source Lessons

L-1318

Pattern change timeline

Deep emotional patterns change slowly — expect months or years not days.

Connections

Derived From (3)

AxiomExponential Information Decay AxiomSystematic Overconfidence Taxonomy AxiomMemory is reconstructive, not reproductive—humans rebuild

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