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How to ThinkIn the Age of AI
Principlev1PR-884

Treat major changes in goals, team composition, or system…

Treat major changes in goals, team composition, or system architecture as mandatory recalibration events that require re-examining every existing feedback loop rather than assuming old metrics still apply.

Why This Is a Principle

Derives from The behavior of a system arises from its structure… (system behavior arises from structure), Meaning as Receiver Construction (meaning emerges from interaction between information and context), and Context-Dependent Memory Encoding (memory retrieval is context-dependent). When context shifts, metrics calibrated to the old context become suspect. This prescribes triggered recalibration.