Skip to content
How to ThinkIn the Age of AI
Principlev1PR-383

Track classification decisions as hypotheses with version…

Track classification decisions as hypotheses with version history rather than as immutable facts, enabling systematic improvement of category definitions over time.

Why This Is a Principle

Derives from Cognitive Defusion: Thoughts Are Objects (thoughts as versionable objects) and Single-loop learning adjusts actions within existing… (single-loop vs. double-loop learning). Prescribes versioning classification decisions. This transforms categories from static to improvable infrastructure.