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How to ThinkIn the Age of AI
Principlev1PR-406

Adjust classification granularity when categories either…

Adjust classification granularity when categories either collapse distinctions needed for decisions (over-compression) or preserve distinctions never used for decisions (under-compression).

Why This Is a Principle

Derives from Abstraction Necessarily Discards Information (abstraction discards information) and Directed Attention as Depletable Resource (cognitive resources are finite). Optimal compression preserves exactly the distinctions needed for decisions - more wastes cognitive resources on irrelevant detail, less loses actionable signal.