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How to ThinkIn the Age of AI
Principlev1PR-470

Each intermediate level should reduce options to 5-12 items…

Each intermediate level should reduce options to 5-12 items; if a level presents more, split it; if it presents fewer, consider removing the level.

Why This Is a Principle

Derives from Working Memory Capacity Limit (working memory ~4 items), Hierarchical Chunking Expands Capacity (chunking expands capacity), and Hick's Law of Choice Time (Hick-Hyman Law—decision time increases logarithmically with options). This principle operationalizes the 'concave shape' finding from usability research.