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How to ThinkIn the Age of AI
Principlev1PR-006

Structure knowledge artifacts with progressive layers…

Structure knowledge artifacts with progressive layers of refinement where each layer demands increased cognitive engagement and produces sharper understanding.

Why This Is a Principle

Grounds in Generative Externalization (externalization is generative), Encoding Depth Determines Retention (encoding depth determines retention), and Externalization Exposes Hidden Structure (externalization exposes gaps). Prescribes multi-pass refinement as a design principle—progressive summarization or Zettelkasten stages. General and actionable.