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- Clean up CLAUDE.md module structure from 10+ parts to 8 logical sections - Remove confusing 'Concept, Context, Connections' framework references - Simplify to clear flow: Introduction → Background → Implementation → Testing → Integration - Keep Build→Use→Understand compliance for Education Architect - Remove thinking face emoji from ML Systems Thinking section - Focus on substance over artificial framework constraints