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How to ThinkIn the Age of AI
Principlev1PR-2199

Invest in amplification mechanisms that improve…

Invest in amplification mechanisms that improve the improvement process itself — making sensing faster, reflection deeper, action more effective — because meta-improvement distinguishes self-improving systems from merely improving ones.

Why This Is a Principle

Derives from Double-loop learning requires questioning the framework… (double-loop learning questions frameworks), Single-loop learning adjusts actions within existing… (double vs single-loop learning), and Expert performance in complex domains requires deliberate… (deliberate practice targets weaknesses). This is a meta-level design principle about improving improvement infrastructure, not just operational improvement.