The Mastery Imperative: Architecting Predictable Sovereignty Through Deliberate Practice in an AI-Native Era
The AI-native era profoundly re-architects human capability, rendering traditional knowledge a depreciating asset and exposing a design flaw in our understanding of personal competence. Achieving predictable sovereignty now demands a radical shift to deliberate practice architectures, ensuring rapid, efficient skill acquisition against algorithmic erasure.