The Architectural Mandate for Meta-Learning: Cultivating Predictable Sovereignty in the AI-Native Era
In an AI-native future, traditional learning paradigms are actively detrimental, leading to 'epistemological stagnation' and 'engineered dependence'. The imperative is a radical re-architecture of personal cognition through meta-learning, built on 'first-principles thinking' and 'curatorial intelligence', to achieve 'predictable sovereignty' and 'anti-fragile understanding'.