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Lifelong Learning With A. A. Khatana · May 9, 2026 · 20m

Mastery is an emergent property created when information acquisition is immediately validated by objective interrogation. This process prevents the decay of knowledge and ensures that data is converted into deep, permanent understanding.The architecture relies on a non-negotiable coupling of learning and testing to keep comprehension active. By moving through a tiered hierarchy, the system ensures no stage of complexity is bypassed prematurely, allowing for high-level mastery in complex problem-solving.Establish a recursive loop where acquisition is paired with immediate validation.Progress…