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NeoKim, in a post on X, challenged the shortcut-driven narrative around AI mastery, arguing that real progress demands deep conceptual understanding. Reflecting on his own struggles, he outlined ten foundational ideas—from RAG to context engineering and AI agents—emphasising that true expertise lies in systems thinking, not prompts, and in execution, not surface-level experimentation. 
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