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MISC AI Learning

AI-Era Universal Learning Template

A reusable framework for maximizing learning efficiency with AI. Instead of spending most time on "doing the work," shift time to verifying and varying — where real learning happens.

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Core Idea

Before AI After AI
Learning = Proven by producing the thing → you can do it Output is cheap → prove you can define, verify, vary, and integrate

Quick Classification

Gut Reaction Type
"Just get it done" 🔵 Production
"I don't understand this" 🟢 Understanding
"I'm not sure which to choose" 🟠 Judgment
"I know the parts but can't connect them" 🟣 Integration