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Core Framework

LEAD × K-S-A × Three Levels

4 verbs · K-S-A · 3 levels — memorable enough to take with you

A complete coordinate system for AI literacy. Each dimension has three formal levels (Basic, Proficient, Advanced) and operates across three literacy facets: Knowledge, Skill, Attitude.

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What Advanced Really Means

Advanced ≠ fancier techniques

Advanced = OUTCOME + IMPACT

Advanced = at scale, integrating the right humans.

L問 · Advanced

Integrates

「the expert's framework」

E用 · Advanced

Integrates

「the audience's real pain」

A管 · Advanced

Integrates

「the human-AI hybrid team」

D造 · Advanced

Integrates

「domain experts + end users」

Context Mapping

Workplace × Campus

How each dimension manifests in workplace and campus contexts.

Ask is about INQUIRY — asking AI to help you UNDERSTAND. After asking, you know more. This is fundamentally different from Use, which is about PRODUCTION.

1

Precision Questioning

Can ask questions clearly with sufficient context, so AI responses have depth. No more single-word questions expecting AI to read your mind.

Example:"Where is Iran" → "Please introduce Iran as a country, and explain why the US and Israel are in conflict with it?"

2

Iterative Deep Inquiry

Through continuous dialogue, counter-questions, and convergence, guide AI to go deeper layer by layer. Like Socratic dialogue, questioning to the core.

Example:"You mentioned the Sunni-Shia conflict is key — how does this relate to oil interests?" "What if we look at it from Israel's perspective?" "Are there blind spots in your analysis? Please self-examine."

3

Framework Thinking

Demand AI provide problem-solving mental models and systematic analysis. Asking not for answers, but for methodology. Provide frameworks first, then research through them.

Example:"Analyze the US-Israel-Iran triangle using the DIME framework (Diplomacy, Information, Military, Economic)" "Give me 3 analytical frameworks for this conflict, then use the most appropriate one for deep research"

Where do you stand?

Take a 3-minute AI literacy assessment to see your coordinate. This measures not just techniques, but the impact your AI capability creates.

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