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.
Basic
INPUT → OUTPUT
You can use it
Proficient
High Quality INPUT → OUTPUT
You use it well
Advanced
OUTCOME + IMPACT
You scale impact
Basic INPUT → OUTPUT | Proficient High Quality INPUT → OUTPUT | Advanced OUTCOME + IMPACT | |
|---|---|---|---|
L問 | Clear Prompting | Multi-round Deep Dialogue | Expert Framework Research |
E用 | One-off Solutions | Semi-automated Solutions | Output that Creates Impact |
A管 | Know How to Verify | Multi-AI Coordination | Effective Human-AI Collaboration |
D造 | Reusable Templates | Deep Vertical Knowledge Integration | AI Agent that Impacts Many |
L問Learn to Ask
Clear Prompting
Multi-round Deep Dialogue
Expert Framework Research
E用Evolve with AI
One-off Solutions
Semi-automated Solutions
Output that Creates Impact
A管Align the Team
Know How to Verify
Multi-AI Coordination
Effective Human-AI Collaboration
D造Develop the Tool
Reusable Templates
Deep Vertical Knowledge Integration
AI Agent that Impacts Many
→ Rightward = scaling impact
What Advanced Really Means
Advanced ≠ fancier techniques
Advanced = OUTCOME + IMPACT
Advanced = at scale, integrating the right humans.
Integrates
「the expert's framework」
Integrates
「the audience's real pain」
Integrates
「the human-AI hybrid team」
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.
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?"
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."
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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