Human leads.
AI follows.

Human-centered AI transformation

Why now

Generative AI has driven the cost of answers toward zero: public knowledge is available to everyone, and the barrier to execution keeps falling. The dividing line has moved — not who uses AI, but who redesigns the way they work. AI Transformation = AI Adoption + Innovation: adoption is the ticket; reorganizing yourself is the game.

Test your AI maturity
Marketing effectiveness of human-created content vs AI-generated contentSega Cheng · iKala (Future Commerce, June 2026)
大講堂全景(講者小、場域大)

Framework

Ask · Use · Manage · Build

Four dimensions, three levels — a complete coordinate system for AI literacy.

BasicINPUT → OUTPUT

Clear Prompting

You can use it

ProficientHigh Quality INPUT → OUTPUT

Multi-round Deep Dialogue

You use it well

AdvancedOUTCOME + IMPACT

Expert Framework Research

You scale impact

Impact

Case Studies

冠緯工作側拍(非證件照、非棚拍)

Organizer

Ray Lu

An NTU Medical School graduate who chose education over medicine, he led a team building a digital learning platform serving over five million users. After generative AI arrived, he distilled the whole transformation playbook into the Ask-Use-Manage-Build framework — proven inside his own organization before being taught outside. LEADAI is the AI transformation brand he organized: human at the root, AI as the method.

AI will not replace people willing to learn; AI will amplify people willing to take responsibility.

2026 NYCU Commencement Address
Meet Ray

Skills depreciate. Attitude compounds.

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