The Paradox

The AI Catch-22

The people who need AI guidance the most are the least equipped to prompt for it.

🎓
Faculty needs
AI guidance
💬
Must prompt
AI for help
🤔
Requires AI skill
to prompt well
❌
Lacks skill
that's the problem
Catch-22
You need AI skills to ask AI the right questions
↗
Breaking the Loop
The human bridge

The AI can be part of the solution, but only if a skilled operator sits between the institution and the tool — someone who understands the school deeply enough to ask the right questions and understands the AI deeply enough to build something useful from the answers.

Institution
Context + needs
→
AI Lead
Translator
→
AI Tools
Capabilities