Nine dimensions of AI compatibility
CI10%
Conceptual Compatibility
Accurate mental model of how AI works
AF15%
Applied Fluency
Translating understanding into effective practice
CD10%
Critical Discernment
Calibrated scepticism of AI outputs
AO10%
Adaptive Orientation
Psychological posture toward AI-driven change
SV10%
Systems Vision
Thinking beyond tasks to AI's systemic role
GI10%
Generative Imagination
Using AI as a generative cognitive partner
AC10%
AI Conscience
Ethical reasoning about AI
TI15%
Technical Compatibility
Working knowledge of the AI landscape
RI10%
Relational Compatibility
Orientation toward human-AI relationships
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