AI Dependency Thresholds
Identifying the inflection point where AI assistance becomes cognitive atrophy.
THESIS
THE DEPENDENCY CURVE
AI assistance increases your total output and capability. You are learning from AI's outputs, developing new mental models, and becoming more effective. Key signal: you can still perform the task without AI, but choose to use it for efficiency.
AI assistance maintains your output level but you've stopped growing. You use AI out of habit rather than strategic choice. Key signal: you feel mild anxiety when AI tools are unavailable, but can still function.
Removing AI assistance would significantly impair your performance. The underlying cognitive skill has atrophied through disuse. Key signal: you cannot complete the task at an acceptable level without AI assistance, and you could before.
ATROPHY SIGNALS - EARLY WARNING INDICATORS
Gradually offloading more complex tasks without conscious decision
Accepting AI outputs without fully understanding them
Waiting for AI suggestions rather than generating ideas independently
Becoming reliant on AI to resolve uncertainty rather than developing comfort with unknowns
Decreasing effort spent checking AI outputs for accuracy
THE DIAGNOSTIC FRAMEWORK
Can I still do this without AI? (Capability test)
Do I understand WHY the AI produced this output? (Comprehension test)
Could I evaluate this output if it were wrong? (Judgment test)
Am I using AI by choice or by default? (Autonomy test)