Test: can you reconstruct the reasoning without the AI?
Test AI integration by verifying whether interactions increase your independent understanding—if you cannot reconstruct the reasoning without the AI, the tool is replacing cognition rather than extending it.
When This Fires
- After any substantive AI-assisted work session (writing, analysis, coding, research)
- When evaluating whether your AI workflow is making you smarter or more dependent
- During periodic reviews of how you're integrating AI into your practice
- When you notice you can't function as well without AI access as you did before using it
Common Failure Mode
Measuring AI integration success by output quality instead of cognitive gain. "I produced a great analysis with AI help" is not the test. "I can now produce better analyses independently" is the test. If your output quality drops to pre-AI levels every time you lose AI access, you've been using a replacement, not an extension.
The Protocol
After an AI-assisted work session, close the AI interface and try to reconstruct the core reasoning from memory. Write the key claims, their evidence, and the logical structure connecting them. Compare your reconstruction against the AI-assisted version. The gaps between what you can reconstruct and what the AI produced are the areas where the tool replaced rather than extended your thinking. Those gaps are where you need to invest more generative effort next time.