Reasoning
Rubber-Stamp Review
Reviewing AI output for surface errors while accepting its frame.
How it feels
You catch typos, soften a claim, and feel like you reviewed it, while the underlying structure remains untouched.
At work
A team checks an AI-generated strategy deck for phrasing and citations but never asks whether the chosen market frame is wrong.
Hidden cost
Reasoning: editing substitutes for judgment.
You may have this if
Can you name one framing assumption in the AI output that you rejected?
Try this instead
Run a frame audit: list the assumptions, the omitted options, and the decision the output is quietly steering toward.
Team rule
Every AI-assisted deliverable gets one frame-review pass before copy review.
Related book concept
Loop layer and falsification mode.
Evidence notes
Microsoft Research (2025) links higher AI trust with less critical-thinking effort.
Rubber-Stamp Review identifies one workflow where that reduced effort hides inside editing.
Search surface
Related entries
Now measure the circuit
Find where this pattern is hitting you first.
The Anti-AI Brain Score maps your weakest circuit, then points you back to the practices that reload it.