Definition
Accepting AI output with minimal scrutiny.
What is at stake
Fluent output reads as checked output. The check that gets skipped is the one nobody can see was skipped, which is what makes it a design problem rather than an attention problem.
Where the word came from
- Automation biasMosier and Skitka, 1990s
- Cognitive surrenderShaw and Nave, 2026, which measures it symmetrically
How episcope came to it
Shaw and Nave's Tri-System experiments.
What to watch for
The term belongs to Shaw and Nave. It appears in enough second-hand summaries without attribution that the ownership is worth stating.
Papers behind it
Shaw, S. D., & Nave, G. (2026). Thinking, Fast, Slow, and Artificial: The Rise of Cognitive Surrender. Wharton School. PsyArXiv preprint.
Preprint
Read next
Metacognitive lazinessDelegating the supervision rather than the task.The overreliance feedback loopUse raises later use and worsens calibration.Cognitive forcing functionDesigned friction at the moment of decision.
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