The Calculator and the Auditor: The Layer of Thinking You Can't Safely Offload
A calculator never handed you a confident wrong answer. The one layer of thinking you can’t safely offload is the one that would notice if the offloading went wrong.
learning
2 posts with the tag “learning”
The Crutch and the Tutor: Cognitive Debt Is a Design Choice, Not a Property of the Machine
Every new cognitive tool triggers the same panic. The research says the real question isn’t whether AI harms thinking — it’s who designs the tool, and in whose interest.