Cheney Hamilton

“AI raises the floor of what a junior can produce, but it doesn't give them the judgement to know when the output is wrong, and that judgement historically came from repetition and consequence,”

Cheney Hamilton · said date not stated · reported 2026-09-23

Hamilton told CNBC that AI improves junior output but does not provide the judgement that historically came from repetition and consequence.

“Are we deliberately building the contextual knowledge and judgement that used to accrue by osmosis? If not, you risk a generation with AI-enabled breadth and no depth.”

Cheney Hamilton · said date not stated · reported 2026-09-23

Hamilton warned that failing to deliberately build contextual knowledge risks producing a generation with AI-enabled breadth and no depth.

“This is why I argue the real issue isn't 'early careers' time served, but 'early knowledge,'”

Cheney Hamilton · said date not stated · reported 2026-09-23

Hamilton argued the real issue is early knowledge rather than time served in early careers.