future of work

Score seven irreplaceable human value categories to determine which roles survive AGI

Map six demand elasticities to find where AI expands markets and creates net-new jobs

AI invents — making it the last invention and all retraining logic obsolete

AI replaces augmented workers before it replaces humans — the transition is the danger zone

AI's trajectory is locked in; humanity only controls which outcome it gets

AI agents are replacing cognitive work now — not in the future

Why AI isn't a smarter human — it's a categorically different kind of mind

AI's deepest threat is not unemployment but purposelessness — men don't kill themselves because they're poor

Map where your career sits as AI climbs from technical roles toward human-touch ones—before it reaches you.