
Karpathy Scores Every US Job for AI Exposure
Andrej Karpathy scored 342 US occupations on a 0-10 AI exposure scale using BLS data - 42% of jobs score 7+, representing 59.9 million workers and $3.7 trillion in wages. He then deleted the GitHub repo.

Andrej Karpathy scored 342 US occupations on a 0-10 AI exposure scale using BLS data - 42% of jobs score 7+, representing 59.9 million workers and $3.7 trillion in wages. He then deleted the GitHub repo.

ServiceNow CEO Bill McDermott told CNBC that AI agents could drive college graduate unemployment into the mid-30% range, while his own company has automated 90% of customer service use cases.

Anthropic's new 'observed exposure' metric ranks 800+ occupations by actual AI usage, not just theoretical risk. Computer programmers top the list at 75%. Unemployment hasn't spiked - but young workers entering exposed fields are finding fewer jobs.

Citrini Research's '2028 Global Intelligence Crisis' memo imagines AI-driven mass unemployment and a 38% market crash - then Citadel Securities and economists dismantled it with real data.