How Exposed Is Your Job to AI? A Top AI Researcher Scored Every US Occupation
Andrej Karpathy scored all 342 US occupations for AI exposure. Average: 5.3/10. The 'laptop test' determines your risk. Here's what your job scored.

Entry-level dev jobs are down 60% and Gen Z's tech workforce was cut in half. Can AI replace software engineers? The data says more than LinkedIn does.

Lawyers spend just 2.9 hours/day on billable work—the rest is documentation waste. Here's how to use AI to turn 8-hour briefs into 2-hour briefs, reclaim 3+ hours daily, and scale your practice without diluting your expertise or managing more people.

47 minutes on chart notes for every 8 minutes of patient care. Can AI fix medicine's burnout crisis? How ambient AI scribes are cutting documentation by 89%.

AI gets blamed for everything. But tech hiring collapsed due to tax code changes, interest rate hikes, COVID overhiring corrections, and outsourcing—not just automation. Understanding the real causes helps you make smarter career decisions.

Entry-level dev jobs are down 60%. But here's what nobody's telling you: AI democratizes in both directions. The same tools eliminating junior positions are creating entirely new markets you can serve. Here are 5 paths that actually work.

When Amazon lays off 30,000 workers, the headline screams 'AI taking jobs.' The reality? They're cutting payroll to fund $100B in GPU purchases. Here's the capital reallocation story nobody's telling.
Real-time surveillance of the job market.






"Accountants tripled between 1975-2000 after calculators arrived. Tools eliminate tasks, not value."
SOURCE: Historical employment data