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niche engineering majors ranked by how worth it they actually are 📊 criteria: starting median salary (NACE 2026 BLS May 2024), job growth through 2034, annual job openings, geographic flexibility, and future-proofness vs AI market shifts some things that surprised me doing this research: materials science is genuinely S tier and nobody talks about it. $108K median, runs semiconductors, EV batteries, and AI hardware, and the lab work literally cannot be automated. most slept on major on this lis
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Why Git Wasn’t Enough for Anthropic!! Anthropic’s AI agents merge over 30,000 code updates every single day, triggering a staggering 25 million automated testing jobs. Under standard Git, every single test machine had to clone gigabytes of repository history just to verify a one-file bug fix, generating an unsustainable 600 petabytes of network traffic daily. Because Git was designed decades ago for offline human developers who download an entire codebase to their local laptops, it completely bu
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Andrej Karpathy was asked how you should hire engineers now. No whiteboard, no algorithm puzzle. His answer was to hand someone a big project and watch. His example: build a Twitter clone for agents. Make it good. Make it secure. Then have agents simulate activity on it so there's real traffic running through the thing. Then comes the part that makes it an interview. He points ten Codex agents at maximum reasoning effort at the site you just deployed and tells them to break it. They shouldn't be
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