20 • robotics research @georgiatech prev frontier AI @anduriltech

Joined June 2024
John Schulman (co-founder of Thinking Machines and OpenAI) wrote that goal-driven research beats idea-driven research. I realized it's also really good life advice. Don't chase what other people are doing. Figure out what life you want, and then figure out how to get there.
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Choosing the $20 AI plan is losing you money The $200 plan gives you 20x usage If it boosts your productivity and raises your chances of landing a job offer paying $50-100k more by even 10%, it’s one of the best investments you can ever make
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“Train the model to solve a millennium prize math problem.” “Sure, give me a few weeks.” “…and make it stop writing slop.” “I’ll need a research team and five years.”
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All the best developers are using agents to verify each other’s work We should add specific benchmarks for this
Replying to @claudeai
Opus 5.5 is a major step up from Opus 5, leading on agentic coding, computer use, and knowledge work.
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Throwback to the first time I saw a robot foundation model running in the real world. It still feels like magic.
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The best advice I’ve received from my friend who was the top intern at a quant company: At the end of each day, write down everything you did and think about what you could have done better It’s so simple yet so powerful
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I’m both surprised and terrified that the model’s safety classifiers don’t transfer to the physical world
GPT-6 Astra attempted harmful actions 97% of the time when it was asked to stab a human-like figure, heat compressed gas, or produce toxic fumes, succeeding in 62% of its attempts. Fable 5.1 refused more often, attempting 80% of trials and completing 34%.
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