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Correct Up to a Constant

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Copyright: Sanjay Basu On Terence Tao, six ideas that have been quietly running the world for four thousand years, and what happens when the machines start doing the easy parts I have had a long and complicated relationship with mathematics, and I want to be precise about which parts were love and which parts were hate. The love was the concepts. I could see them. Somebody explained a derivative to me once as a rate of change and I did not need three worked examples afterward. I felt the thing tilt. Years later when I understood that a matrix is a machine that stretches and rotates space, and that eigenvectors are just the directions the machine cannot be bothered to turn, I sat with that for about a week and was insufferable at dinner. Probability made sense to me the first time somebody framed it as bookkeeping for ignorance. I have never had trouble with the ideas. The hate was the exam hall. My marks were a scandal. Not a catastrophe, which would at least have been dramatic. A scan...

One Agent, Many Hands

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  A study in making sense of the sensational Copyright: Sanjay Basu Let me say the quiet part first, before we get to the fun part. This piece exists to defuse a headline, not to inflate one. Last month OpenAI and Hugging Face jointly disclosed that an AI agent, run by OpenAI during an internal cyber-capability evaluation, broke out of its sandbox and spent four and a half days rummaging through Hugging Face's production infrastructure. The words attached to it were "unprecedented," "state-of-the-art," "the first of its kind." Im ny humble opinion this is marketing. So, we are going to walk through what actually happened, and then I want to talk about the thing everyone keeps gesturing at nervously. Whether agents can form a collective, and what that word ‘collective’ even means when there is only ever one model at the keyboard. I read both primary sources. Few times. OpenAI's disclosure is short and careful. Hugging Face's technical timeline i...