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How OpenAI Beat Every Human Team at the World's Hardest Coding Competition

The Neuron: AI Explained

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Challenges to Automating Scientific Discovery

Ahmed outlines technical hurdles: more RL compute, stable ML at scale, and effective tool use tied to real-world feedback.

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