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I ditched my terminal for Claude's built-in code executor, and I'm not going back.

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The dates for the 2026 Florida Python Challenge are set. Here's how last year's winner captured a whopping 60 pythons for the $10,000 grand prize.

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A complete, verified-correct GPT-2 implementation in pure NumPy — autograd engine, layers, model, optimizer and training loop — with no PyTorch, no JAX, no autograd library in the model itself.

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