A 10.8M-parameter character-level GPT, trained from scratch on 220,310 words of Karim's writing. It starts knowing nothing — not letters, not words, not spaces. Every card below is the SAME network, sampled later in training. Refresh while training runs. Act III of three: gradient descent.
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