First-principles notes on LLMs, GPU kernels, and model training

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Reinforcement Learning for LLMs May 21, 2026

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Reinforcement Learning for LLMs
Rethink LoRA initializations for faster convergence
Transformer showdown MHA vs MLA vs nGPT vs Differential Transformer
Attention and Transformer Imagined
Understanding multi-GPU Parallelism paradigms

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Math Transformer Fine-tuning Attention FFNN Training GPU LLM LoRA activations

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Math Transformer Fine-tuning Attention FFNN Training GPU LLM LoRA activations