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

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Training 2

The MathemaTricks behind FlashAttention Apr 12, 2026
The lore behind LoRA Mar 23, 2026

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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
Exploring the Mixture of Experts

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LLM Math Training Transformer Attention GPU Inference Systems Architecture FFN

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LLM Math Training Transformer Attention GPU Inference Systems Architecture FFN