How LLMs Work (0xkato.xyz) AI

The article walks through how modern large language models are built and operate, focusing on the transformer stack—tokenization into integer IDs, embeddings and positional encoding (including RoPE), attention via Q/K/V with softmax weighting and causal masking, and the subsequent generation of the next token.