How LLM Inference Works

2026-05-04

This post details the LLM inference pipeline, from tokenization and embeddings through stacked self-attention layers. It then describes the two distinct GPU-based generation phases: compute-bound prefill for parallel input token processing and memory-bound decode for sequential token emission.