From Prompt to Prediction: Understanding Prefill, Decode, and the KV Cache in LLMs This article is divided into three parts; they are: • How Attention Works During Prefill • The Decode Phase of LLM Inference • KV Cache: How to Make Decode More Efficient Consider the prompt: Today’s weather is so . Published: 2026-03-30