The 2017 paper "Attention Is All You Need" by Vaswani et al. introduced the Transformer — the architecture behind GPT, Claude, Gemini, and every major LLM today. It replaced recurrent models entirely with attention mechanisms, and the field has never looked back.

This post walks through the key ideas.











The problem with...