Transformer and System Layers The Transformer in one picture A deployed assistant has layers The capital of Australia is [ h₁ ] [ h₂ ] [ h₃ ] [ h₄ ] [ h₅ ] Context-dependent representations attention Scores Next-token Base Transformer Post-training Retrieval (optional) Tools (optional) Attention combines context; it is not a truth check.