PREFILL PHASE (cache construction)
[Prompt: "What is"] → [Transformer] → [Cache: K, V for all layers]

DECODE PHASE (token-by-token)
[Token: "the"] → [Q("the") + cached K/V] → [next token: "?"] → ...