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Notes from the RedKnot team

Plain-language posts on long-context LLM serving.

October 2026 · Explainer

RedKnot, explained: most attention heads can reuse their cache

Why long prompts are slow, why only a few attention heads need the whole prompt, and how that gives a 1.6–5.2× faster first token.