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answer: direct
beat: ai-technology
source: 1 article · updated: November 6, 2026
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What is a KV cache in language-model inference?

A key-value cache stores intermediate attention state from tokens already processed by a model. Reusing compatible cached state can avoid repeating some prefill computation, especially when requests share a prompt prefix or context.

Answered in

A Bigger AI Cache Can Save GPU Time—If the Network and Reuse Rate Cooperate

Supermicro, IBM and NVIDIA proposed persistent KV-cache storage for long prompts. Their headline speedup is a vendor test, not a universal inference result.

Crashtech Editorial November 6, 2026 How AI Actually Works

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