A brief history of KV cache compression developments (opens in new tab)

Covers TurboQuant: Redefining AI efficiency with extreme compression

How KV cache compression - from MQA and GQA to MLA and linear-attention hybrids - quietly unlocked the long context windows that make modern agentic LLMs possible.

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