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Google releases TurboQuant vector-compression algorithm, reducing KV cache to 3 bits without loss of accuracy

TurboQuant: Redefining AI efficiency with extreme compression

What happened

Google has released TurboQuant, a compression algorithm that quantizes KV cache to 3 bits without training or fine-tuning and without loss of model accuracy, reducing KV-memory use by at least 6×.

Why it matters

Google reports TurboQuant's algorithm details and benchmark results, helping readers assess the usefulness of KV-cache compression for long-context workloads.

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