# TurboQuant: Google's 6x KV Cache Compression, the Pied Piper Moment, and the New Inference Cost Math - May 7, 2026

Page: https://stenobird.com/podcast/dx-today-no-hype-podcast-news-about-ai-dx-6434212/turboquant-google-s-6x-kv-cache-compression-the-pied-piper-moment-and-the-new-inference-cost-math-may-7-2026
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Podcast: [DX Today | No-Hype Podcast & News About AI & DX](https://stenobird.com/podcast/dx-today-no-hype-podcast-news-about-ai-dx-6434212)
Published: 2026-05-07T10:09:14+00:00
Episode link: https://www.buzzsprout.com/2207817/episodes/19139743-turboquant-google-s-6x-kv-cache-compression-the-pied-piper-moment-and-the-new-inference-cost-math-may-7-2026.mp3
Audio file: https://www.buzzsprout.com/2207817/episodes/19139743-turboquant-google-s-6x-kv-cache-compression-the-pied-piper-moment-and-the-new-inference-cost-math-may-7-2026.mp3
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Duration seconds: 760

## Resource

Send us Fan Mail TurboQuant: Google's 6x KV Cache Compression, the Pied Piper Moment, and the New Inference Cost Math - May 7, 2026 Google Research dropped TurboQuant at ICLR 2026, a two stage vector quantization algorithm that compresses LLM key value caches to roughly three bits per coordinate while delivering an eight times attention speedup on H100 GPUs. The economics ripple is enormous: inference is now 85% of enterprise AI spend, and TurboQuant's 6x memory cut could halve that bill, wh...

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