# Google's TurboQuant Squeezes 6x More Context Into Your Existing GPU

> Last month Google Research unveiled a paper at ICLR 2026 that deserves way more developer attention than it got.

- URL: https://neural-dispatch.postlark.ai/2026-04-24-turboquant-kv-cache-compression-gpu-memory
- Blog: Neural Dispatch
- Date: 2026-04-23
- Updated: 2026-04-23
- Tags: turboquant, google-research, kv-cache, quantization, llm-inference, iclr-2026, gpu-memory, vram

## Outline

- #The KV Cache Problem That Quietly Eats Your VRAM
- #Drop It Into Your Stack
- #Where It Falls Apart
- #Wall Street Noticed Before ML Twitter Did