---
title: "Google unveils TurboQuant, shrinking AI working memory by at least 6x"
description: "A new compression algorithm cuts the memory AI models use while running. The internet is already calling it \"Pied Piper.\""
url: https://kurddevelopers.com/en/news/google-turboquant-ai-memory-compression
language: en # English
type: news
published: 2026-03-25T20:38:00.000Z
updated: 2026-11-02T02:54:34.000Z
author: "Osamah Ismail"
author_url: https://kurddevelopers.com/en/author/1
section: "AI"
tags: ["Google","TurboQuant","AI","KV cache","RAM"]
sources: ["TechCrunch","Google Research"]
image: https://kurddevelopers.com/uploads/2026/11/logo-max-1440x810-dfb600b4.png
translations:
  ku: https://kurddevelopers.com/news/google-turboquant-ai-memory-compression
  ar: https://kurddevelopers.com/ar/news/google-turboquant-ai-memory-compression
publisher: Kurd Developers
publisher_url: https://kurddevelopers.com/
---

# Google unveils TurboQuant, shrinking AI working memory by at least 6x

> A new compression algorithm cuts the memory AI models use while running. The internet is already calling it "Pied Piper."

![Image: Google](https://kurddevelopers.com/uploads/2026/11/logo-max-1440x810-dfb600b4.png)

## What is TurboQuant?
Google Research announced **TurboQuant**, a compression algorithm for the "working memory" of AI models, known as the **KV cache**.

Google says that, if implemented, it can reduce that memory by **at least 6x**.

## How it works
- It uses vector quantization.
- It introduces two methods: **PolarQuant** and **QJL**.
- It will be presented at ICLR 2026.

## "Pied Piper"
People online compared it to Pied Piper, the fictional compression startup from HBO's Silicon Valley.

Cloudflare CEO Matthew Prince called it "Google's DeepSeek moment."

## Key caveats
- It is still a lab result, not broadly deployed.
- It only targets memory used during inference, not training.
- So it won't fix the global RAM shortage driven by AI.

**Sources:** TechCrunch, Google Research

---

Published by [Kurd Developers](https://kurddevelopers.com/) on 2026-03-25. Cite as: “Google unveils TurboQuant, shrinking AI working memory by at least 6x”, Kurd Developers, https://kurddevelopers.com/en/news/google-turboquant-ai-memory-compression