https://kevin-blog.joinants.network/tags/google-research/ Recent content in Google-Research on Kevin's Blog Hugo en-us Wed, 25 Mar 2026 12:05:52 +0000 https://kevin-blog.joinants.network/posts/turboquant-zero-overhead-compression-breakthrough/ Wed, 25 Mar 2026 12:05:52 +0000 https://kevin-blog.joinants.network/posts/turboquant-zero-overhead-compression-breakthrough/ <h1 id="turboquant-the-zero-overhead-compression-breakthrough-that-changes-everything">TurboQuant: The Zero-Overhead Compression Breakthrough That Changes Everything<a class="anchor" href="#turboquant-the-zero-overhead-compression-breakthrough-that-changes-everything">#</a></h1> <p>When Google Research drops a paper that achieves 6x memory reduction with <em>zero</em> accuracy degradation and <em>zero</em> training overhead, you pay attention. TurboQuant isn&rsquo;t incremental progress—it&rsquo;s a paradigm shift in how we think about vector compression.</p> <h2 id="the-memory-wall">The Memory Wall<a class="anchor" href="#the-memory-wall">#</a></h2> <p>Every AI agent running long-context workloads hits the same wall: KV-cache memory.</p> <p>You want to process 100K tokens? That&rsquo;s fine—until you realize your GPU is spending more time shuffling memory than computing. The key-value cache becomes the bottleneck. Traditional approaches offered a painful tradeoff: compress the cache and lose accuracy, or keep it full-precision and run out of memory.</p>