TurboQuant Breaks into Vision: First Large-Scale Test on Video Models

The rapid integration of Google's TurboQuant into vLLM demonstrates that 4-bit KV cache compression is a breakthrough for memory-intensive Vision-Language Models. By enabling high-fidelity video processing on consumer hardware, this development accelerates the democratization of long-context AI applications beyond specialized data centers.