**FlashStates Unlocking Flexible Hybrid State Management for Agentic LLM Inference**

> FlashStates: serve more agent traffic per GPU on hybrid models. Each agent turn resumes exactly where the last one ended. With 48 concurrent agents replaying Claude Code traces on GLM-5.3-Flash NVFP4 and two B200 GPUs per engine, FlashStates delivers 2.8× vLLM's output tokens per minute, with 3.7× lower median end-to-end request latency and 16.3× lower median time to first token. Flash States Challenge Method & Desig...

**来源信息**
- **来源**：Hacker News：AI 热帖
- **分类**：论文
- **发布时间**：2026-11-10 12:29（北京时间）
- **原文**：[打开原文](https://flashstates.ai/)