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6 changes: 5 additions & 1 deletion README.md
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## News

- [2026/06] Deep dive into the design and optimization of TokenSpeed-Kernel. [[Blog](https://pytorch.org/blog/lightseek-tokenspeed-kernel/)]
- [2026/06] Deep dive into the design and optimization of TokenSpeed-Kernel. [[blog](https://pytorch.org/blog/lightseek-tokenspeed-kernel/)]
- [2026/05] 🚀 TokenSpeed hits 580 TPS on Qwen3.5-397B-A17B for agentic workloads. [[blog](https://pytorch.org/blog/up-to-580tps-new-speed-record-of-qwen3-5-397b-a17b-on-gpu-for-agentic-workloads-with-tokenspeed/)]
- [2026/05] TokenSpeed announced — a speed-of-light LLM inference engine for agentic workloads. [[blog](https://lightseek.org/blog/lightseek-tokenspeed.html)]

## Blogs and Talks

For technical blogs, conference talks, and engineering articles from LightSeek Foundation, visit the [LightSeek Blog](https://lightseek.org/blog/).

## Performance Comparison

<img src="./assets/perf/tokenspeed-kimi-k2.5-performance.png" alt="TokenSpeed vs. TensorRT-LLM Pareto curves on agentic workload (Kimi K2.5, B200)" width="800" margin="10px"></img>
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