lmsys Blog: Agent-Assisted SGLang Development—From Benchmarks to Kernel Optimization

BanghuaZ · x · 2026-07-03

The lmsys team released a new blog post detailing how to transform benchmark testing, performance profiling, and kernel optimization knowledge into an agent-assisted development workflow, iterating the SGLang inference engine in an Agent-driven manner. This serves as a real-world engineering case study applying AI coding agents to high-performance inference infrastructure development, offering high reference value for AI systems engineers.

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