Let AI Agents Write Your Serving Stack with VibeServe (opens in new tab)

TL;DR: Generic LLM serving stacks cover the mainstream use cases well, but struggle on the long tail of new models, accelerators, and workloads. VibeServe is a multi-agent system that synthesizes a complete serving runtime end-to-end, specialized to a user-specified model, hardware, and workload. Across six case studies, it matches vLLM and SGLang on a heavily optimized mainstream setup (Llama-3.1-8B on H100) and delivers 1.69×–6.27× speedups on non-standard ones. This is early evidence that ...