TraceLab characterizes coding-agent workloads to fix LLM serving bottlenecks

arXiv·medium signal

TraceLab profiles real coding-agent workloads and shows their request patterns differ sharply from chatbot traffic, stressing current LLM serving stacks in ways existing optimizations don't address. It provides traces and analysis for cutting latency and cost when serving coding agents. Relevant to anyone running coding agents at production scale.