{"type":"post","id":"berkeley-evolving-agent-teams-supervisor-restructured-coding-agents-4a7472","slug":"berkeley-evolving-agent-teams-supervisor-restructured-coding-agents-4a7472","title":"Berkeley 'Evolving Agent Teams': supervisor-restructured coding agents beat FlashInfer MLA decode kernel by 1.21x","description":"A Berkeley research team introduced Evolving Agent Teams, a framework that lets a supervisor restructure coding agents when they stall on GPU-kernel optimization.","retrieval_nugget":"A Berkeley research team introduced Evolving Agent Teams, a framework that lets a supervisor restructure coding agents when they stall on GPU-kernel optimization. The paper reports a 1.2× mean speedup over FlashInfer’s production MLA paged decode kernel on 47 workloads, suggesting that persistent team memory and adaptive coordination can matter as much as adding agents.","published_at":"2026-11-10","updated_at":"2026-11-10","record_date":"2026-11-10","date_kind":"published_at","topics":["coding-agents"],"entities":["Evolving Agent Teams","FlashInfer","UC Berkeley","Qwen3.8-Flash-Next","vLLM","FlashKDA","RoboDojo"],"related_patterns":["agent-economics-moves-to-completed-work"],"novelty_label":"new_fact","what_changed":"A Berkeley study introduces a supervisor-restructured agent-team system, reporting a 1.2× mean speedup over FlashInfer’s MLA decode kernel and wins on 36 of 47 workloads.","prior_refs":["https://newruntime.com/posts/forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b/","https://newruntime.com/posts/openbmb-open-sources-forgekernel-a-self-evolving-gpu-6db18d/"],"source_url":"https://arxiv.org/abs/2610.36848","source_urls":["https://arxiv.org/abs/2610.36848"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:berkeley-evolving-agent-teams-supervisor-restructured-coding-agents-4a7472","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/berkeley-evolving-agent-teams-supervisor-restructured-coding-agents-4a7472/","markdown":"https://newruntime.com/posts/berkeley-evolving-agent-teams-supervisor-restructured-coding-agents-4a7472.md","json":"https://newruntime.com/posts/berkeley-evolving-agent-teams-supervisor-restructured-coding-agents-4a7472.json"},"markdown_url":"https://newruntime.com/posts/berkeley-evolving-agent-teams-supervisor-restructured-coding-agents-4a7472.md","next_reads":[{"type":"topic","path":"/topics/coding-agents/","url":"https://newruntime.com/topics/coding-agents/","title":"Coding Agents","reason":"Explore the coding-agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/coding-agents.md","json_url":"https://newruntime.com/topics/coding-agents.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}