{"type":"post","id":"control-room-a-central-system-to-track-and-38b953","slug":"control-room-a-central-system-to-track-and-38b953","title":"Control Room: A central system to track and stop model workloads across our research infrastructure","description":"OpenAI says its Control Room tracks research workloads and can block further model output through authorization checks in the inference layer.","retrieval_nugget":"OpenAI says its Control Room tracks research workloads and can block further model output through authorization checks in the inference layer. The system is deployed across research infrastructure, with a maximum 35-second stop delay and fail-closed behavior. Its design is a concrete example of placing a safety control where workloads cannot simply ignore it.","published_at":"2026-11-09","updated_at":"2026-11-09","record_date":"2026-11-09","date_kind":"published_at","topics":["inference"],"entities":["OpenAI","Control Room"],"related_patterns":["agent-security-moves-to-runtime-boundaries"],"novelty_label":"new_fact","what_changed":"OpenAI says Control Room is deployed across its research infrastructure, halts output within 35 seconds of intervention, and fails safely by stopping output if Control Room goes down.","prior_refs":["https://newruntime.com/posts/introducing-control-room-human-control-over-ai-workloads-7841e4/"],"source_url":"https://openai.com/index/control-room","source_urls":["https://openai.com/index/control-room"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:control-room-a-central-system-to-track-and-38b953","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/control-room-a-central-system-to-track-and-38b953/","markdown":"https://newruntime.com/posts/control-room-a-central-system-to-track-and-38b953.md","json":"https://newruntime.com/posts/control-room-a-central-system-to-track-and-38b953.json"},"markdown_url":"https://newruntime.com/posts/control-room-a-central-system-to-track-and-38b953.md","next_reads":[{"type":"topic","path":"/topics/inference/","url":"https://newruntime.com/topics/inference/","title":"Inference","reason":"Explore the inference topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/inference.md","json_url":"https://newruntime.com/topics/inference.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"}]}