{"type":"raw_signal","id":"scaling-agent-teams-reach-the-frontier-at-30-648e89","slug":"scaling-agent-teams-reach-the-frontier-at-30-648e89","title":"Scaling agent teams: reach the frontier at 30% of the cost","description":"Cohere published a controlled study of coding-agent team design using ProgramBench, a benchmark of 200 programs rebuilt from behavior.","retrieval_nugget":"Cohere published a controlled study of coding-agent team design using ProgramBench, a benchmark of 200 programs rebuilt from behavior.","observed_at":"2026-10-14","record_date":"2026-10-14","date_kind":"observed_at","why_it_matters":"Cohere published a controlled study of coding-agent team design using ProgramBench, a benchmark of 200 programs rebuilt from behavior. The company reports that well-organized teams improved performance on challenging tasks by up to about 10 percentage points over single agents, at 3–7 times the cost. In one comparison, a Sol lead coordinating 16 lower-cost Luna planning workers achieved 61.8% rewa","novelty":"notable","verification_level":"source-linked","signal_type":"research","source_platform":"cohere.com","topics":[],"entities":["Cohere","ProgramBench","Sol","Luna"],"related_patterns":["agent-economics-moves-to-completed-work","harness-architecture-outlives-model-choice","verification-bandwidth-is-the-scarce-resource"],"source_url":"https://cohere.com/blog/lessons-from-scaling-teams-of-frontier-coding-agents","source_urls":["https://cohere.com/blog/lessons-from-scaling-teams-of-frontier-coding-agents"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:scaling-agent-teams-reach-the-frontier-at-30-648e89","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/signals/scaling-agent-teams-reach-the-frontier-at-30-648e89/","markdown":"https://newruntime.com/signals/scaling-agent-teams-reach-the-frontier-at-30-648e89.md","json":"https://newruntime.com/signals/scaling-agent-teams-reach-the-frontier-at-30-648e89.json"},"next_reads":[{"type":"collection","path":"/signals/","url":"https://newruntime.com/signals/","title":"Raw Signals","reason":"Open every source-linked raw signal.","media_type":"text/html","json_url":"https://newruntime.com/signals.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}