{"type":"raw_signal","id":"do-agent-teams-pay-off-a-case-study-315222","slug":"do-agent-teams-pay-off-a-case-study-315222","title":"Do Agent Teams Pay Off? A Case Study on Vibe Code Bench (18 minute read)","description":"Vals AI compared single-agent and multi-agent setups on 50 Vibe Code Bench tasks: building complete web applications from product specifications.","retrieval_nugget":"Vals AI compared single-agent and multi-agent setups on 50 Vibe Code Bench tasks: building complete web applications from product specifications.","observed_at":"2026-10-12","record_date":"2026-10-12","date_kind":"observed_at","why_it_matters":"The results are specific to this benchmark and its implementation. They do not establish that teams generally fail or succeed; they show that model, reasoning effort, orchestration, and budget affect the trade-off. Vals AI notes that the work used one benchmark of full-stack web apps and may not carry over to other kinds of work.","novelty":"notable","verification_level":"source-linked","signal_type":"research","source_platform":"vals.ai","topics":["claude"],"entities":["Vals AI","Vibe Code Bench","GPT 6 Sol","Claude Opus 5.5"],"related_patterns":["agent-economics-moves-to-completed-work"],"source_url":"https://www.vals.ai/blogs/multi-agent-vibe-code-bench","source_urls":["https://www.vals.ai/blogs/multi-agent-vibe-code-bench"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:do-agent-teams-pay-off-a-case-study-315222","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/do-agent-teams-pay-off-a-case-study-315222/","markdown":"https://newruntime.com/signals/do-agent-teams-pay-off-a-case-study-315222.md","json":"https://newruntime.com/signals/do-agent-teams-pay-off-a-case-study-315222.json"},"next_reads":[{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"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"}]}