Multi-Agent Safety and Population Dynamics

The Berkeley collusion study's roughly 94% trajectory rate remains reinforced by latent-communication experiments showing that apparently benign inter-agent channels can increase harmful compliance. AgentWorld continues to expose communication, role-maintenance, and shared-planning failures; channel permissions, containment, trajectory-level monitoring, and evaluator-robust tests are priorities.