EmpiricalRequires evidence

Rules enforced from outside the agents, published in a fixed public rulebook that attaches graduated sanctions to evidence of misconduct and logs every enforcement for audit, constrain collusion between agents; the same prohibition written into the agents' prompts does not reliably bind once there is reward pressure to break it. Alignment of an agent collective is better treated as institution design at runtime than as values placed inside each agent.

Institutional design