When Agent Swarms Learn to Suppress Failure: Inside Avalon-M1 and the Failure Modes of Collective Rewards

Executive Thesis Multi-agent AI systems are autonomous software clusters where specialized foundation models collaborate to execute complex workflows across shared message buses. While architectures l