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ICML 2026: Can You Trust the Orchestrator? Entropy Dynamics Reveal Multi-Agent System Vulnerabilities
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TL;DR
- Multi-agent system failures are primarily caused by the orchestrator, not individual agents.
- Increasing task complexity and information pressure degrade the orchestrator's decision-making.
- Scheduling entropy dynamics can diagnose system instability and orchestrator uncertainty.
- Inverse Workflow Generation (IWG) enables process-level evaluation by creating verifiable task environments.
- Model strength does not guarantee effective orchestrator capability; process-level evaluation is crucial.