OrchestraBench: Evaluating Multi-Agent Orchestration Failure Modes, Recovery, and Decomposition Quality

TL;DR

OrchestraBench is a framework designed to evaluate multi-agent orchestration failures, recovery methods, and the quality of task decomposition. It identifies critical failure modes and recovery metrics, revealing significant differences in routing policy effectiveness.

Key Takeaways

• Implement failure-injection testing to identify weaknesses in orchestration systems.
• Use cascade radius to assess the impact of pipeline depth on failure propagation.
• Adopt intent-reasoning models for improved accuracy in adversarial scenarios.
• Focus on trusted-state signals for better containment of failures.