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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Sharon Zheng

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Preprint Aug 2026

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

Multi-agent orchestration frameworks are moving from demos to production, yet benchmarks typically report task accuracy without diagnosing why a pipeline failed, where a cascade began, or which routing decision caused the breakdown. OrchestraBench evaluates failure, recovery, and decomposition through a controlled, see...

Yidian Chen, Ying Gu, Natan Vidra et al. · 2 citations
Preprint Aug 2026

Beyond Pass@k: Measuring Reliability and Security of Agentic Code Generation

Security-adjusted reliability@k is proposed, which counts only rollouts that are both functionally correct and free of high-severity insecure patterns, which counts only rollouts that are both functionally correct and free of high-severity insecure patterns.

Jia-Jun Jiang, Sharon Zheng, Natan Vidra et al. · 1 citation · ⚡1

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