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AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility

paperactiveprovisionalagentbeats-agentifying-agent-assessment-for-openness-standardization-and-reproducibility-b01cbcd3·1 events·first seen 5d ago

Aliases: AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility

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6arXiv · cs.AI·5d ago·source ↗

AgentBeats: Standardized Agent Evaluation via A2A and MCP Protocols

A new arXiv preprint proposes Agentified Agent Assessment (AAA), a framework where evaluation is performed by judge agents interacting through standardized protocols—A2A for task management and MCP for tool access—rather than bespoke benchmark harnesses. The authors introduce AgentBeats as a concrete implementation, validated through a five-month open competition with 298 judge agents and 467 subject agents across 12 categories, plus a coding-agent case study. The work addresses fragmentation in agent evaluation by decoupling assessment logic from agent implementation, enabling reproducible and interoperable benchmarking.