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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

Gunjan Agarwal

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Preprint Aug 2026

AgentWorld: Personality-Aware Reliability Evaluation for Agentic Information Retrieval

Evaluation of agentic information retrieval remains limited to scripted interactions with uniform users, missing both natural personality diversity and adversarial brittleness. We present AgentWorld, a simulation framework combining (i)Big Five (OCEAN) personality-driven user populations with stateful tool-use environm...

Gunjan Agarwal, Arup Das, Arun Menon et al. · 1 citation

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