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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

Jinrui Ju

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Preprint Aug 2026

Illusion of Alignment: Detecting Hidden Disagreement in Collaborative Dialogue

This work makes IoA detectable by generating diagnostic multiple-choice questions whose divergent answers across participants provide direct behavioral evidence of hidden disagreement, and pairs IoA-Prober-8B with LLM agents improves downstream task performance on BigCodeBench-Hard and HiddenBench.

Kai Liu, Fuwen Luo, Ziyue Wang et al. · 0 citations

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