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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

Mingyang Zhao

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Book Open access Aug 2026

Constructive Specification for Plug-and-Play Learnware Agents

Large language models are increasingly deployed at scale as API-accessible, tool-augmented agents, forming a heterogeneous, fast-evolving agent ecosystem. A central challenge is query-level identification: selecting the most suitable agent per query from candidates provided as black-box services, where costly input-out...

Jian-Dong Liu, Zi-Chen Zhao, Hao Sun et al. · 3 citations · ⚡1
Book Open access Aug 2026

Constructive Specification for Plug-and-Play Learnware Agents

This work operationalizes constructive specification with constructive specification, which builds hierarchical capability representations from limited profiling over diverse benchmarks, using an optimism-guided profiler that prioritizes informative regions and prunes low-utility areas with guarantees, and enables plug...

Jian-Dong Liu, Zi-Chen Zhao, Haodong Sun et al. · 1 citation

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