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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

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Xiao-Wei Yang

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Sep 2026

KGMACG: Knowledge-Guided Multi-Agent Orchestration for Scalable Application-Level Code Generation

KGMACG is evaluated on three industrial-scale case studies against six state-of-the-art multi-agent baselines: MetaGPT, AutoGen, CAMEL, CrewAI, ChatDev and CodeAgent and indicates that KGMACG advances the automation of application-level software development.

Bo Yang, Xiao Zhang, Weisong Sun et al. · 0 citations

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