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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Xiao Zhang

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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, Wei-Song Sun et al. · 0 citations
Open access 2026

CCGMAS: A Multi-Agent Framework for Cross-Platform Go Code Generation via Requirement-Centered Semantic Modeling and Feedback-Driven Verification

CCGMAS enables more explicit semantic alignment across platforms by introducing requirement documents as an intermediate semantic layer and incorporating platform residue modeling, and a feedback-driven refinement loop is designed to iteratively correct errors at different stages, improving both functional correctness...

Xiao Zhang, Bo Yang · 0 citations

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