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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

Jiangping Huang

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Aug 2026

Cross-Model Collaboration for Enhancing LLM-Based Code Generation

Findings indicate that cross-model collaboration offers a practical and parameter-efficient alternative to scaling up monolithic models for code generation and maintains competitive accuracy when only 20% of test cases are available for diagnostic feedback.

Jiangping Huang, Wen-Guang Ye, Weisong Sun et al. · 0 citations

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