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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

Wenhang Shi

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Book Open access Aug 2026

BiVCoder: A Multi-Agent Framework for Code Generation via Bidirectional Code-Test Diagnosis

This work proposes BiVCoder, a diagnosis-driven multi-agent framework featuring a novel bidirectional code-test diagnosis mechanism, and introduces BiVCoder-SFT, a role-specific instruction fine-tuning scheme.

Xiaoyang Li, Jin-Hao Dong, Wenhang Shi et al. · 0 citations
Book Open access Aug 2026

BiVCoder: A Multi-Agent Framework for Code Generation via Bidirectional Code-Test Diagnosis

Large Language Models (LLMs) have demonstrated remarkable potential in automated code generation. However, existing test-driven code generation and refinement frameworks are often hindered by the tests' quality: they typically treat self-generated tests as ground truth, leading to ineffective debugging loops where code...

Xiaoyang Li, Jinhao Dong, Wenhang Shi et al. · 0 citations

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