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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

Yanlun Tu

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Book Open access Jul 2026

Understanding and Mitigating Hallucinations in Industrial LLM-based Unit Test Generation

DEHALL is proposed, an automated end-to-end unit test generation tool that systematically mitigates both types of hallucinations through comprehensive context construction and targeted static analysis-based repair.

Yanlun Tu, Ziyue Zhou, Chengdong Xu et al. · 0 citations
Preprint Aug 2026

SemaPLC: A Project-Grounded, Verification-Gated Agent Harness for PLC Code Generation

This work presents \textsc{SemaPLC}, a project-grounded and verification-gated agent harness assembled from conventional tools but governed by a strict completion rule, which raises the mean at every layer and most sharply at runtime.

Yanlun Tu, Huacan Wang, Ziyue Zhou et al. · 0 citations

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