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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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Chen-Hui Hu

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#large language models Review Open access Sep 2026

Computational materials agents: from task demonstrations to executable scientific workflows

This review examines how current systems translate materials questions into computational tasks, identifies the settings in which reliability and recovery have been demonstrated, and explains why runnable calculations should be distinguished from scientifically justified conclusions.

Chen-Hui Hu, Zhen-Bin Wang · 0 citations

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