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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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Yuxuan Chai

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#small language model Review Open access Sep 2026

Beyond technical capability: how institutional resistance shapes generative AI exposure in civil and environmental engineering occupations

This article introduces the Integrated Sociotechnical Exposure Framework (ISEF) to assess generative AI exposure in civil and environmental engineering by separating technical AI suitability (TA) from institutional resistance (IR). The contribution is an operational measurement framework, not a claim that instituti...

Yuxuan Chai · 0 citations

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