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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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Sónia Sousa

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#generative ai Open access Sep 2026

"AI will figure it out": System Compensation and Intent Deferral in Open-Ended Generative AI Interfaces

Open-ended generative AI systems may be reshaping how cognitive effort is distributed before and during task execution. This work-in-progress paper introduces two interrelated concepts: system compensation, the system’s ability to generate coherent responses from underspecified inputs, and intent deferral, the user beh...

Paulo Ferreira, Sónia Sousa · 0 citations

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