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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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Richard Mulenga

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#generative ai Review Open access Sep 2026

From Adoption to Accountability in Generative AI Use: A Risk-Based Framework

An Integrated Risk-Based Framework for Responsible Generative AI Writing (IRF–GenAIW) is proposed that guides disclosure, verification, human oversight, authorship, confidentiality and accountability in Gen-AI use across various academic, professional and industrial sectors.

Richard Mulenga, M. Muhyila · 0 citations

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