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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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Sofija Krstev

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#explainable ai Dataset Open access Oct 2026

Making Enterprise AI Explainable through Calibrated Confidence and Provenance

Enterprise AI systems cannot earn stakeholder trust without genuine transparency: the ability to trace reasoning, communicate uncertainty accurately, and adapt explanations to user expertise. This paper presents a framework treating provenance tracking and uncertainty communication as foundational requirements. The fra...

Sofija Krstev, Vladan Devedžić, Dragoljub Krneta · 0 citations

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