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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

Author

Karthik Ramakrishna Suresh

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#explainable ai Open access Sep 2026

Beyond Explainability: Normative Disclosure and the Declared Operating Position

Explainable AI is the dominant response to automated decision-making, on the assumption that a system able to show how it produced an output has met the conditions for accountability. That assumption fails in a specific way. Selbst and Barocas established in 2018 that explaining a model does not show its decisions to b...

Karthik Ramakrishna Suresh · 0 citations
#explainable ai Open access Sep 2026

Beyond Explainability: Normative Disclosure and the Declared Operating Position

Explainable AI is the dominant response to automated decision-making, on the assumption that a system able to show how it produced an output has met the conditions for accountability. That assumption fails in a specific way. Selbst and Barocas established in 2018 that explaining a model does not show its decisions to b...

Karthik Ramakrishna Suresh · 0 citations

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