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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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S. Maheshwari

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Book Open access Sep 2026

Backward and Inward: From Preferences to Personalization and the Safety Crisis Within Conversational Recommender Systems

Conversational recommender systems (CRS) pursue ever-deeper personalization, dissolving the separation between system and user that earlier paradigms maintained, by modeling individual preferences, memories, and emotional states through sustained dialogue. This paper argues that this trajectory carries a safety liabili...

Priyansh Singhal, S. Maheshwari · 0 citations

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