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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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Simran Sundrani

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#large language models Book Open access Oct 2026

MiniMaestro: Resource-Conscious Conversational Music Recommendation with a Single Open-Weight 8B Model

The RecSys Challenge 2026 Music-CRS (TalkPlay) task formalizes this as two coupled sub-problems: given dialogue history and user context, retrieve a ranked list of the top-20 tracks from the full, unrestricted catalog, and generate a response that justifies the recommendation while sustaining conversational coherence.

Simran Sundrani, Mohan Bhambhani · 1 citation

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