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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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Kedar Bellare

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Preprint Oct 2026

SCOUT: Supply-Aware Cold-Start Proactive Query Suggestion for Travel Search

Generative query suggestion, powered by Large Language Models (LLMs), has become increasingly popular in search and conversational systems to reduce user friction and guide intent formulation. Existing approaches align suggestions with user preferences (e.g., clicks or conversions). This works for open-ended applicatio...

Hao Li, Shashank Reddy, Kedar Bellare et al. · 0 citations

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