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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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Shangyu Lou

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Preprint Aug 2026

PlaceSeek: Human-Centered Geospatial Retrieval of Urban Outdoor Places via Semantic Grounding and Affective Alignment

Results show that physical grounding is essential for retrieval validity, while affective alignment improves ranking quality among physically valid candidates, and highlight that complex urban spatial queries require modeling both verifiable visual evidence and human perceptual preferences.

Ziqi Cui, Shangyu Lou · 0 citations

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