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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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Hai-Tao Liang

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Open access Sep 2026

Multiscale Spatial Associations Between the Built Environment and Urban Vitality: Evidence from Changchun, China

Urban vitality matters for urban regeneration, yet built-environment–vitality associations vary spatially and by variable. We examined 2621 regular 500 m grid cells across Changchun’s built-up area. PCA combined 2024 population, 2024 nighttime light, and 2018 mean building height into a composite Urban Vitality index....

Hai-Tao Liang, Hao Chen, Chun-Lin Wang · 0 citations

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