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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Likith Sai Kunchi

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Open access Aug 2026

PeopleFlow: a reproducible geometry-aware multi-agent framework for evacuation safety evaluation across diversified building environments

PeopleFlow is introduced, a geometry-aware multi-agent framework that automatically converts architectural floor plans into simulation environments and applies force-driven pedestrian dynamics with congestion-aware routing, giving architects, safety engineers, and digital-twin practitioners a systematic basis for identifying and prioritizing safer design alternatives.

Likith Sai Kunchi, Manivannan Thulasirangan Lakshmidevi, K. S. K. Karthik Reddy · 0 citations

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