Warded (projectKV) — Real-Time Traffic Computer Vision & Corridor Monitoring
A distributed intelligent traffic surveillance and vehicle density extraction platform monitoring Ho Chi Minh City public cameras in real time. Designed on a hybrid multi-node topology connecting Master Ingress and Dedicated AI Compute Worker via Tailscale WireGuard.
Live Camera HUD
Sub-17ms vehicle inference with live bounding boxes, traffic density extraction, and active coordinate tracking.



