Ember

Key Highlights

• ■Built an AR-powered responder HUD and command-center dashboard for zero-visibility wildfire and structural rescue scenarios, giving teams safer navigation through smoke-filled environments.
• ■Engineered a real-time stack with Next.js + WebXR frontend, FastAPI spatial backend, WebRTC live POV streaming, and smartwatch telemetry for commander-side awareness.
• ■Implemented edge ML detections and Vultr-hosted vision inference to identify hazards in-frame while preserving low-latency performance under chaotic field conditions.