Edge-AI monitoring architecture
Quantized pose, depth, and activity models on NPU/GPU-class edge hardware—local inference loops with optional encrypted telemetry summaries instead of raw frame upload. Designed for privacy-sensitive elder care, pediatrics, and telehealth follow-up.