how do i get real-time object detection running on a low-power edge device?

I'm working on a security camera electronic design and looking for a small ai processor that will allow me to detect and classify moving objects. 

as the product is battery operated it needs to be ultra low power. which devices would you recommend?

how can developers assess yolo model performance before production use?

yolov8 where is console output being printed from?