System design for physical AI: counting every billet and rebar at the mill, on hardware the authority owns
An open reference architecture proposes a physical-AI counting system for Pakistan's steel mills, using IP66 HDR cameras and sealed GPU-accelerated industrial PCs running fine-tuned RF-DETR detection …