A system is described for distributing images from a plurality of image capture devices using shared per-pixel parameter definitions for the images over a network of coordinated GPUs, processors, remote IoT devices and services, where minimal information transfer over the network is achieved by using pre-defined quantum states and minimizing serial stages and the coordination over the network is optimized using a machine learning engine.