The overall computing is designed according to the dynamic architecture of serialized video streams, which is completely different from static image analysis systems. The full-process automated collection-annotation-training-deployment capability is based on the self-developed industrial large model to launch AIGC technology, which supports rapid generation of targets and actions in videos and automatic tagging training, and can adaptively change the environment to replace several lengths of data collection and human annotation.