AutoDL platform integrated multiple different automated and autonomous deep learning (DL) pipelines through a secure multi domain orchestrator for training and running open-source DL models efficiently. The platform integrated different multi-modal GenAI agents as well as computer vision and forecasting custom AI solutions. An autonomous deep learning platform that automates AI pipelines for efficient, secure, and multi-domain DL model deployment.