Pegasus AI is developing an AI-driven scientific workflow management system that combines machine learning, large language models, online monitoring, and human guidance to support the workflow lifecycle. It helps scientists create workflows, predict resource requirements, monitor execution, diagnose failures, and adapt execution plans, making complex scientific workflows more efficient, resilient, and easier to manage.