MLflow 3.10.0 is a major release that enhances MLflow’s AI Observability and evaluation capabilities, while also making these features easier to use, both for new users and organizations operating at scale. This release brings multi-workspace support, evaluation and simulation for chatbot conversations, cost tracking for your traces, usage tracking for your AI Gateway endpoints, and a number of UI enhancements to make your apps and agent development much more intuitive.