MLflow 3.9.0 is a major release focused on AI Observability and Evaluation capabilities, bringing powerful new features for building, monitoring, and optimizing AI agents. This release introduces an AI-powered assistant, comprehensive dashboards for agent performance, a new judge optimization algorithm, judge builder UI, continuous monitoring with LLM judges, and distributed tracing.