MLflow 3.11.1 Highlights: Automatic Issue Detection, Gateway Budget Management, and Pickle-Free Models!

MLflow 3.11.1 is a major release that significantly advances MLflow’s AI Observability, security, and governance capabilities. This release brings automated quality issue detection for agents, fine-grained spending controls for AI Gateway, interactive trace graph visualization, native OpenTelemetry GenAI semantic convention support, and safer pickle-free model serialization — alongside broad improvements to tracing integrations, evaluation pipelines, and the MLflow UI.