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MLflow in 2026: Still the Most Practical MLOps Platform, Now Going All-In on LLMs

MLflow has been the default experiment tracking tool for ML teams for years, and it's now making a serious push into LLM observability, agent evaluation, and prompt management. Here's an honest look at whether it delivers on that expanded scope.
25,260 stars mlflow/mlflow 8 min read