Atlas · GenAI 2026

MLflow

toolPeak: 2021Experiment Tracking & RegistryAI consensus: 2/3

Prerequisites

hardPython
MLflow is a Python library — Python proficiency is required to use it
mediumGit
MLflow tracks experiments similarly to how Git tracks code — version control concepts transfer directly

mlflow.org/docs/latest — official docs; plus Databricks MLflow guides for enterprise patterns

Anthropic Opus

Most adopted open-source MLOps. Experiment tracking + model registry + deployment

OpenAI Deep Research

Registry + cykl życia [OA#48+#49]