MLflow MLOps Migration

A phased, gated workflow that turns an arbitrary ML codebase — however unstructured — into a production-grade open-source MLflow 3 setup covering the full MLOps cycle: tracked experiments, a domain-modelled registry, dev/staging/prod separation, evaluation-gated promotion, and served models. It is written to be driven with a developer who has no MLflow 3 experience: every phase produces a reviewable artifact before anything is changed, and every API decision defers to the sibling mlflow-3 rule pack (which is pinned to mlflow 3.15.1 and names the MLflow 2-era idioms this migration exists to remove).

When to Apply