Providers and workflows#

MlflowProvider is the customization seam for applications that need to replace selected upstream interactions without forking the integration layer. Use use_provider for scoped overrides; avoid changing global provider state from reusable library code.

Workflow helpers export built-in configuration, patch an experiment name, build default project paths and run the demonstration flow. They are conveniences on top of the lower-level config/session/server APIs, not separate configuration systems.