# Learnings - Conventions
- Export notebook-facing training helpers from `sql_env.training` (`build_trainer`, `run_training_with_metrics`, `sample_random_baseline`, data loaders) so notebooks and scripts depend on a stable package-level API instead of module-internal import paths. *(F006)*