A training log that testifies instead of grading — no streaks, no red marks, just an honest record.
Plans real weeks from about a hundred recipes, hits macro targets, and hands you a shopping list — leftovers computed fresh, never stored stale.
A LangGraph checkpoint saver that persists to local disk, S3, or GCS from one class — backend picked by connection string, nothing extra to run.
