- Architecture: layered and testable
- UX: substantially improved while still recognizably based on the original demo repo
- Automation: lint, format, tests, and CI are wired
- Data: original datasets retained and moved into a dedicated folder
- Quality bar: coverage target set to 85 percent
- Biggest remaining limitation: there is no headless UI integration test for actual Tk window rendering