---
alwaysApply: true
---

**always**

use pydantic and marshallow
use mocking, unit tests, e2e
fragment tests into folders acccording to feature, sub-feature, sub-sub-feature, etc.  
document each folder with a README.md
examples are tests using real data instead of mocks-units
examples have their own folder system structured the same