# Continuous integration

## Common failure patterns

- **Sanity failures**: Usually have specific fixes (trailing whitespace, import errors, etc.).
- **Integration test failures**: May require platform-specific containers or test adjustments.
- **Unit test failures**: Often indicate actual code issues that need debugging.
