## What changed?
- 

## Why?
- 

## Tests added/updated?
- [ ] Yes (please describe)
- [ ] No (please explain why)

## Docs/notebooks updated?
- [ ] Yes (please link)
- [ ] No (not needed)

## Checklist
- [ ] Style/formatting follows the project conventions
- [ ] Type hints added or updated where appropriate
- [ ] Docs build succeeds (if applicable)
