What is the problem you're trying to solve?
Fixes #...
How do you like to solve the issue and why?
Please ensure that your PR follows the following format for the title:
feat(scope): add new feature
fix(scope): fix bug
docs(scope): update documentation
chore(scope): update build tool or dependencies
ref(scope): refactor code
clean(scope): provider cleanup
test(scope): add tests
perf(scope): improve performance
desig(scope): improve design
Where scope is optionally one of:
Did you use an script, LLM, or AI assisted development tool for this contribution?
AI assistance used: Yes / No
If yes provide details:
Tool(s) used:
Purpose of assistance:
Parts of the contribution affected:
Human validation performed:
git commit --signoffmake testmake reviewable