### AI assistance (if any):
- List tools here and files touched by them

### Authorship & Understanding

- [ ] I wrote or heavily modified this code myself
- [ ] I understand how it works end-to-end
- [ ] I can maintain this code in the future
- [ ] No undisclosed AI-generated code was used
- [ ] If AI assistance was used, it is documented below

