### Description
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### Alternatives Considered (Optional)
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### AI assistance (if any)
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### Authorship & Understanding

- [ ] I wrote or heavily modified this code myself. If I didn't, I gave proper attribution to AI assistance above.
- [ ] 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 above