## Description

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## AI Usage

Choose the level of AI involvement for this PR.

* [ ] Fully vibe coded
* [ ] AI-designed, AI-coded, manually checked
* [ ] Human-designed, AI-coded
* [ ] Human-designed, human-coded (includes AI autocompletions and boilerplate gen)

*<sub>This is not to block AI contributions but rather to speed up PR review (saves time on trying to deduce the logic behind AI hallucinations).</sub>*