## AI-assisted development disclosure Parts of this project were developed with assistance from an AI tool, Anthropic's Claude, for code drafting, refactoring, and documentation. All AI-assisted code has been reviewed, tested, and validated by the authors, who take full responsibility for the contents of this repository. ```{include} ../CONTRIBUTING.md ```