Record author review and final AI disclosure - #10
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Record the author's confirmation that the final AI-assisted outputs have been reviewed, edited, and validated, with the core scientific and software design decisions and accountability retained by the author. Clarify that earlier AI use was coding assistance; retain the actual scope of this submission-preparation pass in the disclosure.
The scientific content, code, figures, bibliography, and package configuration are unchanged from the validated candidate. The revised paper is 1,223 words. The author confirmation, submission checklist, and manuscript now agree;
git diff --checkpasses. CI rebuilds the JOSS PDF and distributions for this revision.