AI Usage Disclosure
- Human‑led first. The core research, design, and code were produced by the development team. - AI used as an advisor. AI provided recommendations, reference gathering, and blind‑spot analysis; it did not generate the final content. - Human review and integration. Team members validated, edited, and implemented all recommendations before use. - Technical outcomes verified. Calculations suggested by AI were converted into deterministic code and tested for accuracy. - Rights and sources checked. Artistic and literary references were verified for licensing and factual accuracy before inclusion.
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