January 1, 2026
Indexed March 18, 2026
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Disclosure Analysis

AI acted as an advisor for recommendations and analysis, with all content reviewed and implemented by humans.

Where AI appears
Development use only
Development workflow
Idea help Dev workflow
Content mentioned
Other
Method disclosed
Assisted work
Evidence

Human review and integration. Team members validated, edited, and implemented all recommendations before use.

Auto-classified from the public disclosure. Raw disclosure remains the source of truth.

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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