Editorial methodology

The thesis and MML framework were developed by Mariano Viola. AI tools supported drafting, editing, English translation, source research and fact-checking. All text and source checks were reviewed by the author, who retains responsibility for the final work.

AI output is working material, not evidence. Factual claims are checked against the cited primary or authoritative sources. Source notes distinguish documented evidence, proposed arrangements, hypothetical examples and reproducible model results. Automated research and checks remain subject to author review.

The use of AI includes drafting and expansion of text, alongside editorial and research support. The author directs the argument, selects the sources, revises the manuscript and approves publication.