A Gentle Scientific Revolution developed across two distinct periods of work. The first phase was primarily human-led, with the article’s core framing, ethical orientation, and conceptual arc established before the more formal AI-collaboration structure of Una Mens had fully emerged. In this early stage, AI played a limited role, if any, in the central design of the argument.

The later phase involved targeted collaboration with ChatGPT-4o during revision and refinement. In this phase, the AI collaborator contributed critique, structural review, metaphor generation, and limited drafting suggestions. Its most useful contributions involved helping clarify the article’s image of scientific change as ecological rather than purely adversarial, including the Tree of Scientific Inquiry and related weather-system and composting metaphors.

Because this article was not produced through continuous AI co-drafting, the field note records a lighter and more punctuated form of collaboration. AI assistance was used primarily to test, extend, and refine an already-human-led argument. Final selection, synthesis, revision, and publication responsibility remained with the human author.