I work with AI as a collaborator in developing and maintaining this website and its underlying knowledge vault. Most vault work is done by AI under my direction: organizing information, drafting and revising notes, connecting related ideas, maintaining documentation, and implementing and testing changes.
I set the goals, contribute the experience and source material, make editorial and design decisions, and review the work. AI helps turn that direction into drafts, structures and working software. This is a shared process, and I remain responsible for what I choose to publish.
AI-generated work can contain mistakes or miss context. A polished note should not be taken as proof that every claim has been independently verified. We use source evidence, review and testing to improve the work, and revise it when we find problems.
The d8p case study describes the system that supports this collaboration. The Colophon lists the website’s tools and technology.