AI-Human Collaboration Disclosure

Philosophy

This website represents an authentic collaboration between human creativity and AI assistance. I believe in transparent disclosure of AI usage while maintaining the integrity of original thinking.

AI tools serve as thought partners—helping articulate ideas, structure arguments, and refine expression. However, the core insights, experiences, and perspectives remain fundamentally human.

How AI is Used

  • Content Refinement: Improving clarity, structure, and readability of written content
  • Research Assistance: Gathering background information and synthesizing technical concepts
  • Code Generation: Creating examples, prototypes, and technical demonstrations
  • Ideation: Brainstorming connections across disciplines and exploring concepts

What Remains Human

  • Original Perspectives: All opinions, interpretations, and critical analyses are my own
  • Personal Experience: Reflections on books, projects, and learning journeys are authentic
  • Editorial Judgment: Final decisions on content, tone, and direction remain human-driven
  • Curation: Selection of topics, books, and research areas reflects personal taste

Commitment to Transparency

When specific content is substantially AI-generated (beyond editing and refinement), I will explicitly note this in the post's metadata or author notes.

This disclosure page will be updated as my practices evolve and new tools emerge. The goal is always honest representation of the creative process.

Last updated: January 7, 2026

Questions or feedback about AI usage? Feel free to reach out.