Artificial Intelligence Statement

I view modern AI tools as powerful collaborators and amplifiers of human agency, not replacements for human thought, experience, or craftsmanship.

As a Product Designer and UX Engineer, my goal is to bridge design and code while maintaining complete creative and intellectual ownership over what I build and write.

How I Use AI

  • Research & Exploration: I use Large Language Models (LLMs) to brainstorm, pressure-test ideas, synthesize complex technical documentation, and summarize research.
  • Editorial & Structure: AI serves as a sounding board—helping me outline concepts, refine clarity, and spot gaps in my arguments during the editing process.
  • Prototyping & Code Assistance: In my design and engineering workflows, I leverage AI tools to accelerate repetitive setup, explore structural patterns, and quickly validate prototype ideas.

What Remains 100% Human

  • The Writing: Every blog post, essay, and case study on this site is ultimately composed, structured, and polished by me. The voice, perspectives, anecdotes, and opinions are entirely mine.
  • Design & Strategy: The system architecture, user experience decisions, visual hierarchy, and core logic reflect my own expertise and hands-on decision-making.
  • Responsibility & Quality: AI tools can assist, but they do not lead. I personally verify technical facts, refine code output, and take full responsibility for every piece of content published under my name.

Transparency & Integrity

I do not use AI to generate low-effort bulk content, bypass critical thinking, or automate away the craft of design and engineering. When generative tools play a substantial role in shaping a prototype or experiment featured on this site, I disclose it clearly within the context of that project.