How I Use AI

As a Digital Product Architect, AI tools are an integral part of my workflow. This isn't something to hide; it's a modern engineering standard. This page explains where and how I use AI, and who holds responsibility for what gets published.

What I Use It For

Research, topic exploration, content drafting, visual illustrations, software development, and general operations.

  • Content: Notes, newsletters, and site copy often start as AI-generated drafts. I use them as raw material, which I then refine, rewrite, and finalize.
  • Development: AI tools help write code, but product design, architecture, and deployment decisions are entirely mine.
  • Automation: Initial research and drafting are handled by my own agent system. It has no publishing permissions: every output is routed to me first for review, revision, or rejection.

Data Privacy

Your personal data is never fed into these systems. I only input my own material: private notes, drafts, and code. All tools are configured to ensure data is not used to train public models, and I do not use AI for user profiling or automated decision-making.

Editorial Accountability

I do. I read, fact-check, and take full editorial responsibility for everything published under my name. No content is ever scheduled or published automatically without human review.

Specific Disclosures

  • Photorealistic Media: If an image is AI-generated and resembles a real photograph, I disclose this alongside the asset.
  • Conversational AI: If I deploy an interface where you interact directly with AI, I will state this clearly before you type your first message. Currently, this site does not run live AI models or generate real-time content while you browse.

Products Powered by AI

  • Modulyo: Built around an AI assistant. The chat interface explicitly notifies you that you are interacting with an AI before your first message.
  • theuxbites: Uses AI to audit websites and generate UX issue breakdowns.

Product-specific disclosures live inside those applications where the interaction occurs. This page simply serves as a high-level index.

Why Share This?

Because deciding what to delegate to machines, and what to keep human, is core to what I do. The time saved by AI isn't spent doing more trivial work; it's reinvested into high-value decision-making that only a human can perform.

If you build with AI yourself and wonder which transparency rules apply to you: I made a free self-check for Article 50 of the EU AI Act. Up to twenty questions, fixed rules, no AI, and your answers stay in your browser. It shows which obligations your answers trigger. It cannot tell you whether you comply, and it is not legal advice. Open the Article 50 check

Article 50 of the EU AI Act (Regulation 2024/1689) mandates transparency for AI-generated content in specific contexts. While this page ensures compliance, it exists primarily because clear communication is standard practice.

David RozsaLast updated: September 1, 2026