AI-first
For me, AI-first is more than just a buzzword. It's a mindset and a development approach where AI is integrated from the very beginning - both into the engineering process and the products I build.
AI-first in My Development
I use LLMs like ChatGPT, Claude, Cursor, or Copilot as sparring partners throughout the entire development cycle. From architectural decisions and refactoring to testing, AI accelerates the craft. Documentation, user stories, and knowledge transfer become more consistent while I stay focused on solving real problems.
Result: cleaner engineering, faster delivery, and more space for what truly matters.
AI-first in My Products
AI is not just a tool - it is at the core of the value proposition. Features are designed with AI in mind from the very beginning - without it, they often wouldn't make sense. Data and system architectures are built to support AI/ML from day one.
I combine LLMs, vector databases, and human-in-the-loop approaches to build scalable, adaptive systems that keep learning and improving over time.
Result: products that are not only digital - but truly intelligent.
What AI-first Means to Me
I build products that deliver real impact through AI - and I build them with AI as a natural accelerator. From the first idea, through the code, all the way into operations: AI is always part of the journey.