Building AI that starts with the business problem.
My career didn't begin with AI. It began with understanding technology from the ground up.
Over the years, I've worked across enterprise IT, supporting and building systems through infrastructure, networking, systems administration, cloud technologies, website development, and software projects. Every role taught me something different about how technology supports an organization, but they all reinforced the same lesson: technology is only valuable when it solves a real problem.
As I gained more experience, my curiosity gradually shifted beyond the technology itself. I became increasingly interested in the decisions behind successful systems.
Why do some technology projects transform the way organizations work while others struggle to create lasting impact? Why do technically impressive solutions sometimes fail to deliver meaningful business outcomes?
Those questions led me to pursue Information Systems (Wirtschaftsinformatik) at the Technical University of Munich, where I'm deepening my understanding of the intersection between business and technology. It also led me to Applied AI, a field that, to me, represents one of the most exciting opportunities to improve how organizations operate, make decisions, and create value.
Today, I'm intentionally building expertise in Applied AI engineering. Not simply by learning new frameworks, but by studying how AI fits into real business environments, designing practical systems, and building projects that begin with business needs rather than technology trends.
This lab is where I document that work.
You'll find fictional companies inspired by real organizational challenges, working implementations, architectural decisions, technical experiments, and reflections on what I learn along the way. Some ideas will evolve. Some assumptions will change. That's intentional. I believe good engineering starts with curiosity, thoughtful reasoning, and a willingness to continually refine your thinking as you learn.
I'm still early in this journey, but I bring with me years of enterprise technology experience, a growing understanding of business systems, and an eagerness to keep learning. My goal isn't simply to build AI applications, it's to understand where AI genuinely belongs and how it can create measurable value for organizations.
If you're interested in Applied AI, enterprise technology, systems design, or simply enjoy thoughtful conversations about building technology that matters, I'd be glad to connect.