Notes · Learning in public

Thoughts, questions and progress.

This is where I collect short, accessible notes on the subjects I work with: artificial intelligence, software, technology and scientific physics.

Not a finished expert library, but a growing working journal. I distinguish clearly between personal practice, foundational knowledge and open questions.

01

AI · Working method

AI is powerful when people retain responsibility.

A convincing output is not yet a reliable result. I break tasks down, define boundaries, compare alternatives and test functions in practice. The aim is not to automate as much as possible, but to understand decisions and errors.

Detailed AI workflow
02

Project · Retrospective

From an idea to a working system.

PC Shop Empire began not at a desk, but with real computer parts. For around three years I tested, repaired, combined and sold components and complete systems. That experience became a management simulation—a piece of lived practice translated into connected digital systems.

Project and screenshots
03

Physics · Questions

Why matter, atoms and quantum phenomena interest me.

I am fascinated by how visible properties emerge from invisible structures: charges, ions, particles, fields and quantum processes. I build my knowledge step by step and deliberately leave questions open when I do not yet have a robust explanation.

Interests and background

To be continued

This page grows with my work.

New project decisions, learning experiences and technical questions will be documented here in short posts—clearly, honestly and without a manufactured claim to expertise.