Building and exploring practical software across AI, automation, developer tools, and applied machine learning.
I'm Hans. I use software and AI to investigate real system behavior, automate repetitive work, and turn ideas into useful tools.
- Exploring AI-assisted development and agent workflows
- Building automation and developer tools
- Experimenting with machine learning, reinforcement learning, and data systems
- AI agents — connecting models with tools and real workflows
- Automation — reducing repetitive work while keeping the process transparent
- Developer tools — making software easier to build, inspect, and operate
| Principle | What it means in practice |
|---|---|
| Useful over flashy | Start with a real problem and a measurable outcome |
| Simple over clever | Prefer clear systems that are easy to maintain |
| Verify over assume | Test the actual behavior and inspect the real state |