I am exploring how AI agents, automation, and research tools can support real-world knowledge work without sacrificing human judgment or reliability.
- Agentic workflows and developer tooling
- Research and knowledge-management systems
- Local-first, privacy-conscious automation
- Practical AI in education and everyday operations
- Clear boundaries between deterministic software and AI
I am currently experimenting, learning, and developing my approach.



