I build systems, products and ideas that solve real problems.
My work spans financial infrastructure, backend systems, data collection and analysis, AI-assisted development, autonomous agents and digital products.
I care about the whole journey: understanding the problem, designing the system, collecting and structuring the right data, building reliable infrastructure, and turning ideas into things that actually work.
- Financial systems and transaction infrastructure
- Backend architecture and distributed workflows
- Data collection, processing and analysis
- AI-native development workflows and autonomous agents
- Developer tools and API infrastructure
- Digital products and experimental projects
Claude is currently my primary AI for coding, but I regularly work with Codex, ChatGPT, Gemini and local models.
I don't see AI models as competitors where I have to pick one winner. I use different tools for different problems, and increasingly build workflows where multiple models challenge, review and improve each other's work.
Writing code and building systems are not the same thing.
The code matters. But the system is the real work.
Data is only valuable when you know how to collect it, structure it, understand it and turn it into something useful.
And AI is most powerful when it becomes part of the way you work, not just another tool you occasionally open.
Building financial infrastructure, experimenting with AI-native engineering workflows, and probably working on another side project I didn't need to start.