Independent researcher and builder working where AI, financial markets, and open-source tools meet.
- Make the measurement explicit before making the argument.
- Publish the thresholds, sources, assumptions, and uncertainty.
- Prefer small, inspectable systems over dashboards that hide their reasoning.
Open an issue on a relevant project for research or implementation discussions.




