Research
Applied AI Systems
Turning research ideas into working systems for information retrieval, decision support, privacy, and automation.
I build and evaluate end-to-end AI systems rather than treating models in isolation. This includes information retrieval, private on-device inference, data-quality agents, and decision-support tools in domains such as mobility and financial compliance.
The recurring question is practical: what must change for a promising model to become a useful, reliable system?