Work

Systems, not just demos.

I care about the full loop: framing the problem, building the model, measuring what matters, and making the result useful to people.

Applied AI

Language systems that survive real product constraints

Model quality, inference efficiency, calibration, and maintainable experimentation treated as one engineering problem.

Research

Published work exploring graph attention, selection, and generation for abstractive summarization.

Founder work

A product-building practice across AI systems, planning, human control, and trustworthy interaction.