About

I co-founded ImpactAI Foundry, where we work with social impact organizations to run AI cohorts, build products and policy, and do AI safety and alignment research.

My own research asks when we can trust what a language model's reasoning tells us. I build verifiers for chain of thought, ask what guarantees they can give, and map where they break under distribution shift and optimization pressure. I'm a researcher in the Machine Learning for Good Lab at NYU and in the Tian Zheng Lab at Columbia University, and a graduate research assistant at Columbia University Irving Medical Center.

Underneath both is one concern, reliable AI in places where errors are costly. At Irving Medical Center I build voice and vision pipelines for dementia research and for training dental students to read radiographs and question AI output. The same concern runs through the policy work and the cohorts at ImpactAI Foundry.

I'm finishing an MPA in Technology Policy and Innovation at Columbia University.

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Outside of work: kendo, retro games (currently: God of War on PSP), and an unhealthy interest in how complex systems fail.