About Me
background
My first exposure to ML was AlphaZero, in the midst of my senior year of high school. It left an indelible impression on me: mastery through self-play and inference-time search. Both immensely technical and efficient algorithms, yet still beautifully human at their core. I developed an interest in reinforcement learning, machine learning, and game theory.
I went on to study CS at Rice, where I worked on bioinformatics and founded the competitive Smash club Smash shaped how I think about problems: identify the outcomes, figure out how actions relate to them, and judge decisions on expected value, not just results.
After graduating, I attended UIUC for an MS focused on ML. My thesis work was on multimodal video understanding, fusing vision, language, and audio in a single transformer.
I came out of school right as LLMs were hitting the bleeding edge and started at Doowii, a ten-person education analytics startup where I built a NL→SQL system back when context windows were still 1024 tokens. How far we've come! Now I'm at Databricks, translating research into enterprise-scale products: work that lets me pull from my research background, engineering, and analytical instincts all at once.
Outside of work, I competed in the NeurIPS 2025 PokeAgent competition, applying actor-critic methods with Monte Carlo tree search to competitive Pokémon. A full-circle moment: AlphaZero's ideas applied to a game I've been deeply invested in as a competitor.
Finally, I spend a lot of time with philosophy. As intelligence becomes a cheap commodity, the questions that matter are increasingly human ones. What does it mean to create when AI can do it more efficiently — and in some ways (what ways?) more powerfully? How does AI shape the nature of humanity?
reading list
Beyond Good and Evil — Nietzsche
RLHF — Lambert
Build a Large Language Model From Scratch — Raschka
Intro to Reinforcement Learning — Sutton & Barto
Hands-On Machine Learning — Géron
music
The Fall Off — J. Cole
The Stranger — Billy Joel
Beauty Behind the Madness — The Weeknd
The Rise and Fall of a Midwest Princess — Chappell Roan
Ballads 1 — Joji
Plus — Ed Sheeran
creative work
Coming soon :)