Welcome! I'm 22, and I'm working at a trading firm right after graduating college. Here I share my work outside of my 8-6 and some thoughts on life and the world. I want to be a part of the change.

I'm passionate about generative modeling and post-training, and am currently tinkering with robotics.

Follow me on X (@sundial_)

Research

01 Can small models learn to hesitate? Calibrated uncertainty in a 1B parameter model Sep 2026 02 The shape of machine memory Notes from a week of retrieval experiments Aug 2026 03 When synthetic personas drift Jul 2026

Blog

01 A small life, deliberately On reducing the surface area of wanting Sep 2026 02 Notes from leaving the feed What returned when the scroll disappeared Aug 2026 03 Learning in public, quietly Jul 2026