What I'm doing now

Updated March 2026

Primary Focus

Deep-diving into neural networks from a geometric perspective. Specifically, I'm exploring the idea of equivalent representations and how internal symmetries influence learning dynamics.

Building

  • Rust Password Manager: Strengthening my understanding of systems programming, memory safety, and cryptography by building a CLI tool from scratch.
  • MenU: Maintaining and refining my full-stack menu management system to further reduce friction in daily planning.

Studying

Working through Foundations of Data Science to ground my empirical observations in rigorous theory. I'm particularly interested in the high-dimensional geometry of data.

Exploring

Following any system internal that catches my attention. Currently, that involves a lot of source code reading and understanding how complex systems (like compilers and kernels) handle the abstractions we use every day.