hello, i'm

Nikita Karagodin

PhD researcher at MIT

temperature

I work on the mathematical theory of transformers with Yury Polyanskiy and Philippe Rigollet, trying to understand how AI models work and how to build better ones. These days I spend most of my time doing research with AI agents, burning through tokens and coffee. I’ve also learned a lot from blogs lately, so I decided to start my own ⁠— to keep what I’ve learned during my PhD from slipping away.

Recent

Continuous First, Discrete Later: VQ-VAEs Without Dimensional Collapse
paper
Joining Citadel Securities as a Quantitative Researcher intern
Summer 2026 · Miami life update
Normalization in Attention Dynamics
paper
Joining Google as a Student Researcher
Summer 2025 · California life update
Clustering in Causal Attention Masking
paper
See all meditations →

Санкт-Петербург

A city of white nights, bridges rising over the Neva, and the quiet beauty that shaped a part of who I am.