Blog Posts: 2025

In this post, I run small experiments showing that diffusion language models generate code (and other structured text) at a faster rate. Increased stucture tends to correlate with reduced entropy, which leads to higher confident token predictions, which …

For Cal Hacks 2025, a few friends and I built Curserve, a fast and scalable server-side engine for agentic coding, which ended up placing for one of the sponsor prizes. We didn’t go to Cal Hacks to try and win, but instead to have a good excuse to work on …

This article appeared on Hacker News. Link to the discussion here. Additionally, Andrej Karpathy wrote his thoughts about the post, linked here. A while back, Google DeepMind unveiled Gemini Diffusion, an experimental language model that generates text …

Here are some notes I wrote over this topic. I’ve switched my master’s thesis to a different topic, but there are many interesting research directions to explore in this area. Local SGD and DiLoCo Overview: It is October 15th, 2025. For my last year of my …

This article appeared on Hacker News. Link to the discussion here. A few weeks back, I implemented GPT-2 using WebGL and shaders (Github Repo) which made the front page of Hacker News. Here is a short write-up over what I learned about old-school …