Pathfinding by denoising instead of search. A U-Net trained from scratch takes a 23×23 maze and a field of noise, then walks a thousand reverse diffusion steps until the noise resolves into a path from start to goal. It runs live in the browser.
Projects
Work that got far enough to be worth looking at, most recent first. The ones with a paragraph are where I spent the most time.
Locus2026
A mobile workspace for working with AI. Each space pairs a conversation with a document the agent can edit directly, so the result of the work outlives the chat that produced it.
React Native · Expo · Next.js · AI SDK
ChessBench2026
A standardized harness that asks language models to write chess engines, then plays the engines against each other. Roughly three thousand games of round-robin turn a subjective question into an Elo number.
Python · C++ · Next.js · SQLite
ArtButSports2026
Visual search that finds the artwork a sports photograph resembles, across 78,826 public-domain works from five museum collections. It combines structure, semantics, composition, colour, and pose rather than relying on a single embedding.
Python · PyTorch · YOLO · Next.js
Summary Bot2022 — 2026
A Discord app that catches you up on a channel in one command. It ran in production for three and a half years, across 675+ servers with a combined 775K+ members.
Python · PostgreSQL · OpenAI
LoRA vs. RLVR2026
A controlled comparison of LoRA and RLVR on mathematical reasoning, run end to end so the two can be measured against each other on the same model and the same data.
Python · PyTorch · TRL · PEFT
TensorNN2021
A neural network library written from scratch — backpropagation, Adam, RMSProp, with no autograd library underneath. Published on PyPI and written to be read as much as imported.
Megalodon2021
A UCI chess engine in C++, written with a friend over about a year. It taught me how much performance hides in details you would not think to look at.
SiftCutting raw video into clean, indexable training chunks2026
Agentic Coding HarnessA local agent loop for small models, down to the KV cache2026
Token Importance VisualizerComparing token-level importance across scoring runs2026
Adaptive ReasoningRLVR for reasoning at fine-grained lengths2026
GaussiVideo into navigable 3D Gaussian splat scenes2024
TextbookTutorTextbook parsing and quiz generation2024
global-registers.nvimShared registers across running Neovim instances2024
dotfilesNeovim, tmux, and the rest of the terminal2024 — now
BlindVisionA head-mounted device that narrates surroundings aloud2023
Auto-DesmosA language model inside Desmos2023
vidmakerA Python library for exporting video from code2022
The visualizer yearsPathfinding, sorting, Fourier transforms, and other pygame projects2020 — 2022