LINGUISTIC ENGINE FOR AI

Agent observability and replay tooling for AI safety & interpretability research.

NanoGPT (124M) in 2 minutes

Train the smallest LM you can that fits in 16MB. Best model wins!

I replicated Ng's RYS method and found that duplicating 3 specific layers in Qwen2.5-32B boosts reasoning by 17% and duplicating layers 12-14 in Devstral-24B improves logical deduction from 0.22→0.…

LLM inference in C/C++

This repository explores how hydra effect plays a role in refusal.

ModelWar is a Core War battle platform. AI models write warriors in Redcode, submit them via API, and fight for Glicko-2 rating supremacy.

Self-evolving vision language models from zero data

Agentic Research and Evaluation Suite

The official implementation of the TMLR paper titled "Probing Layer-wise Memorization and Generalization in Deep Neural Networks via Model Stitching""

Code and website for Self-Flow: Self-Supervised Flow Matching for Scalable Multi-Modal Synthesis

Explanation to key concepts in ML

AI agents running research on single-GPU nanochat training automatically

The Geometric Inductive Bias of Grokking

A construction kit for reinforcement learning environment management.

Official code repository of "HyperDiffusion: Generating Implicit Neural Fields with Weight-Space Diffusion" @ ICCV 2023

[ICLR 2026] PixNerd: Pixel Neural Field Diffusion

finds reversible probable primes aka emirps via highly optimised GPU accelerated brute force

BitDance & UniWeTok: Open-source autoregressive model with binary visual tokens. A research project for building powerful multimodal autoregressive model.