Projects

Coding Agent

Terminal-based AI coding assistant. Built a working prototype, then recursively bootstrapped the agent to expand the project.

Transformer from Scratch

Full encoder-decoder transformer in pure NumPy. Derived the entire backward pass on paper before writing any code, then trained a model to translate English to Spanish.

CUDA Neural Network

NumPy-based neural network accelerated with custom CUDA/C++ kernels, achieving a 40–50× training speedup over a CPU baseline.