Projects

Things built to be understood.

A working archive of software, experiments, and small systems. The descriptions below are intentionally short; each project can grow its own documentation over time.

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Language models

LilGPT

A small GPT implementation built to understand tokenization, embeddings, attention, transformer blocks, training, and autoregressive generation.

Python · Transformers · Deep Learning

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Deep learning tools

Lil Torch (not a rapper)

A minimal PyTorch-inspired deep learning framework exploring tensors, automatic differentiation, computational graphs, modules, and optimization.

Python · Autodiff · Systems

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Reinforcement learning · Evolution

Natural Selection 2D

An experimental computational ecosystem where agents evolve and learn to survive in a 2D world using neural-network policies shaped by evolutionary fitness.

Python · Simulation · Evolutionary computation