Projects

Open-source research implementations and libraries.

WiseExplorer

A modern re-implementation of my honors thesis on multi-agent reinforcement learning in General Game Playing. Uses dual-phase MCTS that deliberately explores both promising and unpromising paths, with new concepts like statistical anchoring and probability distribution sampling that I developed independently since 2019. Requires zero prior knowledge and works with any N-player game.

PyFreeform

A Python library for turning images into art. Place dots, lines, curves, polygons, and text on a grid of cells sized relative to an input image, then export to SVG at any resolution. Built on my constraint-based math modeling research with Professor Bosch. See the results at madebymath.art.