Projects

Open-source research implementations and libraries.

WiseExplorer

An updated re-implementation of my honors thesis on general game playing as a bandit-arms problem. Uses a two-stage multiagent Monte Carlo search that prunes losing branches, then exploits promising ones with a UCB-style policy. Statistical anchoring and probability distribution sampling were 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.