Polyworld is one of the earliest and one of the most sophisticated artificial worlds developed to study Artificial Life and Artificial Intelligence, using computational genetics, physiology, metabolism, neural networks, learning, vision, and behavior.

Polyworld is a cross-platform (Linux, Mac OS X, known to work) program written by Larry Yaeger to evolve Artificial Intelligence through natural selection and evolutionary algorithms.