The Life Algorithm

As a young and brilliant scientist, you have been tasked with programming a powerful AI using Conway's Game of Life algorithm as a template. However, as you delve deeper into the program, you begin to notice strange anomalies and patterns emerging that defy explanation. What secrets does this simple algorithm hold, and what will happen if you uncover the truth?