The competition between AI programs for the game of Go showed that a combination of specialized systems was needed, including search-based methods and a knowledge base of billions of pieces, to create an effective AI player. The speaker realized that instead of devoting endless hours to mastering the game, the better approach was to understand how to create an AI that could play it better than humans.