The document discusses AI in practice from three perspectives - the good, the bad, and the ugly. It outlines an agenda for a panel discussion on AI that will explore where AI has been successfully applied ("the good"), where it has broken or failed in practice ("the bad"), and how to avoid bias in developing and applying AI systems ("the ugly"). The panelists are experts from companies like Reddit, Slack, Github, and Lucidworks who will share their experiences and take questions from the audience.