Debug Mode is a new feature that helps identify and fix bugs in code by using runtime logs and human input. The agent generates hypotheses, collects data during bug reproduction, and proposes targeted fixes, streamlining the debugging process. It emphasizes collaboration between AI and human judgment to solve complex issues efficiently.