Dash is a data agent that enhances SQL query performance by grounding its responses in six layers of context. It learns from errors and adapts to improve over time, offering users meaningful insights rather than just technically correct answers. The setup involves cloning the repository, configuring the environment, and loading data and knowledge for effective use.