In this tutorial, we explore CUP, Baidu’s Common Useful Python library, as a practical utility toolkit for building stronger Python workflows. We begin by setting up the library in a Colab-friendly environment and then move through its major subsystems step by step, including logging, decorators, nested configuration, caching, ID generation, thread pools, interruptible threads, delayed execution, ...