In this chapter, we will discuss the objects that interact with language models as illustrated in Fig. 1.1. When an entity is interacting with a language model, it is considered to be “in the loop”, meaning that it is an active participant in the process of model training or model inference. As previously mentioned, the interactive objects include humans, knowledge bases, models/tools, and environments; each of which will be introduced in the following sections.