Guice is a lightweight Java dependency injection framework that allows developers to declare dependencies through modules and inject them using annotations. With Guice, developers can define bindings between interfaces and implementations, and annotate constructors and fields to specify injection points. This reduces boilerplate code compared to alternatives like implementing dependency injection by hand. Guice validates dependencies at startup and handles circular dependencies automatically.