Guice is a dependency injection framework that helps solve problems like difficult code reuse and unclear class boundaries. It promotes modularity by separating implementation from interfaces and decoupling concrete classes. Guice uses dependency injection principles to allow reusable code and problem-specific code to develop independently. The framework constructs a graph of dependencies and uses binding resolution to instantiate objects through injection into constructors, methods or fields based on defined modules.