Generics allow for type-safe collections and functions by treating types as parameters. Some key features of generics include type safety, no boxing or unboxing of value types, no need for downcasting, and constraints that allow specifying what types are valid. Generics can be applied to classes, structures, interfaces, delegates, and methods. They provide benefits like reduced code bloat and binary code reuse across .NET languages.