Java 7 introduces significant features including modularization, JSR 308 for enhanced annotation capabilities, and various library changes. Key enhancements involve the fork/join framework for concurrency, improvements in exception handling such as multi-catch, and the introduction of a new garbage collector, G1. However, some anticipated features like closures and operator overloading will not be included in this version.