A Java program is created to generate and execute LLVM IR, the intermediate language behind compilers like clang, using Java's Foreign Function & Memory (FFM) API to call the LLVM C API. The program prints "Hello, World!" by JIT-compiling the LLVM IR to native machine code using the LLVM JIT compiler API.