Over a two-month period, contributed to the EnzymeAD/Enzyme and EnzymeAD/Enzyme-JAX repositories by enhancing derivative computation tooling and strengthening the LLVM-to-memref pipeline. Leveraging C++, MLIR, and LLVM, addressed correctness gaps in affine and non-affine memory access, improved lowering of loads and stores, and expanded test coverage for JAX-to-MLIR workflows. Implemented delinearization support and refactored code for maintainability. Additionally, broadened hardware compatibility by adding AMDGPU support to Bazel build configurations and improved derivative logic by supporting packed returns and removing unused arguments. Focused on robust, maintainable compiler development and low-level optimization through targeted feature delivery and integration fixes.