Son contributed to the EnzymeAD/Enzyme and EnzymeAD/Enzyme-JAX repositories by expanding forward-mode automatic differentiation support for exponential operations within the MLIR and LLVM dialects. Using C++ and MLIR, Son implemented derivative calculations for LLVM ExpOp, updating TableGen definitions and adding targeted tests to ensure correctness. Additionally, Son addressed a typo in MLIR pass registration to maintain the integrity of the pass pipeline and improved test reliability by introducing TBAA tags for LLVM load and store operations in PTX kernels. The work demonstrated a strong grasp of compiler development, low-level optimization, and robust testing practices within a complex build system.