A researcher experiments with integrating local LLMs into compiler pipelines to generate code optimizations, testing five benchmark programs to evaluate performance improvements, functional correctness, and optimal optimization stages. The work, presented as a poster at CppCon, explores whether small local LLMs can match or exceed traditional compiler optimizations like -O3, with results suggesting larger cloud models perform significantly better for LLVM IR optimization.