cuda-opt-agent. CUDA Opt Agent is an LLM-driven toolkit for automated CUDA kernel optimization. It generates baselines from text, specs, or existing .cu files, compiles and validates with nvcc, benchmarks on real GPUs, profiles with Nsight Compute, iterates improvements, and preserves reusable tuning knowledge.