Nvidia's AVO coding agent scored 100% on all 183 levels of the ARC-AGI-3 public dataset. The agent achieved this result without prior instructions, focusing on optimizing CUDA GPU kernels. This success highlights how a robust execution harness improves model reasoning. Developers can now leverage more autonomous optimization for high-performance computing.