SPADE targets automated environment generation, while Hawkeye targets automated improvement of GPU kernels. For production LLM and agent teams, the important shift is that more of the surrounding infrastructure—evaluation/simulation environments and low-level performance code—is becoming model-assisted, which can speed iteration but also moves reliability risk into generated scaffolding and kernels that need serious validation.