It cant if you be cautious about it because the inputs can set manually and outputs are generated through the cuda harness by executing the reference kernel, again can be provided externally.

Comparison is simply byte by byte equalness check of reference kernel outputs with candidate (optimized) outputs.

Why I added ai generated inputs then? I was just being lazy and this was more of a langgraph playground for me:)