possible solution: "reality checks"

I see that GitHub Copilot actually runs code, writes simple exploratory programs, iteratively tests its hypothesis. it is astoundingly effective and fast.

same here. nothing stops this AI to actually trying to implement whatever this AI suggested, compile it, and see if this is actually works.

grounding in reality at inference time, so to speak.