You’ve already agreed that this doesn’t establish correctness. An approve for an unauthorized action still meets the schema guarantee.

That’s why I find the messaging misleading. You’re acknowledging the limitations in these replies while defending the broader reliability pitch.

Even granting that each answer is calibrated individually, that doesn’t establish calibration of the decision that combines them.

Sure, I can threshold a composite score, but there may be many wrong answers with the same score. An unauthorized action doesn’t become acceptable because it scores highly on the other dimensions.

I still have to define the constraints and test which wrong actions get through the complete workflow on my own data. That’s a substantial part of the work being pushed back onto the developer.