Add a local loop guard around this application's model-requested operations. Validate each call before dispatch, hash canonical action-and-argument data, enforce a per-run step limit, and stop excessive identical consecutive calls. Keep transient timestamps out of fingerprints. Record a stop reason and offer a human handoff. Test with local simulated operations only; do not claim a MandAPI Decisions API or semantic loop detector.