3 rewinds × 4 routes = 12 max attempts. Failed = improvement rate below threshold over 10 epochs. On exhaustion: save best model, exit cleanly, log "structural change needed". Saves ~3 hours H100 vs frozen training. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>