Author here. Happy to answer questions. If you’ve dealt with “rephrase & retry” tool loops or duplicate side effects (refund/email twice), I’d love feedback on the heuristics and thresholds. Quick demo is aura-guard demo after install. Repo has a benchmark harness + JSON reports.