Broken AI automation is fixed by auditing the whole workflow: source truth, permissions, retrieval, prompts, tools, routing, human review, evidence, incidents, and rollback. Folium Systems treats recovery as an operating problem, not just a prompt rewrite.
Recovery sweep
- Contain unsafe actions and expose current boundaries.
- Map sources, permissions, and tool authority.
- Replay failed cases through scorecards and scenario banks.
- Add human gates, logs, and rollback triggers.
- Relaunch only when the operating path is understandable.
Deep route: Automation Recovery Checklist.