Broken AI automation is fixed by auditing the whole workflow: source truth, permissions, retrieval, prompts, tools, routing, hallucination behavior, human review, evidence, incidents, repair paths, and rollback. Folium Systems treats recovery as an operating problem with sources, owners, review gates, logs, and safe relaunch criteria.
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.
Related Folium capability: Automation Recovery Checklist.