Where AI can help
AI can assist with semantic validation, anomaly explanation, incident triage, log interpretation, and generation of candidate remediation steps.
Design principles
- Keep authoritative checks outside the model.
- Expose confidence and supporting evidence.
- Evaluate on realistic failure modes, including silent corruption.
- Prevent generated recommendations from executing without appropriate controls.
- Measure whether AI improves diagnosis, not merely whether it produces fluent text.