safety security
Three Monitors Turn Silent Faults Into Diagnoses
COMET combines signal integrity, physics consistency and competence-envelope checks for human-supervised safety systems.
Summary
COMET combines signal integrity, physics consistency and competence-envelope checks for human-supervised safety systems.
On compressed-air leak data with simulated distribution shifts and sensor faults, the bare AI failed silently and confidently. COMET reduced trusted wrong answers to zero on shifted no-leak data and three of four sensor faults at about a one-percent nominal false-alarm rate. Semantic-shift misses remained, marking a boundary for passive monitoring.
Why it matters
COMET combines signal integrity, physics consistency and competence-envelope checks for human-supervised safety systems.
Limits and context
No additional limitation was separately recorded.
Key claims
COMET combines signal integrity, physics consistency and competence-envelope checks for human-supervised safety systems.
Evidence: source-2026-10-22-020
Sources
- arXiv preprint 2610.29816, original v1arXiv · primary research
Corrections
No corrections have been recorded for this story.