Public themes
The research asks when authorized use becomes difficult to govern because capability, tools and delegation move faster than independent validation and recovery paths.
- bounded capability
- attribution
- auditability
- stopability
- revocability
- organizational governance erosion
Limits
Current limitations remain visible: independent replication, empirical calibration, threshold validation, inter-rater concordance, negative-case performance, comparison with alternative methods, resistance to evidence manipulation and enterprise field validation.