Institute

Meseray Institute

Meseray Institute researches and evaluates whether AI-enabled and agentic systems remain effectively governable as autonomy, tools, permissions and operating complexity evolve.

Doctrine

A system can continue to work while becoming harder to govern. Meseray treats governability as an operational condition that must be evidenced, not assumed.

Claim discipline

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.