AI underhuman control.
This research catalogue prototype connects AI value with governance, evidence and human accountability.
AAGS — Adaptive AI Governability and Sustained-Value Framework
Legitimacy
Is AI justified for this problem, with a proportionate scope?
Intent integrity
Has the original purpose survived implementation and use?
Present-tense authority
Is the action still authorised when its consequences occur?
Intervention capability
Can accountable people understand and intervene in time?
Recoverable control
Can we restore an acceptable state and responsibly allow further use?
Proposed diagnostic questions. Accountability remains with people.
Business. People. Technology.