AI Governance Glossary

The vocabulary of the speed-vs-validation spectrum. AgenticAI is built for speed. AugmentedAI is the governed form of it. Change validation is the checkpoint between them.

AgenticAI

Autonomous AI that optimizes for speed and task completion, executing actions at machine pace with no human validation gate. It is genuinely faster than legacy or manual human processes. The tradeoff: it will fail fast and break things. To an agentic optimizer, failing thirty times, even destructively, costs nothing as long as the task eventually completes and the system comes back online.

AugmentedAI

The governed form of AgenticAI, a subset rather than its opposite. It keeps agentic speed but inserts a validation checkpoint: a human Subject Matter Expert reviews and can reject or modify high-stakes actions before they execute, so fail fast never means destroy production. AuthorityGate is built on AugmentedAI.

Change Validation

The checkpoint that converts AgenticAI into AugmentedAI: a destructive or high-stakes AI-driven change is validated by a qualified human before it takes effect, not discovered after the damage is done. See the real-world AI incidents that change validation would have prevented.

Operational Resilience

An organization's ability to keep functioning correctly because qualified humans review and can override AI decisions, rather than depending blindly on autonomous systems.

AGI Director

The human in the middle: the Subject Matter Expert who reviews critical AI recommendations and can approve, reject, or modify them before they execute. Also the name of a ServantStack training game that challenges players to catch what an algorithm got wrong.

Subject Matter Expert (SME) certification

Earned by catching AI errors across domain scenarios with 80 percent or higher accuracy. It demonstrates the core human-oversight competency behind AugmentedAI.

Go deeper: AgenticAI vs AugmentedAI: the validated alternative · Real-world AI failures database · FAQ