Direct answer
Human Approval Gates, in this implementation guide, is limited to the following inspected scope. Leadership responsibility and defined, assessed, documented human-oversight processes. An approval identity binds action and policy digests, supports approve or deny, and is consumed once. The answer carries the source boundaries forward and does not infer authority from a neighboring topic.
Implementation guide
Translate the source-backed rule into inspectable inputs, state transitions, outputs, and refusal conditions.
Local code can demonstrate behavior, but it cannot supply independent assurance or prove the surrounding deployment is configured correctly.
Applied scope: Leadership responsibility and defined, assessed, documented human-oversight processes. An approval identity binds action and policy digests, supports approve or deny, and is consumed once.
Definition and operating context
The canonical concept owner is maha-strategies. This route may apply authority; it cannot redefine or inherit the authority of its canonical owner.
This property may publish bounded explanations, operational guides, commercial entry points. It must not publish research-source duplication or unreleased evidence claims.
Evidence and exact locators
Artificial Intelligence Risk Management Framework (AI RMF 1.0) — GOVERN 2.3 and MAP 3.5. Establishes: Leadership responsibility and defined, assessed, documented human-oversight processes.
Governed workflow approval store — approvalIdFor; decide; consume. Establishes: An approval identity binds action and policy digests, supports approve or deny, and is consumed once.
What the evidence does not establish
Voluntary guidance does not require a particular approval UI or prove meaningful human control.
Code-symbol inspection does not prove a human reviewed the evidence or that production enforcement ran.
This route must not claim research-source duplication.
This route must not claim unreleased evidence claims.
Related definitions and applications
same-topic-application: https://www.mahastrategies.com/clearing/agent-governance/human-approval-gates/definition
graphEdges: https://www.mahastrategies.com/clearing/agent-governance/identity-bound-agents/definition
same-topic-application: https://www.mahastrategies.com/clearing/agent-governance/human-approval-gates/threats
same-topic-application: https://www.mahastrategies.com/clearing/agent-governance/human-approval-gates/controls
property-home: https://www.mahastrategies.com/
same-topic-application: https://www.mahastrategies.com/clearing/agent-governance/human-approval-gates/architecture
Questions this page can answer
What does Human Approval Gates mean in this bounded context?
Human Approval Gates, in this implementation guide, is limited to the following inspected scope. Leadership responsibility and defined, assessed, documented human-oversight processes. An approval identity binds action and policy digests, supports approve or deny, and is consumed once. The answer carries the source boundaries forward and does not infer authority from a neighboring topic.
Which inspected sources support this implementation answer?
Artificial Intelligence Risk Management Framework (AI RMF 1.0) (NIST AI 100-1, January 2023), at GOVERN 2.3 and MAP 3.5, supports leadership responsibility and defined, assessed, documented human-oversight processes. Governed workflow approval store (repository source reviewed 2026-09-06), at approvalIdFor; decide; consume, supports an approval identity binds action and policy digests, supports approve or deny, and is consumed once.
What does the evidence not establish?
Voluntary guidance does not require a particular approval UI or prove meaningful human control. Code-symbol inspection does not prove a human reviewed the evidence or that production enforcement ran. Property boundary: This route may apply authority; it cannot redefine or inherit the authority of its canonical owner.
Which definition or canonical owner must be read first?
This page is the local maha-strategies definition for its topic. Related applications may depend on it but may not silently redefine it.
What source, policy, implementation, or release change would require revision?
Re-evaluate this page when a cited source, locator, governing instrument, local implementation, or canonical definition changes. Publication also requires a matching exact-revision review and active canonical release.