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AI governance interview: approval workflows for agents (EXPLAINED)

Scenario BasedAI AgentsHard20 min read

Governance is becoming the bottleneck — not model IQ.

AI governance interview: approval workflows for agents
AI Agents · AI Governance

TL;DR — Quick Answer

Risk-based gates: auto-merge low-risk changes with green CI; require human (or dual) approval for security-sensitive paths, infra, data access, and dependency/MCP config changes.

The Interview Question

Design a human approval workflow for enterprise AI coding agents. When can agents auto-merge, and when is dual control required?

Deep Explanation

Governance is becoming the bottleneck — not model IQ.

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GovernanceApproval WorkflowsEnterpriseSecurityMicrosoftAmazonGoogle