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Guides

Practical, field-tested guidance for engineering leaders putting AI to work safely — governing coding agents, securing MCP, and keeping delivery fast without losing control.

Guide · 9 min read

Governed AI Coding Agents: A Guide for Engineering Leaders

How to let engineering teams use AI coding agents without losing control: permissions, audit, review gates, and the governance model that lets security say yes.

AI Governance · 5 min read

How to Require Human Review of AI-Generated Pull Requests

A concrete setup for ensuring no AI-generated code reaches production without a human approver, using branch protection and PR conventions.

AI Governance · 6 min read

Risk-Tiering Repositories for AI Agent Access

A four-tier model for deciding where AI coding agents can move fast and where they need stricter review — or no access at all.

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