This cheatsheet explains how to safely adopt AI coding assistants by embedding guardrails across development workflows. It highlights layers such as PR checks, CI/CD gates, IDE plugins, access controls, and developer training. The visual layout shows how each layer reinforces the next, ensuring consistent security without disrupting productivity. It also introduces key metrics like plugin adoption, scan coverage, and remediation speed to measure success. The guide emphasizes a phased rollout approach—from basic checks to full automation. The core takeaway is that effective AI adoption depends on embedding security controls directly into developer workflows rather than adding them later.

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