AI coding agents are merging code at machine speed. Without guardrails, that means vulnerabilities and secret exposure at machine speed too. Securing AI-generated code is the new engineering discipline.
Scope what agents can touch
Least-privilege permissions, protected secrets, and clear boundaries on what an agent can read, write, or run are the first line of defense.
Gate with evals and review
Wire evaluations, security scans, and human review into CI so AI-generated changes pass the same gates as any other. Quality keeps pace with velocity.
Golden paths by default
Paved roads make the secure, fast way the easy way — so secure AI development is the default, not an afterthought.