ai · security · skills
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For the devsecaiops

Your old gates catch bad code.Upgrade your pipeline for AI.

See the tollgates →

Situation

AI now ships through your pipeline like any other change — prompts, models, tools, agent skills.

Complication

Your gates catch bad code, and still do. But injection, tool misuse, and silent model swaps aren’t code defects — they ride straight to production, and nothing in CI knows how to test them.

The question

“Which AI-specific gates do I add, where — and how do I test them like everything else I ship?”

The answer

A tollgate set mapped to your pipeline stages, each gate stating what it checks — one gate proven end to end as a measured reference.

The gates— G0–G7, across the lifecycle/library/tollgates →
What each checks— CI-shaped: input in, verdict out/library/tollgates →
The worked example— 53% → 100%, wired as a gate/case-study/storybond →
The detailed answer — how it all works, end to end.Open the method →◆ depth is access-controlled

Not your role?

Each role has its own way in. Here is where the others start.