The best engineering tools are the ones you stop noticing.
You don't think about Git every time you commit.
You don't manually execute every CI pipeline.
You don't remember to run your formatter before every save.
The workflow takes care of it.
That's a sign of engineering maturity.
AI security should evolve the same way.
Today, many teams still rely on manual security reviews before deployment.
Tomorrow, AI security will become another automated quality gate.
Run on every pull request.
Run on every release.
Run continuously in the background.
Developers shouldn't have to remember security.
Engineering workflows should make secure development the default.
That's the philosophy behind Crucible.
Helping AI security become something that's always running—not something that's occasionally remembered.
Pytest for AI Agents.
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