People often describe AI testing as a security problem.
It's bigger than that.
Engineering teams test because uncertainty is expensive.
Every unanswered question slows deployment.
Every unknown behavior increases operational risk.
Every regression reduces trust.
Good testing doesn't promise perfection.
It provides evidence.
Evidence that behavior remains consistent.
Evidence that policies still hold.
Evidence that updates haven't introduced unexpected changes.
That's what gives teams confidence to move faster—not slower.
That's why we're building Crucible.
Helping engineering teams transform uncertainty into measurable confidence.
Pytest for AI Agents.
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