AI discussions often focus on reducing risk.
That's important.
But if we make "zero risk" the goal, we'll never deploy anything.
The history of software engineering tells a different story.
We don't ship because we believe a system is flawless.
We ship because we've built enough confidence in its behavior.
We write tests.
We run CI.
We monitor production.
We review code.
We validate assumptions.
AI engineering should follow the same principle.
Behavioral testing doesn't eliminate uncertainty.
It reduces uncertainty to a level teams understand and accept.
That's confidence.
And confidence is what enables responsible deployment.
That's why we're building Crucible.
Helping engineering teams move from uncertainty to evidence.
Pytest for AI Agents.
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