AI is often described as unpredictable.
But that's not the goal of engineering.
Engineering reduces uncertainty.
As AI becomes part of production systems, predictability becomes more valuable than novelty.
Teams need to understand:
How the agent behaves under stress.
How updates change behavior.
Which scenarios introduce regressions.
Where the limits of the system are.
That doesn't require perfect determinism.
It requires measurable, understandable behavior.
Predictability is what turns AI from an interesting demo into dependable infrastructure.
That's why we're building Crucible.
Helping engineering teams replace uncertainty with confidence.
Pytest for AI Agents.
Top comments (0)