For decades, engineering teams have relied on Service Level Agreements to define operational health.
Is the service available?
Is it responding quickly?
Are error rates within acceptable limits?
Those metrics remain essential.
But AI systems introduce a different challenge.
An AI agent can be online, healthy, and fast...
...while gradually becoming less safe.
Behavior can drift.
Memory can influence decisions.
Tool usage can change.
Prompt injection defenses can weaken as systems evolve.
None of those issues appear in a traditional uptime dashboard.
That's why we believe AI operations will eventually need behavioral security metrics alongside operational metrics.
The question won't just be:
"Is the service available?"
It will also be:
"Is the agent still behaving within acceptable security boundaries?"
As AI becomes production infrastructure, behavioral assurance will become just as important as availability.
That's one of the ideas influencing the future direction of Crucible.
Pytest for AI Agents.
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