AI agents are no longer isolated chatbots.
They’re connected systems.
They can search the web.
Read documents.
Execute workflows.
Interact with internal services.
That changes the nature of AI security.
The question is no longer only whether the model responds correctly.
It’s whether the agent interacts with external systems responsibly.
Every tool call becomes a security decision.
Every permission becomes a trust boundary.
Every integration deserves validation.
That’s why modern AI security must extend beyond prompts to include tools, workflows, and real-world actions.
That’s why we’re building Crucible.
Helping engineering teams validate AI behavior across every connected capability.
Pytest for AI Agents.

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