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The Complete AI Agent Quality Stack: Test + Secure in One Pipeline
How-ToDevOps

The Complete AI Agent Quality Stack: Test + Secure in One Pipeline

via Dev.to DevOpsKang

Your AI agent is in production. It calls tools, reads databases, processes sensitive data, makes decisions autonomously. Thousands of requests per day, no human in the loop. But here's the question nobody wants to answer: do you test it? And more importantly — do you scan it for vulnerabilities? The Problem: Two Halves of the Same Coin Most teams treat testing and security as separate concerns. You write unit tests over here, run a security audit over there, and hope the gap between them doesn't swallow your users. For AI agents, that gap is fatal. An agent that passes all its behavioral tests but leaks PII through prompt injection isn't safe. An agent that's hardened against every known attack but silently calls the wrong tool isn't correct. You need both — and you need them running together, on every commit. AgentProbe: Does the Agent Do the Right Things? AgentProbe is like Playwright, but for AI agents. It lets you record, replay, and assert on agent behavior — tool calls, argument

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