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The AI Architect's avatar

The bit about authenticated, contextual testing is spot on. Way too many tools just scan the public-facing stuff and call it a day. But the real vulnerabilities are always behind auth, especially in role-based workflows where developers assume certain users can't do certain things. The tech stack visibility piece is underrated too since most teams don't even know what versions they're running across microservices.

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