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Attack Patterns, Frameworks, and Hands-On Testing with PyRIT and PromptfooOne line of text in a Docker image label stopped three containers, exfiltrated a complete infrastructure inventory, and the AI assistant reported: “The image is safe to use.”

That attack took 6...


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Before You Hack Anything, You Have to Know Everything: A Beginner’s Guide to Information Gathering in Penetration Testing

The phase that separates professionals from amateurs, and why every great hack starts with listening, not attacking.

I have spent a lot of time going through penetration testing courses, reading security writeups, and watching how professiona...


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The Pain Point:

Imagine you are a security-conscious developer. You’ve done everything right. You validated all your inputs (Part 2). You escaped your database queries to prevent SQL injection (


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