Part 10 of an ongoing series about my journey from Creative Director to Hacker. Read part 1 here. The course is called Generative AI for Penetration Testing: Red Team, on Coursera, it teaches you to u

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The comparison between red-teaming an AI model and pressure-testing a creative idea is really well put. The mindset is surprisingly similar understand how something is built, question its assumptions, and deliberately look for where it can fail before the real-world consequences appear. That’s becoming increasingly important in AI marketing too. For platforms like Oglas AI, building useful AI workflows isn’t just about automation or speed; testing how those systems behave under different situations is what makes them more reliable and trustworthy.
Julian Neagu
500+ AI tools shipped solo. Founder of VisionVix.
The skill transfer here is the interesting part. AI changes the speed, but knowing what to ask and what to ignore still comes from the person using it.