This approach is actually implemented in Strix, a recently trending open-source framework (17.4k stars) for AI pentesting agent. The framework spins up a team of AI "attackers" that probe your web apps, APIs, and code. It then returns validated findings with exploit evidence, remediation steps, and a full PDF report that looks exactly like what you'd get from a traditional firm, but without a $50k invoice and a month-long wait time. You can see the full implementation on GitHub and try it yourself. Just run: strix --target https: //your-app .com and you are good to go. Human red teams aren't disappearing, but the routine pentest (pre-launch, post-refactor, quarterly checks) is clearly shifting to AI. Open-source! ❤️

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Hope everyone had a great week and is learning more and more. The skill of learning is something that is extremely undervalued by people. People want instant gratification, but in reality, what is more rewarding is spending hours, weeks, months, and years of your time toward a pursuit that means something more. I would also like to give a shoutout to all the people in the community reporting posts that are from bad actors and scammers. I see this and am actively banning them. Let's keep exploring together. 🏄‍♂️ BUILD! BUILD! BUILD!

I break down where Antigravity really stands right now for app building—how solid it feels in real workflows, and what still needs work. I also go over how the new Gemini 3 model shifts the entire conversation. This might be the closest we’ve come to the next level of agentic development… but there’s still some distance between where we are and where this tech is heading. watch here -> https://youtu.be/MSaCEfACW7A