Sometimes the Hardest Part Is Stepping Back
I set out to build an agentic AI system capable of automating red team operations end-to-end. Reconnaissance, vulnerability discovery, exploitation, reporting—the full offensive lifecycle. The longer-term vision extended even further: feed those results into a blue team AI that could prioritize risk, generate remediations, validate fixes, and quantify risk reduction automatically. From a technical standpoint,…