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Two hackers got 5.5 years. OpenAI's agents got a press statement.
**Same conduct. Same statutes. Wildly different outcome. I run offensive AI operations for a living, and this is the asymmetry that should worry every practitioner doing the same.**
Incidents Are Free Eval Data
A Practical Ingestion Model for Agentic Pentesting Platforms
Million Dollar Fail Bonds: Trumps hackers for hire
The President just turned private companies into government-sanctioned cyber mercenaries, and the price of failure is a paltry $1 million
if ya know, ya know
Hacking needs a hiphop style 4 elements. Cracking, phreaking,???????
We Are Doing Agentic Offensive Security Wrong
The offensive security industry is attempting to build autonomous systems by wrapping human-oriented tools in model-friendly interfaces. That solves connectivity, but not cognition. Agentic offensive security requires a different design: token-aware outputs, typed facts, persistent graph memory, explicit uncertainty, structural isolation of target-controlled content, asynchronous execution, and scope enforcement below the model.
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