Stonebrief

Former black hat. Now I break things so you don't get broken.

AI, agents, automation, LLM engineering, workforce transformation

digital marketing and online business

CVEs don't lie. Here's what this one actually does.

Seeing how attacks happen, so you can stop them.

The system is not failing. It is doing exactly what it was built to do.

Defining what it means and what must change — at the level that matters.