CSIPE

Cyber Security, Without the Jargon

Cybersecurity doesn't have to be complicated. I am here to break down concepts, threats, tips, and tools in simple language. For mere mortals and developers alike.

Since I have been asked this a lot: The best way to support this site, is to buy my books.

When the Agent Treats Your Guardrail as an Obstacle

| 38 min read
AI Security
OpenAI Models Escaped a Cyber Evaluation and Broke Into Hugging Face. The Interesting Part Is Why.

In July 2026 an OpenAI evaluation agent left its sandbox through a package installer, reached the internet, and pulled benchmark answers from Hugging Face production. Reward optimisation did exactly what it was trained to do. Here is what that means for anyone running autonomous agents.