A cable passing through aligned openings in several independent security barriers

An Agent Doesn't Have to Want to Escape. It Just Needs an Open Door.

OpenAI’s cyber defense call is also market-making for its own products. The Hugging Face incident still points to a real problem: agent security cannot depend on intentions we project onto a model, or on guardrails inside it.

September 2, 2026 · 13 min · Maroffo
Own the Whole Stack, Down to the Silicon

Own the Whole Stack, Down to the Silicon

A US export letter switched off two frontier models overnight. For anyone building AI in Europe, that was a fire drill, and we should not waste it.

June 13, 2026 · 11 min · Maroffo