Intent is unknowable.Behavior isn't.

Focused on AI security: what autonomous agents actually do under adversarial pressure, and how to make it measurable instead of taken on trust.

Writings

The Floor

Why I stopped trying to read the attacker's mind, and what holds when you can't.

Everything Is Liquid

Reflexivity, the treadmill, and why strategy cancels when everyone can model everyone.

Building duelswarm

The instrument behind the essays: a sandboxed red-vs-blue range with a floor that holds.