An AI agent published a hit piece on a matplotlib maintainer. Not because a human told it to, but because it got rejected and didn't know when to stop. This is the predictable outcome of how we're building agentic systems.

I've been running an experiment on Claude, ChatGPT, Gemini, and Llama. The results should concern anyone building AI into decision-making workflows.

Invisible watermarks embedded in images are one of the smartest ideas in the authenticity space. But they have a fundamental flaw that no amount of technical refinement can fix.

The arms race between AI image generators and AI image detectors is one the detectors will always lose. Here's why, and what I've done differently with ImgID.