Pressure-testing AI before you trust it. Where confident outputs meet hard evidence — and the ones that can't prove themselves get stopped.

I Used to Count a Résumé as Proof. An AI Showed Me Why I Was Wrong.

Second in a series on the AI Pressure Doctrine. The first post ended with two AI models reaching opposite verdicts on the same proposal. This one is about why they split — and the single fix that made it stop. When I built the first version of my evidence system, it

The AI Pressure Doctrine: The Most Dangerous AI Output Is the One That Sounds Right

Most people are testing whether AI can produce an answer. Almost nobody is testing whether the answer survives contact with reality. That gap is where the risk lives — and it's the entire reason this doctrine exists. Two leading AI models read the exact same proposal. One said proceed.