Our AI Learned to Detect Its Own Bullshit — Here's the Math

We built a pure function that catches when AI agents overclaim what their evidence actually proves. Here's the 7-level abstraction hierarchy, the evidence class taxonomy, and why 'the test passed' is not the same as 'the feature works.'