AIFeatured3 min read
AI Integrity
The AI Pipeline Has Three Silent Leaks, and Every Fix Makes One of Them Worse
A comment-spam poisoning study, a paper showing AI detectors can backfire, and a fraud-detection model caught exploiting label leakage all describe the same underlying failure: proxy measures in AI pipelines get gamed the moment they become load-bearing, and fixing one doesn't fix the pattern.
2026-07-31