Research

A controlled simulation of what happens when creators keep rewriting documents to chase an LLM ranking signal. Over twenty rounds in six domains, the documents that move closest to the ranking feature profile drift furthest from independently judged quality — and a random-target control shows the drift comes from the ranking incentive, not from rewriting alone.