Base language models produce outputs human AI detectors classify as human-written

According to arxiv paper 2605.19516, base language models generate outputs that human-operated AI detection systems classify as human-generated text, undermining compliance monitoring and governance controls that rely on AI content detection. The finding signals that detection-based governance mechanisms may fail to identify AI-generated content in enterprise environments.