AI detectors are essentially a cat-and-mouse game where detection patterns must continuously adapt as LLMs evolve to avoid detection

AI checkers are essentially a cat-and-mouse game. AI checkers may learn to detect a certain pattern that is indicative of AI-generated content. Then, the next LLM may incidentally or deliberately not exhibit that pattern and avoid detection. The AI checker then has to be updated to detect said LLM, and so forth.

https://magazine.sebastianraschka.com/p/ai-detector-from-scratch