How AI detectors Work: Techniques, Signals, and Limits Modern ai detectors operate at the intersection of linguistics, statistics, and machine learning. At their core, these systems analyze text for patterns that differ systematically between human-written and machine-generated content. Techniques include examining token probability distributions produced by language models, measuring repetitiveness, testing sentence-level perplexity, and using…