How an ai detector Works: Technical Foundations and Practical Signals Understanding an ai detector begins with the core idea that synthetic imagery carries subtle statistical fingerprints. Modern detectors analyze pixel-level distributions, noise patterns, and compression artifacts that differ from those produced by natural cameras. Convolutional neural networks trained on mixed datasets learn to recognize these …