Notes on Building a Deepfake Detection Engine

Datasets, false positives and the arms race between generators and detectors. What I learned building a likeness detection engine.

Detection is a moving target. Every new generator quietly invalidates part of your training data.

The most useful signal ended up being boring: consistency across frames rather than artifacts within a single frame.