Many of the copyright cases involving generative AI eventually reach a deceptively simple factual question: Was the plaintiff's copyrighted work used to train this model? Answering that question can require reconstructing a technical process that occurred months or years earlier. An AI developer may acquire enormous collections of data and then subject them to filtering, deduplication, formatting, tokenization, mixing, and other preprocessing before training begins. Different