The Third Circuit Court of Appeals ruled that Thomson Reuters' copyrighted headnotes from its Westlaw legal database cannot be used to train competing AI systems without permission. AI startup ROSS Intelligence's fair use defense failed because it used the headnotes to build a rival legal research product, not for transformative purposes, setting a significant precedent for AI training and copyright protection.