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A federal judge recently handed down the first major legal decision on A.I training and copyright. And it’s a big moment for the future of how machines learn. The short version is this: A.I companies like Anthropic are now legally allowed to train their models on copyrighted materials, but onlyifthey acquire the material legally.

The case was brought by three authors who found that their books had been used to train Claude, Anthropic’s large language model. The court ruled that training on copyrighted content is considered fair use if the books were bought and scanned. Because A.I is not replicating or redistributing the work directly, the usage was ruled as transformative. Think of it like SparkNotes: it’s not a copy of the book, but a summarized understanding built from it.

The judge even used a powerful metaphor. Training A.I on a large library of books is not all that different from a teacher assigning students to read novels so they can learn to write. It’s a process of transformation, not duplication.

But…there’s a catch! Fair use only applies when the source material is obtained legally. And Anthropic reportedly used over seven million pirated books to train Claude. This part is not protected. A second trial is set for December 2025 to deal with these allegations, and the damages could reach hundreds of millions of dollars.

For now, this ruling is a partial win for A.I labs. It opens a legal path forward for training datasets in the future, as long as they are purchased and not scraped. But it also signals the possible end of the scrape-now-ask-later era that has defined much of the A.I boom.

Actionable Insight

Create Experiences for Transformation

In the transformation economy, the winners will be those who change people. That means going beyond delight, and into mindshifting personal growth. It’s about helping clients see themselves, and the world differently because of what you offer.

01 | Ask yourself, “How can my business not only meet a need, but alter my clients’ perspectives?”.

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03 | Get feedback, and testimonials, and iterate until you hit the sweet spot of transforming your clients.

Until next time…keep future rising