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US government sides with OpenAI on issue of training LLMs on copyrighted material

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The federal government has now filed a brief backing the fair-use defense for training LLMs on unlicensed copyrighted material, adding executive-branch weight to a legal trend (Alsup's Anthropic ruling) that treats training itself as transformative and legal—while penalizing only pirated acquisition. Practical upshot: the training-legality risk to your model pipeline keeps shrinking, but data provenance is the exposure that matters—source your training corpora through legitimately acquired channels, because how you obtained the data, not that you trained on it, is what draws liability.