
The copying happens before the model is trained. Assembling a dataset reproduces the works, so fair use is assessed on that act as well as on the output, and after Warhol v. Goldsmith (2023) the first factor turns on whether the use serves a purpose sufficiently distinct from the original’s. Early rulings have split on that question. In Thomson Reuters v. Ross Intelligence (D. Del. 2025) the court rejected fair use where the model competed with the plaintiff’s own product, while Bartz v. Anthropic and Kadrey v. Meta (N.D. Cal. 2025) found training itself transformative but treated the source of the copies separately, with pirated material falling outside the defense. That distinction is what the audit is for. A dataset record that identifies each source, the terms under which it was obtained, and whether a technical restriction was circumvented determines which defense is available, and removing a work’s copyright notice during processing raises a separate claim under 17 U.S.C. § 1202.
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An immigration lawyer in Brooklyn assists individuals, families, and businesses facing visa denials, deportation proceedings, green card applications, naturalization, and employment authorization challenges. Immigration law combines federal statutes, agency regulations, and case precedent that shift frequently. Eligibility for relief often hinges on precise timing, complete documentation, and correct procedural posture before USCIS, the immigration court, or the Board of Immigration Appeals. Your success depends on understanding the specific burden of proof, available defenses, and filing deadlines that apply to your case type.
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Burglary in Nassau County requires proof of unlawful entry or remaining in a building with intent to commit a crime inside. Under New York Penal Law, prosecutors must establish both the unlawful presence and criminal intent beyond a reasonable doubt. Charges may range from third-degree to first-degree burglary, depending on the premises and aggravating circumstances. Entry permissions, surveillance footage, and communications may help defendants challenge the allegations.
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Construction queens accidents may create injury or property damage claims when an owner or contractor breaches a duty under applicable law. A falling object, unsafe excavation, or construction-related leak may harm workers, tenants, or neighboring owners. The cause of the damage, control of the work, and available records help identify possible defendants. Preserve photographs, repair estimates, medical records, and insurance notices before deciding how to pursue a claim.
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Breach of fiduciary duty claims require proof of a legal duty, misconduct, and resulting harm under New York law, with Kings County filing rules. An undisclosed payment or failed transaction does not automatically establish a fiduciary breach. Liability depends on the parties' legal relationship, the conduct involved, and whether the company or an individual suffered a direct injury. These factors determine who may sue and what remedies are available.
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Los Angeles probate court procedures cover filing requirements, estate notices, hearings, and appointment of personal representatives.Formal probate generally begins with a petition in the Superior Court of California. Petitioners must identify assets requiring probate, notify interested parties, and prepare for judicial review. Los Angeles Superior Court uses Probate Notes to identify filing deficiencies that could delay a hearing.
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