fair use doctrine. Rather than engaging in digital piracy, the author explains that machine learning involves mathematical extraction where software analyzes patterns and discards the original data to create a functional new tool. By applying the four factors of fair use, the source contends that AI training does not replace the market for original art but instead democratizes creativity and fosters innovation. Ultimately, the source warns that strict copyright regulations would create insurmountable barriers to entry, potentially granting a handful of massive corporations a monopoly over the future of technological progress.