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Dirty AI programming involves experimenting with unconventional methods, imperfect data sets, and atypical algorithms to observe how AI systems function in sub-optimal conditions. Unlike traditional programming, which aims for perfection and efficiency, dirty AI thrives on imperfection and controlled chaos, unlocking a completely different space for creativity.