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Design and Development Principles for LLMOps // Andy McMahon // #254

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Value in Purposeful Innovation

Organizations must focus on the actual needs of their customers and their operational goals rather than pursuing generative AI for its own sake. Value should drive technological adoption; while generative AI has potential, it may not deliver the exaggerated returns often touted. Traditional machine learning methods like logistic regression offer a more controlled and stable alternative, especially in regulated industries. Education is crucial, as many practitioners may not fully understand existing methods or the implications of newer technologies. Combining traditional approaches with generative AI can yield practical solutions, but organizations must engage in thoughtful analysis to build appropriate products that meet defined needs.

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