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Vinod Khosla’s Insight on How LLM Players Would Fail and Succeed
Building foundation models to compete with big players like OpenAI and Google is not advisable due to the advantage of large players who can train on massive clusters and access proprietary content. Khosla advocates for investing in unconventional logic-based approaches that do not rely on massive data or computing power, emphasizing the importance of probabilistic programming over traditional pattern matching. He believes there is untapped potential in exploring different models beyond the popular transformer models. Khosla discourages investing in cloud infrastructure to compete with giants like Amazon and Microsoft, who are gaining efficiency through custom chips. He foresees a future where expertise in various domains will be freely accessible, highlighting opportunities in creating specialized AI tools like an AI structural engineer that can significantly enhance efficiency in industries like construction.