Karpathy probably meant it for throwaway weekend projects (who am I to judge what he means anyway), but it feels like the industry heard something else. Simon Willison drew the line more clearly: “I won’t commit any code to my repository if I couldn’t explain exactly what it does to somebody else.” Willison treats LLMs as “an over-confident pair programming assistant” that makes mistakes “sometimes subtle, sometimes huge” with complete confidence.
这一判断与中国人口结构变化密切相关。教育部部长怀进鹏2025年在接受央视采访时指出，人口发展出现新趋势：小学在校生规模已于2023年达峰，初中阶段预计2026年达峰，高中阶段将在2029年达峰，高等教育将在2032年达峰。
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