Andrej Karpathy described the pattern: “I ‘Accept All’ always, I don’t read the diffs anymore.” When AI code is good enough most of the time, humans stop reviewing carefully. Nearly half of AI-generated code fails basic security tests, and newer, larger models do not generate significantly more secure code than their predecessors. The errors are there. The reviewers are not. Even Karpathy does not trust it: he later outlined a cautious workflow for “code [he] actually care[s] about,” and when he built his own serious project, he hand-coded it.
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与此同时，公开资料显示，洪铭齿轮/贝朗齿轮2022-2024年，其年营业收入约为1400万元-2500万元左右；铭胜工贸2022-2024年度，其年营业收入约为900万元-1200万元左右；协力球铁2024年营业收入约为250万元；报告期内，战胜五金的营业收入分别为约200万元、约200万元、约200万元、约100万元，这也意味着，除了战胜五金之外，其余关联方实现的营业收入大部分都来自德硕科技。
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