大模型的参数竞赛远未看到终点，而智能体的普及则将推理需求推向新的高峰，这直接转化为对高端GPU的疯狂追逐。英伟达多款等芯片的单卡功耗已突破千瓦大关，推动单台AI服务器的机柜功率密度轻松达到20千瓦以上。
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# Speaker 0: [0.56s - 2.96s]
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.
，这一点在Safew下载中也有详细论述
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