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.
夜幕降临，农资店逐渐归于平静。
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My hope is that there are Mac lovers within Apple who bite their tongue at every silly icon redesign, title bar-shrinking design reorganization, misty shower window—re-skin—love letter that they are forced to enact instead of taking what was once (and partially still is) that rarest of jewels, a long-term, continuously updated, well-designed user interface and mass market operating system and iterating on it to make it better. That there are people who, in so many words, bleed six colors; who have found not just a sterile tool, but a culture and a community. And who, like so many others in so many other situations, recently had to see what they love, what they value, what shaped them, torn apart by shifting, switching or recently starkly exposed priorities of people above them who either don't know what they have, or are happy to use it as a vehicle and ride it to places they care more about.
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