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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Her venture started in late 2023, when she took the crossing guard job and began writing a monthly “cloud report,” which she posted on social media. The report included snippets of her day — like photos of a handwritten thank-you note from a child and snow falling on a store. Her followers were eager to see more, and would even reach out if she forgot to post for a month.
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