This 10-year-old in California taught herself to read—now she’s just enrolled in a college class while still in elementary school

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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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The most frustrating experience. Their automated “review” system confirmed the phishing classification after my first request. The submission form uses unintuitive categories that took multiple attempts. Eventually, I bypassed the form entirely and replied directly to one of their automated emails.

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Honor’s Ma

Фото: Валерий Мельников / РИА Новости

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