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Karpathy himself has stopped using the term vibe coding. After an Amazon outage, the company simply added a senior sign-off gate for AI-assisted code written by junior engineers. Starting from my own daily workflow, I want to talk about four things this tool actually changes—breadth, speed, quality, and the one thing that never moved: accountability.

Spent four hours wrestling with a Chrome extension, finally fixed it with a quick search. Xiaohongshu experiments were a total washout. AI coding won't reduce your failures, but it will make you fail faster—three model generations in three months, today's dead end might be passable next month.