When it becomes cheaper than hiring fully fledged "10000 hours of experience" engineers to build entire products, probably

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Potentially also, maybe hiring interns and juniors will be replaced by this. Eventually the senior engineers will retire and you'll be left with senior vibe coders who only hire more junior vibe coders.