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I find they're useful for the first 100 lines of a program (toy problems, boilerplate).

As the project becomes non-trivial (>1000 lines), they get increasingly likely to get confused. They can still seem helpful, but they may be confidently incorrect. This makes checking their outputs harder. Eventually silly bugs slip through, cost me more time than all of the time LLMs saved previously.




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