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# GPT code editing benchmarks
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Aider is a command line GPT chat tool that lets you ask for features, changes and
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improvements to code in your local git repo.
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Aider is a command line chat tool that lets you ask GPT for features, changes and
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improvements to code in your local git repos.
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I spend a lot of time trying to make aider better at this sort of chat driven AI code editing,
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so that user chat requests are more likely to result in effective changes to their codebase.
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It's worth noting that GPT never gets to see the source code of the unit tests.
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Just the error output from failed tests.
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## Editing formats
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## Edit formats
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I benchmarked 4 different edit formats,
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described below along with a sample of the response GPT might provide to the user request
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