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I’ve built out an end to end automated fix pipeline, it’s getting the bug fixes right, but been having trouble with line number errors.

Looking forward to reading through your docs and repo later tonight to see how you’re addressing issues like this.

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We used to use line numbers but it became problematic so we switched over to search-and-replace pairs, which works significantly better. The only potential problems are with setting up a fuzzy search system since sometimes the search doesn't match exactly with the code (missing comments, etc.). We're going to write about our core algo and diff managing system soon.

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