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I kind of had the feeling LLMs would be better at Python vs other languages, but wow, the difference on Multi SWE is pretty crazy.

Maybe a lot of the difference we see between peoples comments about how useful AI is for their coding, is a function of what language they're using. Python coders may love it, Go coders not much at all.

Not sure what you mean by benchmaxxing but we think there's still a lot of useful signals you can infer from SWE-bench-style benchmarking.

We also have SWE-bench Multimodal which adds a twist I haven't seen elsewhere: https://www.swebench.com/multimodal.html

I mean that there is the possibility that swe bench is being specifically targeted for training and the results may not reflect real world performance.