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Hm, I can't see any part that talks about the models Aider used? I've observed "surface level without deeper analysis" issues mostly with the non-CoT models, but I can usually overcome this through use of a CoT model and iterating on prompting.
I wonder what was the exact query and model used - it would be nice to have even just a snippet.