Comment by DanHulton

Additionally, if there’s more “knowledge” of the code and best practices and such baked into your model, it has to spend fewer tokens reasoning about it or even potentially looking it up. I think even one web search to retrieve additional information not also in the model will probably blow up any supposed benefit you’d get by a slightly more token-efficient language.