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Notes -
They aren't that good for coding. I mean, they are ok for coding simple things that doesn't involve any complicated concepts or deep understanding, something like just reading the manual and applying it directly, many times just copypasting from the right example. But if it gets a bit more advanced it can't help you much. It also loves hallucinating new APIs and settings which don't actually exist, which is hugely annoying - I've been in this scenario many times: "Describe the ways to do X with system S?" - "The best way is to use api A with setting do_X=true, see the following code" - "This code does not work, because api A does not have setting do_X" - "Thanks for correcting me, actually it's api A.do_X which has configuration value enable_doing_X=1" - "That configuration doesn't exist either" - "Thanks for correcting me, actually there's no way to do X with api A" - "Are thee other ways to do X with system S" - "Yes, the best way is to use apis B and C with options do_X=true"... you can guess the rest. They are good for easy tasks, but as soon as the tasks require any actual understanding and not just regurgitating pre-chewed information, its usability drops dramatically. Don't get me wrong, there are a lot of tasks which are literally just applying the right copypastes in the right sequence, but it can only get you so far.
I don’t find this to be the case with Claude and Python code… though sometimes I do need to read the code for mistakes, errors, oversights etc.
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