this post was submitted on 24 Sep 2026
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This has been my experience as well.
Charitably, there have been moments where I have used an LLM to help debug a problem. I was using Zig and trying to decompress and deflate a ZIP archive in memory and the documentation for the APIs in Zig leaves much to be desired. I was able to post a stack trace of the crash and slowly determine a solution but at no point was it where I just let the LLM write the code. It was much more "look at the generated code, determine the change that needs to be made, and try that" with some instances being where the suggestion was completely wrong. BUT, I eventually came to the solution. I would not have been able to figure it out on my own, but it absolutely was not the case where it's letting the LLM do it and I just review the code.
A similar issue I had was with a crash with mariadb. New version of mariadb gets released and suddenly in development we are getting crashes right at the start of our test runs. I copy out the stack trace from mariadb and paste it into Copilot, and get a search result with some prodding, back to a bug when grant tables are disabled. It was very helpful to understand why, and our fix was to pin our mariadb version at a previous stable version
So, really it's only useful as a search engine. I would not use it to just generate code.