this post was submitted on 11 Apr 2026
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Programming
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In my experience there are three ways to be successful with this tool:
The issue with debugging is that it doesn't actually think. LLMs pattern match to a chain of thought based on signals, not reasoning. For it to debug you need good signals in your code that explicitly tell what it is doing and the LLMs do not write code with that level of observability by default.
Edit: one of my workflows that I had success with is as follows:
If something already exists, it shouldn't need to be rewritten.
Doing otherwise is a sign that something has gone wrong.
That was the case before LLMs and it is still the case today.
What they mean is rewrite something that has a LICENSE my company can't use.
If the rewrite is based on something which has a license that your company can't use, then the rewrite likely can't be used either
I'm pretty sure if code is AI generated it's likely considered original, but I'm not a lawyer by any stretch.
Only something created by a human can be copyrightable. (See the copyright status of monkey who took a selfie for precedent).
Any code written by an LLM is not copywritable because a human did not write it.
Also the company that trained the LLM is likely in breach of the licenses the code palls under.
Absolutely. It's amazing how many articles showcasing vibe coding is just people reinventing things like a password generator.