Is there a solution for AI coding assistants that create a lot of “buggy code”?

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Relying on AI to write code is like hiring a brilliant freelancer who never picks up your calls.
They’ll deliver what you ask for—fast, impressive, maybe even flawless at first glance.

But if something breaks or behaves oddly a week later… guess who’s left cleaning up the mess?
You.

When AI-generated code works, it’s great.
When it doesn’t, you’re on your own.

AI is definitely capable.
But accountability? Not its strong suit.

Is there a solution for AI coding assistants that create a lot of “buggy code”?

Make AI learn to fix its own mess

Alibaba built SWE-smith: an automatic bug generator + fixer that:

– Creates real bugs in GitHub repos

– Verifies them via unit tests

– Has AI agents fix them step-by-step

– Produces before/after examples at scale

Basically, don’t just have AI models generate code, but also fine-tune them to fix the bugs.

What do you think? Would this solve the problem?

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Happy learning!

If you have any queries or suggestions, share them with me on LinkedIn – https://www.linkedin.com/in/nikhileshtayal/

Let’s learn to build a basic AI/ML model in 4 minutes (Part 1)

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Nikhilesh Tayal
Nikhilesh Tayal
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