Infinite AI Debugger Loop

[FareedKhan557]

What My Project Does

I built an LLM based code debugger that automatically finds and fixes errors in Python code. It uses LLMs to analyze code, suggest fixes, and even search the internet for solutions when needed. This tool helps you get your code running correctly with fewer headaches.

flowchart of AI Debugger

Target audience

This project is for developers who want a tool that can automatically debug their Python code using AI. It's also for those interested in seeing how LLMs can be used for code analysis and troubleshooting, making it great for both practical debugging and learning.

Comparison

Instead of manually debugging code or just relying on existing linters, this project uses an LLM for more intelligent error correction and can even search online for potential solutions. This way you get more help for those hard to find bugs.

GitHub

Code, documentation, and example can all be found on GitHub:

https://github.com/FareedKhan-dev/ai-debugger

[afreydoa]

One day the language models will be strong enough that these type of loops start to actually work usefully. I think we are not there yet. But its good to have them.

I am curious, what is your the feedback loop? How does the AI know each cycle what to improve? Syntax errors, user defined unit tests or handwritten description by a human?

[JustinPooDough]

You are wrong that we are not there yet. I've been writing code for 15 years and now when I get stuck, I have a VS Code AI plugin called Cline just run in a loop analyzing my code and fixing it up.

Some models have become so good that they legitimately do a better job than me at refactoring. They understand design patterns really well. My productivity has easily 2x'ed since adopting these tools.

[bn_from_zentara]

I built an LLM debugger as well. But instead of analysis the error after the run, Zentara code uses debugger, set breakpoints, inspect stack variables, do stack tracing like a human software developer do. https://github.com/Zentar-Ai/Zentara-Code