Experiment: Testing Code Quality Degradation Through AI Reprocessing Cycles
By
Gricha
Pure flour-power. Hearty enough to carry you through lunch.
Summary
The article describes an experiment where the author used Claude AI to create a functional macronutrient estimation app, then conducted a 'small, evil experiment' by repeatedly feeding the same codebase back to the AI through a looping script. This mirrors experiments where images or videos degrade through repeated processing, but applied to code quality. The author explores how AI-generated code quality changes through iterative reprocessing cycles, examining the degradation or transformation of code structure and functionality over multiple generations.
Key quotes
· 5 pulledOver the Thanksgiving weekend I had some time on my hands and tasked Claude to write an app that guestimates macronutrients in some foods based on description + photo.
It has created a great, functional app for me, but then I forced it to do a small, evil experiment for me.
I've written a quick script that looped over my codebase...
Have you seen one of the experiments where people have been re-feeding the same image to the AI agent a bunch of times?
Or Marques Brownlee's youtube videos where the video is reuploaded a 1000 times?
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