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The AI Slop Loop: When AI-Generated Code Creates Self-Reinforcing Quality Problems

AI writes shallow code. Shallow code produces incidents. Incidents produce more AI-generated fixes. The fixes introduce new shallow patterns. The loop accelerates.

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Where SonarQube Stops, and AI-Slop Rules Start

SonarQube is a mature static analysis suite. AI-written code adds a different set of repeatable patterns. Here is where a focused AI-code hygiene layer can help.

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You shouldn't be writing comments. And if you do, it should have a reason.

Our pair-programming AI added ~70 narrative comments to our own source during the 0.5 rehaul. Our own tool caught every one. If the tool builder needs the rule, you probably do too.

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