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The methodology here is suspect too. Implementing rules from SonarQube with agents and then turning fresh agents onto those problems seems like it is biased towards better results.

The structure of this leaves something to be desired. What happens with agents over time. Agent writes code. Code gets messier. Next agent works on it. Next agent adds more mess. Complexity compounds. This isn't how real software works.