Ran 17 Self-Improvement Experiments — What Worked

The author conducted 17 self-improvement experiments on an autonomous operation over three days in May 2026, focusing on fixing false positives in quality gates and manifesto repair processes. The key learning was to treat quality gates as first-class citizens, leading to reduced error noise and increased signal clarity through targeted commits.