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Validation is trivial, I simply used BenchmarkDotNet test and had AI flip git between latest HEAD state and current state.

Optimization is where the real work was - but also fun because I would just think of something, and AI would make it happen. It also had great ideas of its own. Feedback mechanism is crucial.

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