best local runtime for mixed models

[oxidemixer]

Did a small comparison this afternoon. My result was mixed: first run looked bad, second run looked normal.

Good point. I don't think your conclusion is far off. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.