How do you measure whether your coding agent is becoming more effective?

I do my best to clean my repository, remove bad code examples, create lint rules, provide more timely information for my agents, etc... but I haven't figured out how to measure the improvements. Maybe it's moot and measuring the time between the model I'm using and the next is the only stat that matters... how do ya'll think about that problem?