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Something needs to happen when you fill the bar, otherwise, why is it changing?

Definitely. We'll probably add a counter next to it to show the number of sets you've viewed (as suggested by franciscoapinto)

More than that. Make it feel like I'm accomplishing something.

Outstanding job, the interface is as simple as it could be.