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No but really how do I play. Do I click something to start a puzzle?

Just scroll down until you find an unsolved puzzle.

I wish you could filter out and just play unsolved ones.

You can. There's a button to jump to the next unsolved.

It seems it was added afterwards. I also noticed it when playing a few boards later at night.