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An incognito mode sounds like a pretty easy idea, have a switch that turns it on and none of your listening gets added to your personal data

I havent' checked but does Private Listening mode do that? Or is that just for other users not to see what you're listening to ?

Both. Wheat you listen to in private listening does not effect your recommendations.