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I have only try to extend them once and they lasted a little over 5 hours. The rest of the time I really haven't used for an extended time.
 
But durning the sleep they deplete the battery completely in AirPods, right?

In other thread people were complaining about battery drain of case so maybe do the same - re-pair them again with iCloud
 
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