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Android by default keeps all applications running (cached) in the background to make them load faster. It usually kills these before killing any actual live applications, but sometimes gets it wrong (especially on HTCs with their custom/aggressive app killing code). It's unlikely to be a RAM issue but a remote possibility is still a possibility.

Have you tried Poweramp with the autopause function disabled? And are you using the included headset?