Power off on low battery

I am using the muse-proto. If left on until battery is drained then it cannot start again even when plugged in until you login and exit safe mode. Is there a way to have the device power-off before it reaches such a low battery state that it needs to go into recovery mode?
Also even when unplugged and power switch is in off position the blue led is lit up. Is this normal?

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