Walk out on something
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to move along by putting one foot in front of the other, allowing each foot to touch the ground before lifting the next:
Walk out on something meaning & definition 1 of Walk out on something.
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to go with someone to a particular place, for example because you want to protect them from danger, or show them the way:
Walk out on something meaning & definition 2 of Walk out on something.