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Ease out
Gradual Change
Use 'ease out' to describe a slow, smooth transition rather than an abrupt one. 
Lessening Involvement
Implies reducing involvement over time so there's minimal disruption. 
Tactful Exit
Suggests leaving a role or situation without conflict or attention. 