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Follow your nose
Literal Direction
Use this phrase when you are advising someone to move straight ahead. 
No Turns Necessary
It suggests there's no need to take turns or detours to reach a destination. 
Not Just Roads
It can be used for paths, corridors, or even virtual navigation, not only roads. 