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Tyson
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This follows simply from the very construction of levi civita connection is such that the energy integrals over geodesics are stationary. To extremise the lenght of a curve between two points is the same thing as to extremise the action consisting only of the energy function on the tangent bundle, both of which will give geodesics as their integral curves.

Tyson
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