Geodesic polar coordinates

According to @needham2021visual page 274, they are the generalization to an arbitrary surface of the idea of spherical coordinates on S2.
If we imagine great circles departing from the north pole in every direction with unit speed, then every point on S2 is characterized by which particle hits this point (labelled by the longitude θ), and when (specified by the latitude ϕ=t).

Well, that idea in an arbitrary surface are geodesics polar coordinates (t,θ).
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An important result is Gauss lemma.

Related: Riemann normal coordinates.