A homogeneous Riemannian space is called a geodesic orbit space (shortly, GO-space) if any geodesic is an orbit of one-parameter subgroup of the isometry group . We study the structure of compact GO-spaces and give some sufficient conditions for existence and non-existence of an invariant metric with homogeneous geodesics on a homogeneous space of a compact Lie group . We give a classification of compact simply connected GO-spaces $(M = G/H,g)G$ is simple and the metric does not come from a bi-invariant metric of , then is one of the flag manifolds or and is any invariant metric on which depends on two real parameters. In both cases, there exists unique (up to a scaling) symmetric metric such that is the symmetric space or, respectively, . The manifolds , are weakly symmetric spaces.

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