We study a form of cyclic pursuit on Riemannian manifolds with positive injectivity
radius. We conjecture that on a compact manifold, the piecewise geodesic loop
formed by connecting consecutive pursuit agents either collapses to a point in finite
time or converges to a closed geodesic. The main result is that this conjecture is valid
for nonpositively curved compact manifolds.