theorem natural_gradient_agrees_at_equilibrium {J : ℕ} (hJ : 0 < J) :
fisherRaoDistance (symmetricShare J) (symmetricShare J) = 0 := by
simp only [fisherRaoDistance]
rw [bhattacharyya_uniform_self hJ]
exact Real.arccos_oneInformation Geometry of CES: