Adaptations in equine limbs, including fusion of its bones, such as the metapodials II and IV (splint bones) with metapodial III (cannon bone), have been debated. It is argued that cursorial adaptations in equine limbs with a progressive reduction in the number of digits lighten up the limbs and facilitate fast running. Similar fusions in other bones, such as the radius and ulna, tend to exhibit similar traits. For example, the fusion often occurs in a disto-proximal direction while leaving sharp ridges. This article proposes a model to understand the biomechanical advantages that a fused symmetric system of cannon and splint bones offers and tries to investigate osseous fusion from an evolutionary perspective. It demonstrated the uniqueness of this system from the context of symmetry and the presence of an array of parallel axes of rotation in equine limbs that amplifies the kinetic energy by maximizing the moment of inertia. The model highlighted the robustness of such an evolutionary mechanism in place and elucidated why it is a preferable construct. Furthermore, the discourse proposes a zipping action to describe the osseous fusion before making predictions on where the equine limb adaptations are perhaps heading.