Ambient space steering and tangent space steering Two blue curved constraint manifolds. On the left, four candidate nodes on a line toward an ambient-space sample travel along long orange projection arrows and land close together on the manifold. On the right, three nodes sampled on a green tangent plane travel along short purple projection arrows and land farther apart. The left sequence plays first, followed by the right sequence. Ambient space steering Tangent space steering Tangent space Longprojection distance Shortprojection distance Random sampleNearest neighbor Random sample on Tangent space Nearest neighbor on Tangent space Ignores manifold geometry Long projection distance. May yield little progress after projection Uses local manifold geometry Short projection distance. Promotes progress along the manifold