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Even more general: How to expand an agent's state?
I think Astar can search not only possible kinematic states[position, velocity, rotation angle, angular velocity]
Perhaps before we ask this question, we can think about how to reduce the number of calculations.
Maybe cut some logical branches in early stage or combine those branches that can be treated as one.