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Plan to use A* or further Theta* / Lazy Theta* on quadtree on a continuous 2d space to perform pathfinding of a moving agent. Turns are costly since angular turn speed is limited, so more linear but long paths are preferred.

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Pathfinding on a 2d plane with costly turns

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