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Multi-agent generative models can now provably satisfy complex, coupled hard constraints without centralized runtime coordination—even zero-shot scaling to agent counts never seen during training.
This paper investigates freehand sketching as an end-user programming interface for specifying robot swarm geometries and supports freehand sketching as an intuitive interaction abstraction for human-swarm collaboration without requiring robotics or programming expertise.