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This paper proposes Influence-Based Team Steering (IBTS), a framework for zero-shot human-machine teaming that uses influence shaping to discover diverse interaction patterns and steer trajectories toward stronger coordination. Experiments on Overcooked-AI with two-agent and three-agent settings, including a 30-subject human study, show IBTS improves team performance over baselines.