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This paper studies human-AI team coordination in shared workspaces using the Collaborative Gym and DiscoveryBench tasks, finding that adding collaborators can lower performance without proper structure. Scaffolding with shared group memory and human-in-the-loop gates improves performance, especially in three-person teams.