Searching for Synergy in Shared Workspace Human-AI Collaboration

In three linesStudy of human-AI team collaboration in shared workspace using Collaborative Gym and DiscoveryBench. Adding collaborators improves performance only with coordination structure. Scaffolding combining shared memory and human-in-the-loop gates increases performance, especially in three-person teams, by clarifying responsibilities and routing expertise.

Summary generated by Claude — human-verified