shared workspace

How Shared Workspace Human-AI Teams Achieve Synergy: Lessons from Collaborative Gym

A study from arXiv researchers using Collaborative Gym and DiscoveryBench tasks across 1,482 sessions reveals that adding human collaborators to AI teams can reduce performance without proper coordination. Scaffolding with shared group memory and simulated human-in-the-loop gates improved mean performance, especially in three-person teams, highlighting the importance of coordination structure over raw capability.