The concept of Latent Collaboration in Multi-Agent Systems is something new among AI agents. Traditionally, coordination in multi-agent systems relies on explicit mechanisms—messages, protocols, or predefined teamwork instructions. But this research reveals that agents can achieve sophisticated collaboration without any of these. Instead, coordination emerges silently, embedded within their internal, or “latent,” representations—a hidden layer of intelligence that operates beneath the surface.