Mycelium: Active Shared Context Graphs for Human-AI Team Science

Jul 16, 2026

Researchers have developed Mycelium, an active shared workspace that connects human scientists and AI agents by capturing and routing observations and hypotheses to relevant team members. In an empirical test during a biological multi-omics campaign, Mycelium enabled a local analytical finding to inform cross-expert constraints and experimental design. The system provides a computational framework for networked intelligence, modeling scientific collaboration as sparse conditional computation over distributed contexts.

Why it matters: This work advances the field by enabling scalable, networked collaboration between humans and AI, addressing the challenge of coordinating diverse expertise for complex scientific problems.

Full story at: arXiv AI/ML ↗