AR
arXiv CS.AI
7/16/2026

Networked Intelligence: Active Shared Context Graphs for Human-AI Team Science
Short summary
Researchers introduce Mycelium, an active shared workspace that connects researchers and AI agents as a multi-user co-scientist by capturing observations, tracking relationships to evolving team models, and routing insights to the right person or agent. In a biological multi-omics campaign, routed shared context turned a local finding into a cross-expert mechanistic constraint and experimental design. The paper provides a computational account of networked intelligence as sparse conditional computation over distributed scientific contexts.
- •Mycelium is an active shared workspace connecting human researchers and AI agents for collaborative science
- •System captures observations and hypotheses, routing them to the person or agent whose next decision they inform
- •Empirical test in biological multi-omics showed routed context converting local findings into cross-expert experimental designs
Generated with AI, which can make mistakes.
Is this a good recommendation for you?

