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arXiv CS.AI
7/16/2026
Networked Intelligence: Active Shared Context Graphs for Human-AI Team Science

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

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