AI & ML New Capability

Introduces a decentralized, multi-agent framework for scientific discovery that uses an 'ArtifactReactor' for plannerless coordination and full computational lineage.

March 17, 2026

Original Paper

Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange

Fiona Y. Wang, Lee Marom, Subhadeep Pal, Rachel K. Luu, Wei Lu, Jaime A. Berkovich, Markus J. Buehler

arXiv · 2603.14312

The Takeaway

This moves beyond simple LLM-based researchers to a system where independent agents autonomously discover and fulfill each other's data needs via a shared DAG (Directed Acyclic Graph). It provides a structured, auditable architecture for scaling agentic scientific investigation without central coordination.

From the abstract

We present ScienceClaw + Infinite, a framework for autonomous scientific investigation in which independent agents conduct research without central coordination, and any contributor can deploy new agents into a shared ecosystem. The system is built around three components: an extensible registry of over 300 interoperable scientific skills, an artifact layer that preserves full computational lineage as a directed acyclic graph (DAG), and a structured platform for agent-based scientific discourse