mlsanityData to 13 Oct 2026

Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration

arXiv 2606.30246 ↗First posted 29 Jun 2026cs.AI cs.CY cs.MAcited by 0

On the map: LLM agents and tool use → Web, search, and research agents

Abstract (arXiv)

Existing autonomous research agents can support parts of the research process, but most systems still treat research as either an isolated assistant task or a closed workflow. Therefore, autonomous science needs a collaboration infrastructure that coordinates projects, agents, and digital and physical resources. We identify this as a shift from code-centered execution loops to research-oriented collaboration processes, where questions, evidence, participants, and resources must be coordinated under uncertainty. In this framing, an agent may be an AI system, a human researcher, a team, a laboratory, or an organization-backed participant. To this end, we present Clarus, a collaboration infrastructure for coordinating autonomous research agents toward web-scale scientific collaboration. Clarus reformulates research as an open, auditable, attributable, and resource-aware multi-phase collaboration process. It defines a minimal project-agent-resource object model and organizes scientific collaboration through four layers including Research Application, Digital Collaboration, Physical Substrate, and Physical World. Core modules are implemented as pluggable mechanisms, allowing Clarus to adapt to task risk, collaboration structure, and resource constraints. Through a controlled paper-generation case study, we show that Clarus can organize a research goal into a traceable, reviewable, attributable, and accumulative collaboration network across phases, tasks, and participants. Together, the object model, collaboration protocol, trust mechanisms, and prototype validation provide an initial foundation for open research networks. Clarus is now available at clarus.holosai.io.

Key facts. No citing papers in the map yet (data through 13 Oct 2026). Placed in Web, search, and research agents, one of 16 directions in LLM agents and tool use. Builds on 49 of its 79 references that are in the map. First posted on arXiv 29 Jun 2026.

Builds on

49 of 79 references.

Closest ancestors · 8

Same direction, newest first

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Other references · 41

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  9. 2026AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaborationcited by 25
  10. 2021Packaging research artefacts with RO-Cratecited by 24
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  12. 2026AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discoverycited by 21
  13. 2025Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit Assignmentcited by 17
  14. 2026The Last Human-Written Paper: Agent-Native Research Artifactscited by 14
  15. 2025Which Contributions Deserve Credit? Perceptions of Attribution in Human-AI Co-Creationcited by 13
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  17. 2024AlabOS: A Python-based Reconfigurable Workflow Management Framework for Autonomous Laboratoriescited by 10
  18. 2022Agent-Temporal Attention for Reward Redistribution in Episodic Multi-Agent Reinforcement Learningcited by 9
  19. 2025DRF: LLM-AGENT Dynamic Reputation Filtering Frameworkcited by 9
  20. 2023Recording provenance of workflow runs with RO-Cratecited by 8
  21. 2025BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Webcited by 7
  22. 2025Agent Discovery in Internet of Agents: Challenges and Solutionscited by 6
  23. 2026Agentic LLM Reasoning in a Self-Driving Laboratory for Air-Sensitive Lithium Halide Spinel Conductorscited by 6
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  29. 2026Reasoning Provenance for Autonomous AI Agents: Structured Behavioral Analytics Beyond State Checkpoints and Execution Tracescited by 1

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