HackerPapers

arXiv:2510.15624cs.AI

Build Your Personalized Research Group: A Multiagent Framework for Continual and Interactive Science Automation

Ed Li, Junyu Ren, Xintian Pan, Cat Yan, Chuanhao Li, Dirk Bergemann, Zhuoran Yang

Early discovery. Linked by one identifiable commenter. This paper is outside the main ranking; a mention is not an endorsement.

Abstract

The automation of scientific discovery represents a critical milestone in Artificial Intelligence (AI) research. However, existing agentic systems for science suffer from two fundamental limitations: rigid, pre-programmed workflows that cannot adapt to intermediate findings, and inadequate context management that hinders long-horizon research. We present \texttt{freephdlabor}, an open-source multiagent framework featuring \textit{fully dynamic workflows} determined by real-time agent reasoning and a \coloremph{\textit{modular architecture}} enabling seamless customization -- users can modify, add, or remove agents to address domain-specific requirements. The framework provides comprehensive infrastructure including \textit{automatic context compaction}, \textit{workspace-based communication} to prevent information degradation, \textit{memory persistence} across sessions, and \textit{non-blocking human intervention} mechanisms. These features collectively transform automated research from isolated, single-run attempts into \textit{continual research programs} that build systematically on prior explorations and incorporate human feedback. By providing both the architectural principles and practical implementation for building customizable co-scientist systems, this work aims to facilitate broader adoption of automated research across scientific domains, enabling practitioners to deploy interactive multiagent systems that autonomously conduct end-to-end research -- from ideation through experimentation to publication-ready manuscripts.

arXiv comments
37 pages, 5 figures. Code: https://github.com/ltjed/freephdlabor
Journal reference
DOI
Subjects
cs.AIArtificial Intelligence cs.CLComputation and Language cs.LGMachine Learning cs.MAMultiagent Systems

On Hacker News

Linked by 1 identifiable commenter in 1 comment across 1 thread, from Oct 2025 to Oct 2025.

Comments linking this paper, per year.

Discussed in comments1 thread

    • Apparently there’s an open-source framework, freephdlabor, that aims to make research automation adaptive rather than scripted. A manager process coordinates task-specific workers via files; workers decide whether to dig deeper, pivot, or call others based on results. In a case…

      junyurenView on HNParent context

Submitted to Hacker News

Connected through shared HN threads, not inferred similarity or a recommendation.