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2026arXiv

JANUS: Enhancing Long-Horizon Autonomous Research with Co-Evolving World Models

What this work does

JANUS organizes autonomous research around a growing graph of proposals, implementations, predictions, and experimental outcomes. It combines experiment selection with feedback-driven improvement of research skills and predictive judgment.

THE RESEARCH CONVERSATION

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