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#artificial intelligence Preprint Sep 2026

CAIRN: Dynamic Fact-Intent DAGs for Multi-Agent Exploration

LLM-powered autonomous systems have demonstrated promising capabilities in mathematical reasoning, engineering, and cybersecurity. Yet how to organize these systems for effective, reliable, and sustained performance remains an open question. In this paper, we present CAIRN, a fact-intent-driven multi-agent paradigm for...

Zu-Yao Xu, Yue-Yang Jia, Jun-Wei Guan et al. · 0 citations

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