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Denario is a sophisticated multiagent AI system designed to streamline scientific workflows by orchestrating specialized agents for hypothesis generation, methodology development, and computational analysis. Built on the AG2 and LangGraph frameworks, it empowers researchers to transform raw datasets into structured findings and formatted papers for journals like APS. The skill offers both fully automated end-to-end pipelines and hybrid workflows that allow for human-in-the-loop customization at any stage of the research process.