The DENARIO project:
Modular Automation of Scientific Research with Multi-Agent Systems

We present DENARIO, an AI multi-agent framework designed to perform end-to-end scientific research. DENARIO can generate ideas, develop research plans, write and execute code, make plots, and write a scientific paper. DENARIO is built as a modular system, and therefore, can perform either very specific tasks, such as generating an idea, or carrying out end-to-end scientific research. In this work, we describe DENARIO and its modules in detail and illustrate its capabilities by showing several AI-generated papers generated by it. These papers cover many scientific disciplines, such as biology, chemistry, medicine, machine learning, and astronomy. We show how DENARIO can generate paper by combining ideas from different scientific disciplines. We also publicly release the code associated with DENARIO at Github. DENARIO will be deployed on Hugging Face and Cloud upon release of the paper this September.