Denario architecture.
These modules are agentic systems that can generate an idea for a research project, check the
literature to validate the novelty of the idea, develop a plan to carry out the project, implement
the plan by writing and executing code, making plots, and describing the results, write a scientific paper
discussing the research and showing the plots, and review the paper.
Idea maker-idea hater.
The Idea module consist of two agents: idea maker and idea hater. The system first
calls the idea maker agent, that will generate an idea given the input text. Next, the idea is sent to
the idea hater, who will critic the generated idea. The idea maker will then take the input text, the
generated idea, and the critic and will improve the idea. This process is then repeated several times
until the final idea is generated.
Literature.
The literature module evaluates whether an idea is novel by passing it to a novelty agent, which can
classify it as new, not new, or request more information. If uncertain, the novelty agent generates
queries for the semantic
scholar agent, which retrieves papers until the literature is sufficiently sampled. If no relevant work is
found, the
idea is deemed new. Finally, a summary agent compiles a report explaining the decision and highlighting
key papers.
Denario writing module.
Workflow of the paper writing module. Each node represents an agent in
charge of a task. For instance, the methods node contains an agent that will write the methods sections
considering the input files.
Denario GUI.
Denario can be run through a GUI called DenarioApp. The user can input a text
prompt and select the modules to run, generating a full research project from scratch or inputing files
for the different required modules. A demo of this app is hosted on Hugging Face Spaces.