Multi-agent LLM systems can automate the tedious parts of literature review—finding papers, ranking them by relevance, and extracting structured knowledge—freeing researchers to focus on synthesis and insight.
Paper Circle is an open-source system that uses multiple AI agents working together to help researchers discover, analyze, and understand academic papers. It combines search from multiple sources with automatic organization into knowledge graphs, making it easier to find relevant work and extract key information like methods and experiments.