International Center for Relativistic Astrophysics Network

Astrophysics research must juggle fast-growing literature, multiwavelength observations and complex physical models, and AstroGenesis places these in one multi-agent environment where a Supervisor Agent and Planner/Replanner coordinate literature retrieval, observational data analysis, theoretical modeling and research ideation. The current implementation focuses on blazar research, and its Theoretical Modeling Agent uses pretrained neural-network surrogate models to support broadband and multimessenger modeling through natural language. On single-paper and multi-paper literature benchmarks, at least one relevant publication appeared in the top five results for 76.6% and 79.2% of questions.

Astrophysics research must juggle fast-growing literature, multiwavelength observations and complex physical models, and AstroGenesis places these in one multi-agent environment where a Supervisor Agent and Planner/Replanner coordinate literature retrieval, observational data analysis, theoretical modeling and research ideation. The current implementation focuses on blazar research, and its Theoretical Modeling Agent uses pretrained neural-network surrogate models to support broadband and multimessenger modeling through natural language. On single-paper and multi-paper literature benchmarks, at least one relevant publication appeared in the top five results for 76.6% and 79.2% of questions.