Fig. 1: Overview of LLM-based multi-agent system for reaction development.
From: An automatic end-to-end chemical synthesis development platform powered by large language models

a Workflow for chemical synthesis development facilitated by large language model (LLM) technology, and comparison with representative published works. (The gray lines denote the involvement of LLMs). b Diagram illustrating the interactions between human chemists and the LLM-based agents for performing tasks in the chemical synthesis development. c The web application with LLM-based agents as backend for end-to-end reaction development.