Agent Laboratory provides an end-to-end workflow where specialized LLM-driven agents assist human researchers in implementing research ideas. The system orchestrates multiple agents to handle different research tasks including literature review, experiment execution, and documentation. It also includes AgentRxiv, a framework allowing autonomous agents to share, retrieve, and build upon each other’s research outputs for cumulative progress.