Stateless Language Agents: Scaling Long-Horizon Automated Research

Qizheng Zhang, Changxiu Ji, Isaac Sun +15

Automated research systems increasingly run LLM agents over long horizons, but more inference does not by itself produce more progress: agents replay growing histories, duplicate o…