The Long-Horizon Task Mirage? Diagnosing Where and Why Agentic Systems Break

Xinyu Jessica Wang, Haoyue Bai, Yiyou Sun +7

Large language model (LLM) agents perform strongly on short- and mid-horizon tasks, but often break down on long-horizon tasks that require extended, interdependent action sequence…