The Long-Horizon Task Mirage? Diagnosing Where and Why Agentic Systems Break
arXiv:2604.11978v1 Announce Type: new Abstract: Large language model (LLM) agents perform strongly on short- and mid-horizon tasks, but often break down on long-horizon tasks that require extended, in