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 midhorizon tasks, but often break down on longhorizon tasks that require extended, interdependent action sequences.
