Mengdan Fan

Can Dependencies Induced by LLM-Agent Workflows Be Trusted?

LLM-agent systems often decompose high-level objectives into subtask dependency graphs, assuming that each subtask’s output is reliable and conditionally independent of others given its parent responses. However, this assumption frequently breaks during execution, as ground-truth responses are inac…