Ignorance or Incompetence? Constructing Knowledge-Gated, Verifiable Tasks for LLM Agents

Hanlin Tian, Minhao Li, Yu Mi +5

Professional agent tasks often depend on conventions that are absent from public corpora, yet benchmarks rarely control whether an agent has access to those conventions. We introdu…