@article{ignoranceorincompetenceconstructingknowl,
  title = {Ignorance or Incompetence? Constructing Knowledge-Gated, Verifiable Tasks for LLM Agents},
  author = {Hanlin Tian and Minhao Li and Yu Mi and Sihan Zhu and Zhao Yang and Yuxiang Wang and Hongquan Zhu and Qiufei Hu},
  year = {2026},
  eprint = {2608.30322},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.30322},
}