@article{continualskillbenchcanllmagentstrulyevol,
  title = {ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities?},
  author = {Tianyi Guan and Yiding Wang and Haotong Yang and Siyuan Cao and Shirui Liu and Yi Hu and Jiaqi Li and Muhan Zhang},
  year = {2026},
  eprint = {2608.03874},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.03874},
}