APA (7th ed.) Citation

Zhang, X., Cui, Y., Wang, G., Li, Z., Qiu, W., Zhu, B., & He, P. (2026). Ratchet: A Minimal Hygiene Recipe for Self-Evolving LLM Agents.

Chicago Style (17th ed.) Citation

Zhang, Xing, Yanwei Cui, Guanghui Wang, Ziyuan Li, Wei Qiu, Bing Zhu, and Peiyang He. Ratchet: A Minimal Hygiene Recipe for Self-Evolving LLM Agents. 2026.

MLA (9th ed.) Citation

Zhang, Xing, et al. Ratchet: A Minimal Hygiene Recipe for Self-Evolving LLM Agents. 2026.