Dipika Khullar and I won the Overall Track of OpenAI’s gpt-oss-20b red-teaming challenge on Kaggle with GPT-OSS-20B is a Liar, an on-policy lie elicitation pipeline. The pipeline code and dataset of elicited lies are open source.