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Sprint projectMar 30, 2025Singapore

Safety Metric and Prompt Engineering for Red Team

Zhu Liang · Team Paradite

Submitted to AI Control Hackathon 2025. Sprint projects are early-stage work by participants, not Apart Research publications.

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Report: Safety Metric and Prompt Engineering for Red Team

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In the ControlArena environment, we have a default attack policy that is very basic. We want to explore how to improve the attack policy using basic prompt engineering techniques.

We also realized that the security metric evaluation in the environment is not closely following the foundational paper (Greenblatt et al., 2023), so we made a change to more closely approximate the security metric in the paper.

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Cite this project

@misc{liang2025safety,
  title = {{Safety Metric and Prompt Engineering for Red Team}},
  author = {Zhu Liang},
  year = {2025},
  month = mar,
  note = {Submitted to AI Control Hackathon 2025, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/safety-metric-and-prompt-engineering-for-red-team-q2d6}},
  url = {https://apartresearch.com/sprints/projects/safety-metric-and-prompt-engineering-for-red-team-q2d6}
}

Build something like this at the next Sprint

AI Collusion Research Sprint · Oct 23 - 25, 2026