Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours

Abstract

AI systems are entering critical domains like healthcare, finance, and defense, yet remain vulnerable to adversarial attacks. While AI red teaming is a primary defense, current approaches force operators into manual, library-specific workflows. Operators spend weeks hand-crafting workflows - assembling attacks, transforms, and scorers. When results fall short, workflows must be rebuilt. As a result, operators spend more time constructing workflows than probing targets for security and safety vul

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@misc{dheekonda2026redefining,
  title = {{Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours}},
  author = {Raja Sekhar Rao Dheekonda and Will Pearce and Nick Landers},
  year = {2026},
  month = may,
  eprint = {2605.04019},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.04019}
}