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paperJuly 2026Unreviewed

Prismata: Confining Cross-Site Prompt Injection in Web Agents

Corban Villa, Alp Eren Ozdarendeli, Sijun Tan, Raluca Ada Popa

Abstract

Autonomous web agents promise to automate everyday browsing tasks, but inherit one of the web's oldest attack surfaces. Cross-Site Scripting proved that mixing trusted and untrusted content is dangerous, even on benign pages. Agents resurface this risk by interpreting natural language as instructions, allowing third-party and user-generated content to hijack the agent via prompt injection. The core challenge is that deriving a task-specific security policy requires reasoning over page structure

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Framework mappings

MITRE ATLAS
  • AML.T0051LLM Prompt Injection

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Cite

@misc{villa2026prismata,
  title = {{Prismata: Confining Cross-Site Prompt Injection in Web Agents}},
  author = {Corban Villa and Alp Eren Ozdarendeli and Sijun Tan and Raluca Ada Popa},
  year = {2026},
  month = jul,
  eprint = {2607.08147},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.08147}
}