Datasheet
September 1, 2026

Offensive AI Security Testing for Agents

A single red team run against a nondeterministic system proves nothing about the next run. Most tooling also tests the model alone, when the real attack surface is the whole agent: its tools, memory, multi turn reasoning, and place in a wider workflow. This datasheet covers Vijil Adaptive Offensive Evaluation, a system that runs sustained, automated, multi turn attacks that learn across waves.

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Michal Nowak
{ Senior Vice President, Engineering, SmartRecruiters }

“By adapting the Google Responsible Generative AI Toolkit to the needs of enterprises in various industries, Vijil provides critical capabilities for AI developers to preserve the privacy, security and safety of custom models downstream with the same rigor that went into their original release.”

Manvinder Singh
{ Director of Product Management, Google. }

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