Operationalizing LLM red team findings with Braintrust

Red team campaigns identify risks at specific points in time, but changes to various components can cause previously resolved vulnerabilities to reappear, necessitating a permanent record for each risk. Tools like Garak and PyRIT facilitate the discovery of adversarial behaviors, with Garak focusing on broad vulnerability scans and PyRIT enabling custom multi-turn attacks. These tools are part of a larger framework that includes Braintrust, which serves as a repository for confirmed risks and supports ongoing evaluations. Braintrust stores detailed records of each confirmed risk, including adversarial inputs, expected safe behaviors, and metadata, allowing for structured regression testing and continuous evaluation through CI/CD processes. Production logs can contribute new cases, and Braintrust helps maintain a versioned dataset, ensuring that confirmed risks are continuously tested and managed throughout the development and release process.

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