Unleash DeepTeam: Open-Source LLM Red Teaming
▼ Summary
– DeepTeam is an open-source framework designed to test large language models for security vulnerabilities before deployment.
– It runs locally and uses language models to simulate attacks, evaluating risks like bias and personal data exposure.
– The tool supports testing various model setups including chatbots, agents, and retrieval augmented generation pipelines.
– It includes over 80 predefined vulnerability types and allows users to create custom tests, which are automatically recorded.
– DeepTeam is freely available on GitHub and provides guardrails to block identified issues in production systems.
Security teams are integrating large language models into products at a pace that often outstrips their ability to conduct thorough testing, making any new red teaming framework a critical asset. DeepTeam stands out as an open-source solution designed to rigorously evaluate these systems before they ever reach end users, employing a straightforward methodology to uncover hidden flaws.
This framework operates directly on a local computer, leveraging language models to both simulate potential attacks and assess the outcomes. It incorporates advanced methods inspired by the latest studies on jailbreaking and prompt injection, providing teams with a powerful means to detect problems like inherent bias or the unintended disclosure of private information. When DeepTeam identifies a vulnerability, it also suggests protective measures that can be implemented within live systems to prevent similar security gaps from arising.
DeepTeam accommodates a wide variety of model configurations. It is capable of evaluating retrieval-augmented generation workflows, interactive chatbots, autonomous agents, and foundational models alike. The primary objective is to reveal potential unsafe behaviors in a system long before its official launch.
The project comes pre-loaded with a library of over 80 distinct vulnerability categories. These are utilized to systematically scan an application for a broad spectrum of risks. For those requiring analysis of a very specific threat, the framework allows for the creation of user-defined vulnerability types. DeepTeam automatically catalogs these new entries and maintains a detailed log of all custom items. Both the built-in and user-created tests can be run concurrently without needing any additional setup. Should a user not specify a prompt for a newly defined vulnerability, the system provides a ready-made template to work from.
DeepTeam is freely accessible on GitHub.
(Source: HelpNet Security)
