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AI Red Teaming: Insights from the World's Largest Red Team
AI RED TEAMING

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Overview

Explore AI security with the Lakera LLM Security Playbook. This guide is a valuable resource for everyone looking to understand the risks associated with AI technologies.

Ideal for professionals, security enthusiasts, or those curious about AI, the playbook offers insight into the challenges and solutions in AI security.

Highlights

  • Comprehensive Analysis of LLM Vulnerabilities: Detailed overview of critical security risks in LLM applications.
  • Gandalf - The AI Education Game: Introduction to Gandalf, an online game designed for learning about AI security.
  • Expansive Attack Database: Insights from a database of nearly 30 million LLM attack data points, updated regularly.
  • Lakera Guard - Security Solution: Information about Lakera Guard, developed to counteract common AI threats.‚Äć
  • Practical Security Advice: Tips on data sanitization, PII detection, and keeping up-to-date with AI security developments.

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Overview

This guide draws on lessons from Gandalf, the largest AI red teaming project to date, and aims to give you a broad overview of AI red teaming.

Highlights

  • Introduction to AI Red Teaming: What it is, why it matters, and how it helps identify and fix weaknesses in AI systems.
  • Key Elements of Red Teaming: The core components of red teaming, including simulating attacks, finding vulnerabilities, and improving defenses.
  • Practical Steps to GenAI/LLM Red Teaming: Actionable guidance on setting objectives, creating effective attack strategies, and following best practices for ethical and successful red teaming.
  • GenAI vs. Traditional Cybersecurity Threats: A comparison of the threats posed by GenAI and traditional cybersecurity, with a focus on attack targets, attacker types, methods, and visibility.
  • The Impact of Gandalf on AI Security: Why Gandalf is considered the world's largest red team, highlighting its large-scale participation and the valuable insights it has provided into different attack strategies and model weaknesses.
  • BONUS‚ÄĒRSAC Gandalf Deep Dive: Details and statistics from the RSAC Gandalf challenge, including an overview of attack types and the creative methods used by participants.