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Understanding Prompt Attacks: A Tactical Guide
Understanding Prompt Attacks: A Tactical Guide

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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.‍
  • 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 walks you through prompt attacks step-by-step, showing you how to spot, understand, and assess their impact on GenAI systems. You’ll find practical tips for recognizing subtle threats, judging their severity, and defending against different types of attacks.

Highlights

  • Anatomy of a Prompt Attack: Break down the components of a prompt attack and understand the role each element plays.
  • Mechanics of Prompt Attacks: Grasp the differences between direct and indirect methods used to exploit vulnerabilities in LLMs.
  • Recognizing Prompt Attacks: Distinguish prompt attacks from benign or ambiguous requests, with context as a vital factor.
  • Prompt Attack Examples: Explore various types of prompt attacks and see how each one functions.‍
  • Severity Levels: Understand the potential consequences and impact of different prompt attack types.

Packed with real examples, this guide makes understanding prompt attacks easier than ever.