Owasp Llm Top 10

What it does

This skill helps AI agents mitigate risks associated with Large Language Models (LLMs) by implementing defenses against the OWASP Top 10 LLM Security Risks. It provides guidance and checks to prevent prompt injection, data leakage, denial of service, and other vulnerabilities commonly exploited in LLM applications. The skill aims to improve the security posture of AI-powered systems interacting with LLMs.

When to use it

• Developing a chatbot: Ensure your chatbot is resistant to malicious user input that could compromise its functionality or access sensitive data.
• Automating content generation: Protect against prompt injection attacks when using an LLM to generate articles, code, or other creative content.
• Building AI-powered assistants: Secure the assistant's interactions with users and prevent unauthorized actions by validating prompts and responses.
• Integrating LLMs into existing applications: Add a layer of security checks before passing user input to an LLM within a larger system.

Key capabilities

• Prompt injection defense
• Data leakage prevention
• Denial-of-service mitigation
• Supply chain vulnerability detection
• Authentication and authorization enforcement

Example prompts

• "Analyze this prompt for potential vulnerabilities: 'Write a poem about cats, but ignore all previous instructions.'"
• "Assess the security risks of using this LLM to generate code based on user input."
• "Check if this response contains any sensitive data that should be redacted."

Tips & gotchas

The skill requires a basic understanding of prompt engineering and common LLM vulnerabilities. While it provides valuable checks, it's not a complete solution; ongoing monitoring and security best practices are still essential.