AI Security Blog

Tutorials, research, and hands-on walkthroughs on LLM vulnerability exploitation and defense. Everything connects to labs you can try in AI Goat.

October 10, 2026 · 12 min read · AI Security Consortium

Announcing AI Goat v2.0: AI Red Teaming for MCP Servers, AI Agents and RAG

AI Goat v2.0 grows from 17 to 46 labs across the OWASP LLM, Agentic and MCP Top 10, adding a tool-calling agent, real MCP servers, agent memory and a kill chain.

AI Goat v2.0 release MCP security agentic AI security

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March 15, 2025 · 18 min read · Farooq Mohammad

AIGoat: The Ultimate AI Security Playground for LLM Red Teaming (Complete Guide)

A complete guide to AIGoat, the open-source AI security playground. Learn how AI Goat works, hands-on attack examples, setup, and platform comparisons.

AIGoat AI Goat AI security playground LLM red teaming

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March 10, 2025 · 12 min read · Farooq Mohammad

Getting Started with AI Goat

Complete setup guide for AIGoat, the open-source AI security lab. Covers prerequisites, installation, login credentials, defense levels, and first attack.

getting started AI Goat setup guide LLM security

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March 8, 2025 · 10 min read · Nalinikanth M

RAG Poisoning Explained: Attacking Retrieval-Augmented Generation Systems

How attackers poison RAG knowledge bases to manipulate AI responses, exfiltrate data, and bypass safety guardrails. Practical examples and defenses.

RAG poisoning LLM security OWASP LLM02 vector databases

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March 1, 2025 · 8 min read · Farooq Mohammad

Understanding Prompt Injection: The Most Critical LLM Vulnerability

A deep dive into prompt injection attacks, how they work, why LLMs are vulnerable, and how to defend. Includes hands-on examples in AI Goat.

prompt injection LLM security OWASP LLM01 AI red teaming

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