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AI Prompt Engineering · Lesson

LLM Red-Teaming Basics

Probing for failures.

What Red-Teaming Means for LLMs

Red-teaming is the disciplined practice of probing a system for failures before adversaries do. For LLMs, it means systematically attacking your prompts, guardrails, and tools to surface unsafe, incorrect, or policy-violating behavior.

It is offensive testing in service of defense, and the goal is reproducible findings, not one-off clever exploits.

Threat Model First

Before attacking, define what you are protecting and from whom:

  • Assets: secrets, user data, privileged tool actions, brand safety.
  • Adversaries: curious users, scammers, automated abuse, insiders.
  • Capabilities: can they see system prompts, control retrieved docs, chain tool calls?

A finding only matters relative to a threat model.

All lessons in this course

  1. LLM Red-Teaming Basics
  2. Jailbreak Techniques
  3. Building an Attack Suite
  4. Measuring Robustness
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