Tag
#prompt-injection
5 posts tagged prompt-injection.
- Defensive AI
Best LLM Guardrail Tools 2026: A Practitioner's Comparison
A technical comparison of the best LLM guardrail tools 2026 — NeMo Guardrails, LLM Guard, Lakera, Guardrails AI, Azure Content Safety, and more, with real benchmark data.
- technique-analysis
How LLM Jailbreaks Work: Techniques, Success Rates, and Defender Responses
A practitioner's breakdown of how LLM jailbreaks work — from roleplay conditioning and encoding tricks to multi-turn manipulation — with attack success rates from peer-reviewed research.
- analysis
Prompt Injection vs. Jailbreak: The Distinction and the Defender's Stack
These two terms get used interchangeably and they shouldn't. A jailbreak attacks the model's safety; prompt injection attacks the application's trust
- red-team
Prompt Injection in IDE Coding Agents: Copilot and Cursor
Coding assistants read everything in your repo and increasingly act on it. A red-team walkthrough of the prompt-injection variants that have shipped
- red-team
Prompt Injection via Retrieved Documents: The RAG Attack Surface
How attacker-controlled content reaches the model through retrieval pipelines, the variants that still land against production RAG stacks, and the