Red Teaming
-
LLM Security Testing Platform: Buyer's Guide for 2026
Picking an LLM security testing platform: open-source harness vs commercial suite, who got acquired, and five checks that expose weak tools.
-
Prompt Injection vs Jailbreak: Two Different Attacks on LLMs
Prompt injection and jailbreak get conflated constantly, but they hit different layers and need different defenses. Here is how to tell them apart.
-
Best LLM Red Team Tools: Garak, PyRIT, and Promptfoo
The best LLM red team tools are compared across attack coverage, multi-turn depth, CI integration, strengths, limitations, and ideal use cases.
-
LLM Jailbreak Techniques Explained: 7 Attack Families
A technical breakdown of LLM jailbreak techniques by attack category, from role-play bypasses to multilingual exploits and multi-turn escalation.
-
Many-Shot vs. Single-Shot Jailbreaks: Long-Context Risks
Single-shot jailbreaks compress the entire attack into one prompt; many-shot jailbreaks exploit the model's in-context learning.
-
Jailbreak Detection-Evasion Arms Race: How Attackers Adapt
Jailbreak detection and evasion form an arms race in which attackers probe classifier boundaries and defenders use layered safeguards.
-
LLM Jailbreak Taxonomy 2026: How the Techniques Cluster
Six years of jailbreak research has produced a messy literature. This taxonomy organizes working techniques by the behavioral property each one exploits.