Jailbreaking
-
Prompt Jailbreak Examples: 7 Patterns Explained
Seven prompt jailbreak examples from published research, explained by mechanism: what each does to the model and how defenders catch it.
-
LLM Jailbreak Defenses: Why Static Filters Fail
Why LLM jailbreak defenses that score well on static benchmarks collapse against adaptive attackers, and what a robustness evaluation has to measure.
-
LLM Jailbreak Examples: 10 Documented Patterns
Ten LLM jailbreak examples drawn from published research, with the reported success rates, the mechanism behind each, and the signals that detect them.
-
How GCG Works: Greedy Coordinate Gradient, Explained
A mechanics-first look at Greedy Coordinate Gradient (GCG): how the algorithm optimizes tokens over discrete space, why suffixes transfer, and its limits.
-
Jailbreaking Multimodal Models: Visual Prompt Injection
How attackers use images, typography, and adversarial perturbations to bypass safety guardrails in multimodal models, and why vision widens the surface.
-
Many-Shot Jailbreaking: What the Research Shows
How hundreds of synthetic compliance examples in a long-context prompt erode safety training, what the published results show, and why patching is hard.