Red Teaming
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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.
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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.
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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.
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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.
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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.
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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.
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Building a CI Gate for Prompt Injection Regression
A practical CI gate that catches prompt injection regressions before release, so a routine prompt change cannot silently weaken your guardrails.