#red-teaming
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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 an honest 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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Adversarial Suffixes: A GCG Practitioner Guide
A working guide to Greedy Coordinate Gradient search: how it finds adversarial suffixes that bypass alignment, and what the transferability result means.
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Jailbreaking Multimodal Models: Visual Prompt Injection Attacks
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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Training Data Poisoning and Backdoor Attacks on LLMs
A technical deep dive into how adversaries manipulate training datasets and plant hidden backdoors in LLMs, covering triggers, stealth, and detection.
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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.