Red Team
-
Open Source LLM Security Tools: Licensing and Cost
Open source LLM security testing tools compared on license and self-hosting cost: garak, PyRIT, promptfoo, and Meta's Purple Llama safeguards.
-
LLM Red Teaming Tools Compared: Garak, PyRIT & More
Compare Garak, PyRIT, Promptfoo and Giskard by license, interface, multi-turn support, CI fit, deployment scope and documented LLM security coverage.
-
How LLM Jailbreaks Work: Techniques and Success Rates
A practitioner's breakdown of how LLM jailbreaks work, from roleplay conditioning to multi-turn manipulation, with attack success rates from research.
-
DAN, Evil Confidant & Skeleton Key Jailbreaks Explained
Evil Confidant is a persona jailbreak that casts the model as an evil trusted confidant. Learn how it, DAN and Skeleton Key work and how to stop them.
-
ArtPrompt Post-Mortem: Why ASCII-Art Bypasses Worked
A walkthrough of the ArtPrompt ASCII-art jailbreak: where it slipped past safety training, how model families patched it, and which encodings still land.
-
Garak in 2026: what it's actually good for, what it isn't
An honest review of NVIDIA's Garak LLM vulnerability scanner: what its probes catch, where the noise is, and where it fits in a real testing pipeline.
-
LLM Agent Hijacking: Tool Abuse from Injected Content
Tool-using LLM agents get hijacked by the content they read. The exploit classes that have hit production agents, and the patterns that contain them.
-
Model Behavior Fingerprinting: Identifying a Wrapped LLM
Before attacking an LLM app you need to know which model is under the hood. A walkthrough of behavioral fingerprinting and what each signal reveals.
-
Multi-Turn Role-Play Attacks: Why One Safe Turn Gets Unsafe
Crescendo, many-shot and gradual context manipulation: how multi-turn jailbreaks evade single-turn classifiers, and what still lands against defenses.
-
Multimodal Jailbreaks: Image and Audio Attack Surfaces
Vision and audio inputs are a separate attack channel from text. A survey of the multimodal jailbreaks that still land, from typographic to audio carriers.
-
Prompt Injection in IDE Coding Agents: Copilot and Cursor
Coding assistants read everything in your repo and increasingly act on it. A walkthrough of the prompt-injection variants that have shipped against them.
-
Hardening RAG Pipelines Against Prompt Injection
Retrieval pulls attacker-controlled text into the model's prompt. A defender's guide to where RAG injections land in production and how to contain them.
-
Scoping an AI Red-Team Engagement: The Questions That Matter
A working methodology for scoping LLM red-team engagements: the threat-model conversation, surface inventory, success criteria, and the scoping traps.
-
System Prompt Extraction: Techniques and Defenses
How system prompts get exfiltrated from production LLM apps: direct extraction, indirect inference, behavioral fingerprinting, and what actually works.
-
10 LLM Jailbreak Technique Classes and Defenses
A source-based taxonomy of ten LLM jailbreak classes, how each attack surface works, and the defensive controls and benchmarks used to evaluate it.