Tooling
-
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.
-
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.
-
PAIR vs GCG vs TAP: Automated Jailbreak Frameworks
A practitioner comparison of the automated jailbreak frameworks PAIR, GCG, and TAP: threat model fit, compute cost, transferability, and when to run each.