#prompt-injection
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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.
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Best AI Red Teaming Tools for LLMs Compared
Compare the best AI red teaming tools for LLMs: Garak, PyRIT, Promptfoo, and Giskard, on probe coverage, CI/CD fit, and OWASP LLM Top 10 mapping.
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Lethal Trifecta and CaMeL: Containing Agent Injection
The lethal trifecta explains why agents get exfiltrated, and CaMeL shows what containment by construction looks like. Both are architecture, not prompting.
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Best LLM Guardrail Tools 2026: A Practitioner's Comparison
A technical comparison of the best LLM guardrail tools 2026: NeMo Guardrails, LLM Guard, Lakera, Guardrails AI, and Azure Content Safety, with benchmarks.
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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.
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LLM Defense Stack: Guardrails, Tool Scoping, and Egress
An LLM defense stack maps jailbreaks and prompt injection to guardrail models, scoped tools, least privilege, egress controls, and human approval.
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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.
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RAG Prompt Injection: Attack Surface and Defenses
RAG prompt injection enters through retrieved documents to redirect tools, poison responses, or expose data. This guide maps defenses across the pipeline.