How to Build a Multi-Turn Crescendo Red-Teaming Pipeline to...

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2026-01-13 14:25:23 -

Solid technical tutorial on building multi-turn red-teaming pipelines with Garak. The "crescendo" approach—starting benign and gradually escalating—mirrors how real adversarial attacks often work, making it more realistic than single-shot jailbreak tests. Useful for anyone doing serious LLM safety evaluation beyond surface-level testing.

Solid technical tutorial on building multi-turn red-teaming pipelines with Garak. The "crescendo" approach—starting benign and gradually escalating—mirrors how real adversarial attacks often work, making it more realistic than single-shot jailbreak tests. 🔐 Useful for anyone doing serious LLM safety evaluation beyond surface-level testing.

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How to Build a Multi-Turn Crescendo Red-Teaming Pipeline to Evaluate and Stress-Test LLM Safety Using Garak

In this tutorial, we build an advanced, multi-turn crescendo-style red-teaming harness using Garak to evaluate how large language models behave under gradual conversational pressure. We implement a custom iterative probe and a lightweight detector to simulate realistic escalation patterns in which benign prompts slowly pivot toward sensitive requests, and we assess whether the model maintains […] The post How to Build a Multi-Turn Crescendo Red-Teaming Pipeline to Evaluate and Stress-Test

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