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Whitepaper
Essential AI Red Teaming Tools & Techniques for Product Teams
AI systems can fail in unexpected ways: producing harmful content, leaking sensitive data, or enabling misuse. For product teams, finding these weaknesses before launch and throughout the lifecycle is critical.
This guide outlines the tools, datasets, and workflows you need to operationalize red teaming and embed safety into your product development process. Download the report to help your team to uncover vulnerabilities and strengthen safety before bad actors strike.
This guide outlines the tools, datasets, and workflows you need to operationalize red teaming and embed safety into your product development process. Download the report to help your team to uncover vulnerabilities and strengthen safety before bad actors strike.
Aug 28, 2025
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Overview
In this report, we cover:
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How to design threat models tailored to your product’s risk surface.
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Building attack libraries.
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Creating training and evaluation datasets that close safety gaps.
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Using simulation platforms to test models at scale.
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Turning results into actionable improvements and integrating testing into CI/CD.
Download this practical guide to building repeatable, high-impact AI red teaming workflows.
What’s New from Alice
Distilling LLMs into Efficient Transformers for Real-World AI
webinar
Sep 25, 2025
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 min read
This technical webinar explores how we distilled the world knowledge of a large language model into a compact, high-performing transformer—balancing safety, latency, and scale. Learn how we combine LLM-based annotations and weight distillation to power real-world AI safety.
Red-Team Lab