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Gray Swan AI provides adversarial evaluation and red-teaming products for AI systems: Shade, a red-teaming tool for identifying model and deployment vulnerabilities, and Cygnal, a runtime system for blocking adversarial inputs and unsafe outputs. It also operates Arena, a crowdsourced adversarial red-teaming network that the company says draws on more than 15,000 participating researchers.

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