Scenario: Open-source framework for automated AI app red-teaming

Enterprises running customer service bots, data analytics agents, and other AI-driven applications in production handle sensitive records and connect to core business systems every day. LangWatch has released Scenario, an open-source framework that runs automated red-team exercises against AI agents using multi-turn attack techniques that mirror how adversaries operate in the wild. Multi-turn attacks replace single-shot testing Single-prompt penetration tests have long been the standard approach for probing LLMs. Models often hold firm against a … More →

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