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Research Mission | Oxford Witt Lab

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OWL’s mission is to de-risk the large-scale deployment of advanced AI by building trust through technical assurance. Technical assurance is the disciplined, auditable evidence that an AI system will behave within specified safety and security bounds - by design, under test, and in operation - even in adversarial and multi-agent settings. We work from first principles to practice: from the mathematical foundations of multi-agent security and undetectable threats to next-generation evaluations and real-world demonstrations in domains such as open-source intelligence, biology, and climate science. We are goal-driven and method-agnostic. Depending on the question, we draw on high-dimensional anomaly detection, game theory, RL/MARL, cryptography and steganography, and interpretability (theory and practice). We publish across leading AI, security, and interdisciplinary venues. OWL is pioneering the field of multi-agent security, addressing a critical gap in current AI safety and security by

Research Mission OWL’s mission is to de-risk the large-scale deployment of advanced AI by building trust through technical assurance . Technical assurance is the disciplined, auditable evidence that an AI system will behave within specified safety and security bounds - by design, under test, and in operation - even in adversarial and multi-agent settings. We work from first principles to practice: from the mathematical foundations of multi-agent security and undetectable threats to next-generation evaluations and real-world demonstrations in domains such as open-source intelligence, biology, a

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