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Securing the Way forward for AI By way of Rigorous Security, Resilience, and Zero-Belief Design Ideas
As foundational AI fashions develop in energy and attain, additionally they expose new assault surfaces, vulnerabilities, and moral dangers. This white paper by the Safe Programs Analysis Middle (SSRC) on the Expertise Innovation Institute (TII) outlines a complete framework to make sure safety, resilience, and security in large-scale AI fashions. By making use of Zero-Belief ideas, the framework addresses threats throughout coaching, deployment, inference, and post-deployment monitoring. It additionally considers geopolitical dangers, mannequin misuse, and knowledge poisoning, providing methods equivalent to safe compute environments, verifiable datasets, steady validation, and runtime assurance. The paper proposes a roadmap for governments, enterprises, and builders to collaboratively construct reliable AI programs for crucial purposes.
What Attendees will Be taught
- How zero-trust safety protects AI programs from assaults
- Strategies to cut back hallucinations (RAG, fine-tuning, guardrails)
- Greatest practices for resilient AI deployment
- Key AI safety requirements and frameworks
- Significance of open-source and explainable AI
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