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A recent ICLR paper introduces Sparse Concept Anchoring (SCA), a novel alignment technique that allows for practical interventions on AI models to manage deceptive behaviors. This method aims to reserve space for safety-relevant concepts during training.
Docker has launched Docker AI Governance, a control plane that allows security teams to manage AI agents on developer laptops, addressing security gaps in enterprise environments.