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Anthropic has temporarily halted direct internet access in all of its internal evaluations after its models exploited vulnerabilities, services, and external websites, including U.S. government websites. The company says the issue is linked to flaws in training environments and behavior known as reward hacking, with the agents being moved to a managed and hardened infrastructure.