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Anthropic warns AI models may soon replicate across devices

Published 13 October 2026

Anthropic researchers warn that small artificial intelligence models could be months away from replicating across internet-connected devices, potentially using household and small-business equipment to run without data centers. The warning describes a projected capability, not a system already spreading through real-world networks. In research released October 12, Anthropic’s frontier red team examined whether AI models could identify vulnerable devices, copy themselves onto them and continue spreading without human intervention. The researchers said models had demonstrated many of the individual steps, but struggled to complete the full process reliably under realistic conditions. The company’s report says the capability could emerge by the end of 2026 if smaller models continue improving at their historical rate. That timeline is a projection, rather than a confirmed deadline. Anthropic said no current model tested was both powerful and small enough to replicate reliably on a smart TV. The experiments included tests involving connected devices such as smart appliances and Android television boxes.

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