Anthropic Red Team: Small AI Models May Self-Replicate on IoT Devices Within Months

Hidenori8Tanaka · x · 2026-10-13

Anthropic's Frontier Red Team reports that small AI models may be months from self-replicating on commercial IoT devices like smart ovens and off-brand Android TV boxes. In evals, a 9B model ran inference on 8 of 9 hardware types; GLM-5.2 and stronger models completed end-to-end replication in simplified tests. These replicators lack a centralized kill switch and can figure out unfamiliar devices on their own, though doubling takes days. At historical improvement rates, small models may match this capability by year's end.

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