In October 2026, Anthropic's Frontier Red Team reported that a 9-billion-parameter open-weight model had set up working inference on eight of nine unfamiliar hardware types, from consumer PCs to small edge boards. The researchers suggested that small AI models may be months away from being capable of copying themselves onto cheap internet-connected devices.