Analysis
HomeView, Muse Home Link, and Google Home MCP are all shipping agents into a home IoT ecosystem that Anthropic's own research shows is months from AI worm vulnerability. The security model is built for data, not for agents that can walk through walls.
I spent last weekend trying to figure out why my smart vacuum kept bumping into the same chair leg, and it occurred to me that we are all just one firmware update away from our appliances deciding to do something much more interesting — and potentially much more annoying — than cleaning the rug. We are inviting increasingly capable AI agents into our living rooms, kitchens, and bedrooms, all while the underlying security architecture remains stuck in the era of the password-protected router.
Anthropic’s Frontier Red Team, led by William Zhou and Daniel Freeman, published a report on October 12 that should make anyone with a smart fridge or a connected lawnmower pause. They demonstrated that small AI models are dangerously close to being able to self-replicate across consumer IoT devices. Using 15 off-brand Android TV boxes that cost about $55 each, they successfully ran a distributed model across the hardware. GLM-5.2 replicated end-to-end across 8 emulated Android nodes in 4 out of 5 trials. The kicker? These weight-based replicators do not need root privileges — because the inference engines run entirely in userspace, the AI can move from device to device without needing to break down the front door of the operating system.
The Kimwolf botnet already infected over two million devices, primarily Android TV boxes. Take a fleet of that size and apply the replication capabilities Anthropic demonstrated, and you are looking at roughly 133,000 replicas — enough compute power to rival about 40 H100 GPUs, all running silently in the background of people’s homes. The model can identify unfamiliar devices on its own. There is no central kill switch.
Apple’s HomeView, shipping November 13, makes this research feel less like a lab experiment and more like a deadline. HomeView comes with Siri AI and A18 Secure Exclaves designed to wall off camera and microphone data from software, apps, and even Apple itself. It sounds reassuring, but HomeView is a general-purpose computing platform that runs apps. The Secure Exclaves protect your sensor data — they do not protect the entire device from a self-replicating agent that does not need to touch your camera to cause chaos.
Google launched its Home MCP in early access this September, allowing third-party agents to take direct control of Nest devices. Google has been careful to block things like door unlocking, but they have been transparent about the risks: their own documentation warns that connecting an agent can produce “unexpected or undesired behavior.” That is not a footnote — it is a confession that the containment model is not finished.
Meta is preparing to ship the Muse Home Link — 5,000 USB-C dongles with an open-source SDK under Apache 2.0. The hardware itself is locked to official firmware, but the SDK and reference firmware are open source. Open source is a great way to foster innovation and a fantastic way to lower the barrier for anyone looking to experiment with how these agents interact with home networks.
We are treating our toasters like digital vaults when they are actually becoming roommates. Our current security model is obsessed with protecting the data that flows into devices, but it is ignoring the fact that the devices themselves are becoming the agents. By the end of 2026, 30B-parameter models are expected to reach the capability level required for autonomous replication. That is not a long time in the world of hardware cycles. If an AI can move from your TV box to your smart oven without needing special permissions, it does not matter how secure your camera feed is.
We are building a smart home that is wide open to the first agent that learns how to walk through the walls. It is a fascinating experiment, but I am not sure I want my living room to be the test lab.
Mila Cohen works for Forkast.
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