The TV you bought is also an ad surface you never agreed to. Smart TV interfaces increasingly show sponsored suggestions, promotional panels and preinstalled apps alongside the streaming content you actually want. Now some developers are using artificial intelligence to clear that clutter.
Two projects to simplify the TV
Two open source tools aim to remove manufacturer components from Android-based TVs, leaving the technical steps to AI. The first, Dumbtv, targets Fire TV Edition and Android/Google TV devices and supports televisions from Sony, TCL, Philips, Hisense and Xiaomi, plus Nvidia Shield devices. Its goals include removing interface ads, limiting viewing tracking and blocking unwanted updates.
SMART Branded Google TV
The second, Cleanyourtv, uses a Wi-Fi approach for Android TV and Google TV devices and requires no root access. Its creator used Claude Code, the AI coding agent from Anthropic, to remove ads and clutter from a family TV, then published the method. Reportedly, users have tested it on devices from Xiaomi, TCL, Sony, LG and Fire TV, among others. One user gave the AI the model number of his parents' TV and asked it to remove the clutter: the agent found the TV on the Wi-Fi network, removed 25 Xiaomi packages and built a clean new home screen.
What smart TVs actually do
Interface ads are the most visible problem. The less obvious one is Automatic Content Recognition (ACR), a technology that runs in the background and periodically analyzes what appears on screen using audio or video fingerprints. It can identify programming from built-in apps, broadcasts and HDMI-connected devices. That data supports audience profiling and personalized advertising. University College London research also found that ACR can keep identifying content from external sources even when the TV works mainly as a display. On some platforms, including certain Samsung models, ACR is described as optional and consent-based, so the scope of collection depends on the device and its settings.
What AI changes, and what can go wrong
AI lowers the barrier to modifying a TV, and it lowers the barrier to mistakes too. Before, you had to search forums, learn Android Debug Bridge commands and work out which system packages were safe to remove. Now agents translate plain-language requests into device-specific instructions, without formal programming skills.
That ease cuts both ways. An agent can generate commands that misidentify the firmware version, a package dependency or the recovery path. According to TechCrunch, at least one reported case describes an Android TV becoming unusable after an AI-guided modification. These are user reports, not verified failure rates, but they point to a real risk. Compatibility also varies by chipset and launcher implementation, even between two TVs with the same operating system label. Disabling system packages can affect the remote, HDMI-CEC, casting, voice assistants or factory reset, and not always reversibly.
Lower-risk options
For most users, a safer starting point is replacing the launcher or using the built-in privacy settings. Third-party launchers such as ATV Launcher, Projectivy Launcher and FLauncher replace the manufacturer home screen without touching system packages, so they are generally less risky than deeper changes. It is worth checking the built-in privacy controls first. Samsung labels its ACR feature with its own name, while LG calls its equivalent Live Plus. Turning ACR off reduces viewing-based personalized advertising, but it does not remove all ads, and names and implementation differ across platforms and regions.
The broader signal is about ownership. A television is increasingly judged not by how many features it stacks on, but by how well it gets out of the way. Launcher swaps and privacy-setting changes are likely to become the more common route, while firmware-level changes remain territory for enthusiasts.
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