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Users Turn to LLMs to Strip Ads and Tracking From TVs

The Verge reports users are using LLMs and open-source tools to remove ads, tracking and bloat from Android-based TVs.

The projects include Cleanyourtv, known as tv-vibehack until the 19th, tv-detox and dumbtv. According to The Verge, all claim to remove sponsored ads, debloat the TV and block unwanted data collection that tracks viewing without rooting or hacking the device. By default, they also replace the built-in app launcher with simpler ones, and some users are creating their own replacement launchers, including one that turned a TV homescreen into a Pokémon town.

Most projects focus on TVs running Android and Google TV, such as TCL, Hisense, Sony and older Amazon Fire products. They use existing developer modes and the Android Debug Bridge to tweak settings and apply or remove packages. The GitHub pages say they can also work with some Fire TV products that use a custom fork of Android, though likely not with new Vega-based Fire TV Sticks. Because they use built-in developer tools, they do not require root access or firmware hacking and are reversible. Projects that change the interface use Android's ability to install custom launchers, in many cases with help from Claude Code or a similar tool to create the launcher.

Chris Person wrote in an Aftermath post cited by The Verge that none of this requires AI. The projects use capabilities already in Android and in some cases reinvent the wheel. Android debloating programs using ADB have existed for years, as have replacement launchers that make Google TV OS look like Apple TV. AI made the process easier and faster, according to The Verge.

There is nothing similar available for Samsung's Tizen OS or LG's webOS apart from rooting the TV, which The Verge described as a different level of hacking and device control. A webOS vibe hack for LG TVs based on cleanyourtv does not do the same thing, essentially streaming an Apple TV-like launcher from an always-on device on the same network. The projects also will not work for Roku or Vizio's SmartCast.

The projects, or any OS vibe coding someone might attempt, will not necessarily stop all data collection. The Verge reported that a basic rule is that if a TV is connected to the internet, it collects at least some data. Dumbtv blocks certain manufacturer and ad partner addresses the TV sends data to, but because that traffic is usually encrypted, knowing exactly what is sent is impossible. The blocking is similar to what Pi-hole can do to block malicious DNS requests on a network.

TVs have increasingly become a means for companies to gather viewing data and serve ads. Using automatic content recognition and digital fingerprinting, manufacturers can know what content is being watched, send that information to ad partners and display targeted ads on the TV. ACR also lets companies measure audience metrics and feed show recommendations based on what has been watched. The Verge reported that users need to agree to ACR tracking and can opt out after the fact in a TV's menus, though those options are not always easy to find. Most menus also have options for turning off targeted ads, usually buried.

Even after opting out, there is concern that companies still collect some data and use it in ways users might not be comfortable with. The Verge reported that the weekend of vibe coding was a way for people to try to take control of their TVs and get the user experience they want. There are also dangers. One person who tried to vibe-hack a Samsung TV with Claude bricked it, according to The Verge.

The only way to fully avoid ACR, ads or any type of data collection is to never connect the TV to the internet, The Verge reported. A firmware download to a USB stick can apply critical updates instead of Wi-Fi or Ethernet. For streaming, a device that does not use ACR, such as an Apple TV 4K, is an option, but any streaming requires sharing some amount of data with someone to function properly.

Editor's Summary The projects show that users are using LLMs and open-source tools to modify Android-based TVs, removing ads and tracking and replacing launchers. The tools rely on existing Android developer features and do not work on all TV platforms, and they cannot stop all data collection. The activity reflects user frustration with TV advertising and tracking, while carrying risks such as bricked devices.