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I spent $266 and four AI models to own my tablet. GLM-5.3 finished it in a day

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Why This Matters

This article highlights how AI models can be used to bypass manufacturer restrictions and gain full control over consumer devices, exemplified by the author's efforts to own and modify an Amazon Fire HD tablet. It underscores the growing importance of AI in device hacking, security, and user empowerment, raising questions about device ownership, security, and the limits of manufacturer control in the tech industry.

Key Takeaways

Amazon kept shutting down my tablet, so I spent $266 on four AI models to own it

My Amazon Fire HD tablet cost $114.26 on eBay in November 2022, new and sealed. Owning it for real cost another $266.15: Kimi K3 found the exploit for $164.25, GLM-5.2 caught its fatal bugs for $21.90, and GLM-5.3 finished the job in one day on day one of an $80 subscription. Claude’s five months of diagnosis ran on the Claude Max plan I already pay for, until its safeguards cut me off.

That’s enough to buy the same tablet twice. I’d spend it again: it was fun, and I learned a lot. I have twenty years in tech and an InfoSec background and the most sophisticated thing I did to own my tablet was prompt an LLM.

A kiosk that kept dying

I bought an Amazon Fire HD 10 (11th gen, 2021) to serve one purpose: Fully Kiosk Browser, displaying my Home Assistant Smart Home dashboard, plugged in 24/7. Last winter it started powering itself off. Full shutdowns, not sleep, sometimes twice a day. The device’s own telemetry was telling:

LifeCycleReason:LCR...key=Software_Shutdown

Something on the device with shutdown permissions was choosing to shut it down.

Claude Code and I spent months on the cat-and-mouse. I’ll skip the Adguard Home DNS blocking, the camera forensics, and one deeply wrong charging diagnosis. The short version: we disabled five Amazon services that held REBOOT and SHUTDOWN permissions, which worked for a few months but ultimately:

java.lang.SecurityException: Cannot disable a protected package: com.amazon.device.software.ota

Three Amazon packages held reboot rights and were protected from me, the owner. Removing them required root. This tablet had no published root method. An XDA brainstorming thread for the 2021 HD 10 existed since October 2022, but Amazon fused the bootrom shut. Conventional wisdom (and less persistent folks) says unrootable.

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