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Building a Fully Local, System-Wide AI Agent CLI on Linux

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Cloud-based agentic CLI tools are undeniably convenient, but sending internal terminal workflows, system commands, and proprietary files to third-party endpoints is a persistent privacy risk. Running a fully local, autonomous agent directly on your workstation eliminates subscription costs, avoids rate limits, and grants you unconstrained access across all your attached drives. This guide details how to pair Ollama with Open Interpreter on modern Linux (Ubuntu), resolve tricky runtime quirks like Python 3.14 native builds and removed modules, map persistent storage, and create a one-click desktop launcher. System Architecture The setup consists of two layers: Inference Engine (Ollama): Serves local open-weight models with hardware GPU acceleration. Agent Harness (Open Interpreter): Interprets natural language queries, writes code, and executes Bash or Python commands directly on your system. For agentic coding and file management, qwen2.5-coder:14b provides an optimal balance of c...
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Android 14 beta 1 - UpsidedownCake for Pixel 6/Pro

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Android 14 is out for pixel devices in beta form, today I'll be showing you how to install and root the pixel 6 pro

The easiest way to upgrade is to use android flash tool

Only 'wipe' and 'force flash all partitions' options should be checked


Note: it's best to do a full wipe, and also, have an unlocked bootloader

If you upgrade to the beta with a locked bootloader, there will be no way to return to a stable android 13 build and you'll be stuck with the beta until the official release of android 14



Extract the zip file and inside will be another zip, extract it and send the boot.img to your pixel 6 pro

Download magisk app 


Open magisk, and tap install > select and patch a file > select the boot.img file 

It will be in 'downloads' folder in the internal storage, send it back to your PC's desktop


You'll also need the latest platform tools

Unzip it to somewhere like "C:\platform-tools"

I'm using windows terminal 

Right-click on the patched boot image and copy the path of the files location 


Reboot to bootloader 

.\adb devices 

Allow adb access

.\adb reboot bootloader

Then flash the magisk patched boot image 

.\fastboot flash boot "path_to_the_patched_boot.img"

.\fastboot reboot

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