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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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Update and root Android 13 DP2 for pixel devices

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Download the developer preview of Android 13 here

The easiest way to update pixel device's is with Android flashtool

make sure only 'force flash' and 'wipe device' is enabled in settings

After flash the firmware you can easily root it with magisk canary

Extract the firmware package 

Inside it will be another zip file, inside that copy the boot.img file and send it to the phone

Open the magisk app and tap install > patch an image 

The output will be in the downloads folder in internal storage. Copy it to PC

Left click it and tap 'copy as path'

Open a terminal in the platform tools folder 

.\adb devices 

Allow USB debugging

.\adb reboot bootloader

.\fastboot devices

You should see the phone connected if you installed the Google USB driver properly 

.\fastboot flash boot <path to magiskboot.img> 

.\fastboot reboot 



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