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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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ProtonAOSP [Pixel 6 pro]

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This rom has a web installer making it easy to flash the firmware onto your device 

Boot the phone into fastboot mode

.\adb devices

.\adb reboot bootloader

you might want to kill the terminal 

.\adb kill-server

Go to this website choose to wipe the device 

Follow the prompts. For root extract the  rom zip file and extract the boot image from the firmware and patch it with magisk (install > select and patch a file > choose the boot image file

Make sure you enable developer options and turn on USB debugging

Send the magisk boot image file to PC , open a terminal in the platform tools folder.

Copy the path to the magiskboot.img file 

.\adb devices

Confirm USB debugging 

.\adb reboot bootloader

.\fastboot boot path to the magisk boot inage


The phone will boot with root access. Open magisk and tap install > direct install

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