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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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Lygisk - A magisk alternative for Lineage Os

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"Lygisk is a Magisk fork correcting one of the few mistakes legendary @topjohnwu did not fix (yet).

Lygisk fixes the needed /data access in addon.d, which fails to reinstall Magisk during OTA if the device does not support FBE decryption in recovery" 





The process involves sideload with adb. Download the canary Lygisk from the link above and rename it from app-debug.apk to app-debug.zip

Reboot the phone to lineage os recovery with the power button

Tip: enable advanced reboot in settings > system > buttons > power menu 

Start a command prompt in the platform tools folder

Assuming the Lygisk zip is on the desktop of your PC copy as path



In Lineage os recovery tap on apply update > apply update from adb 

In the terminal type 

adb sideload "app-debug.zip" 

Once it's done tap 'reboot system' 


You may need to install the Lygisk canary apk file after the device boots up. Tap on the Lygisk app and let the phone automatically reboot 

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