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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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Windows on arm [WoA]

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Click here


if you have an sdcard take it out

Needs a file called install.wim which can be found inside the 'sources' directory in the iso 

In windows phone internals switch the phone to mass storage mode

Load the woa deployer application and browse to the wim file 


It is possible to keep windows mobile, I have only tested it with unchecking the box in the advanced tab 'keep windows mobile'

check 'compact deployment' to save space 

                          deploy

The process takes roughly half an hour. Make sure the phone is fully charged

Once it has completed, safely remove hardware. It's called 'qualcomm device' or something like that. Hold the power button to exit mass storage mode until the device vibrates. You should see a menu with options to boot into mass storage mode, start windows or if you have dual boot enabled, boot into windows mobile.

To dual boot you have to run through the oobe (out of box experience) setup and have booted to desktop at least once. Restart the phone and go into mass storage mode, tap on dual boot and tap enable



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