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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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How to sideload an OTA Image onto Pixel Watch

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Note: You will need a debug adapter to sideload the OTA which Google offers via invitation only. @breaddisease explains on the XDA developers website how he obtained the debug adapter. Make sure you download the correct image for your specific model of Pixel watch.



Enable Developer Options


Go to Settings > System > About and tap on the build number seven times. You should see a message that says "You are now a developer!"


Enable ADB Debugging


Next, you'll need to enable ADB debugging. To do this, go to Settings > System > Developer options and toggle on the "USB debugging" option. Connect Your Watch to Your Computer

 

Plug the connected adaptor into the USB port on your PC


On your computer, open a command prompt or terminal window and navigate to the folder where you downloaded the OTA image.



Reboot to recovery to sideload the OTA image



adb reboot recovery


adb sideload  <path to the OTA image>



After the flashing process completes, tap 'reboot device now'

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