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Building a Fully Local, System-Wide AI Agent CLI on Linux

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...

Flash stock / Unbrick Pixel Devices with Android Flashtool

Android Flash Tool in my opinion, is the easiest and safest way to flash your Pixel device. If you're upgrading, or unbricking it'll almost always save the phone. I recommend using  Microsoft Edge or Google Chrome 


The device will need USB debugging enabled in developer options and OEM unlocking toggled on


Plug the phone into a PC with a USB to type C cable.




If flashtool displays the following just run adb kill-server in terminal in the platform tools folder




Tap on add device and confirm the connection in the prompt 



Tap on back to public




Make sure to use the up-to-date builds as google explains here




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