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Building and Training Your Own SLM

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Creating an independent Small Language Model (SLM) is a rewarding project that bridges the gap between deep learning theory and practical, local application. By keeping your model local, you retain full control over your data and system architecture. Below is a structured approach to building and training your own model from the ground up on a local Ubuntu environment. Before you begin, ensure your development environment is optimized for local computation. A robust setup with a capable GPU (such as an NVIDIA RTX series) and sufficient RAM is recommended for efficient training. Use Ubuntu for a stable, customizable development environment. Verify your environment with the following commands:    * Update your package lists:  sudo apt update.    * Install pip:  sudo apt install python3-pip    *I nstall necessary libraries:  pip install torch tiktoken An SLM relies on the quality of its input data. For a personal AI, curated, factual...
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Unlocking Hidden Windows Features with ViveTool

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When Microsoft tests new features in Windows, they don’t always roll them out to everyone right away. Instead, many updates are tucked away inside the system, waiting for Microsoft to flip a switch through A/B testing or staged rollouts. That’s where ViveTool comes in—a command-line utility that lets you enable (or disable) these hidden features before they officially reach the general public.

What is ViveTool?

ViveTool is a free, open-source utility created by Rafael Rivera and Albacore, two well-known Windows enthusiasts. It allows you to interact with Feature IDs inside Windows. Each experimental or upcoming feature has an associated ID, and ViveTool gives you direct control over toggling them on or off.

This tool has become especially popular with Windows Insider users who want early access to things like redesigned Settings pages, new Start menu layouts, taskbar tweaks, or advanced features Microsoft is quietly testing.

How ViveTool Works

  • Features in Windows are controlled by Feature Flags.

  • Microsoft enables or disables them server-side, but the code is already on your PC.

  • ViveTool lets you manually enable these flags via PowerShell or Command Prompt.

Example workflow:

  1. Download ViveTool from its official GitHub page.

  2. Extract it into a folder (for example, C:\ViveTool).

  3. Open PowerShell or Command Prompt as Administrator.

  4. Use a command like:

    vivetool /enable /id:<feature_id>

  5. Restart your PC to apply the change.

To turn something back off, swap /enable for /disable.

Why Use ViveTool?

  • Access upcoming features early: See what Microsoft is working on before it’s public.

  • Experimentation: Try hidden UI elements, new animations, or backend improvements.

  • Control: Turn off features that Microsoft forces but you don’t like.

Risks and Considerations

  • Stability: Features are hidden for a reason—they may be incomplete or buggy.

  • Compatibility: Some changes can break apps or system processes.

  • Updates: Microsoft may overwrite your changes with new builds.

Always note the Feature ID you enable so you can easily disable it if problems arise.

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