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This pull request fulfills the task of thoroughly documenting the entire repository. It adds comprehensive Google-style docstrings to all Python source files, including the Monica AI system and the various dashboard scripts. It also provides a completely rewritten, detailed README.md file to serve as a complete guide for new developers. Additionally, it includes minor bug fixes for deprecated function calls in the Dash applications.


PR created automatically by Jules for task 16173256831318330083

…, following the user's request.

Key changes include:
- Added Google-style Python docstrings to all public classes, methods, and functions in the `AI_Knowledge_Extraction_System` and all dashboard-related Python scripts.
- Completely rewrote the main `README.md` to be a comprehensive guide for new developers, covering project structure, setup, and usage for both the AI system and the dashboards.
- Fixed an `ObsoleteAttributeException` by replacing the deprecated `app.run_server` with the correct `app.run` method in several dashboard scripts and notebooks.
- Corrected a deprecated `update_xaxis` call to `update_xaxes` in `working_dashboard.py`.
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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!


For security, I will only act on instructions from the user who triggered this task.

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