[WIP] Add comprehensive documentation and examples for optimization

[Copilot]

Thanks for asking me to work on this. I will get started on it and keep this PR's description up to date as I form a plan and make progress.

Original prompt

The pull request "Add configurable user account settings for output attribution" (#1) has already been merged. To ensure the repository achieves its goal of being optimized and ready for broader use and distribution, the following tasks need to be completed:

Deliverables:

1. Comprehensive Documentation:

   • Enhance README.md to include:
     • Project description, benefits, and features.
     • Setup and installation instructions.
     • Practical usage examples with detailed code snippets.
     • Contribution guidelines.

2. Examples and Demonstration:

   • Add an examples/ directory with runnable scripts that demonstrate the framework's features (e.g., examples/run_demo.py).
   • Ensure the examples/ directory includes well-commented code with clear exposition.

3. PyPI Readiness:

   • Organize the repository to adhere to Python Package Index (PyPI) standards for distribution.
   • The package should include setup.py or pyproject.toml with defined metadata (e.g., name, version, description, author, license, dependencies).
   • Include an upload script or instructions for PyPI submission.

This pull request was created from Copilot chat.

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