name: Initial README Draft + Images Folder Setup
about: Add Initial Main README Draft and Create readme_images Directory

Summary:
This PR introduces the initial draft of the project’s main README and sets
up the readme_images directory to store all image assets referenced in
the document. This provides a clear structure for adding visual elements
to the documentation and keeps the repo organized as we iterate.

What’s Included:
Added: Initial version of the main README (README.md)
Added: 'readme_images' folder for storing README visuals
Prepared placeholders for future sections like key findings

General Checks

• the branch is up to date with main
• the code works when pulled and run locally
• All CI checks pass (or at least discussed)
• all conflicts are resolved (if any)
• PR has a descriptive title
• PR has appropriate labels and milestones for easy identification
• PR it is assigned to the owner
• reviewers are assigned
• the PR contributes only one focused change
• It is in the appropriate column in the project board (if necessary)
• has short and clear description
• is linked to an issue (if it is related)
• feedback is addressed (if any and if it is appropriate feedback.)

Markdown

• the markdown source is formatted
• spelling and grammar is correct in all text
• The markdown looks correct when you preview the file
• all links and images work