fixed readme icons

[aelam]

Pull Request Description

Summary

Type of Change

• 🐛 Bug fix (non-breaking change which fixes an issue)
• ✨ New feature (non-breaking change which adds functionality)
• 💥 Breaking change (fix or feature that would cause existing functionality to not work as expected)
• 📚 Documentation update
• 🧹 Code cleanup/refactoring
• 🔧 Build/CI changes

Changes Made

Related Issues

Testing

• New tests added for new functionality
• All existing tests pass
• Manual testing completed

Screenshots/Recordings

Checklist

• Code follows the project's style guidelines
• Self-review of the code has been performed
• Code has been commented, particularly in hard-to-understand areas
• Corresponding documentation has been updated
• Changes generate no new warnings
• Any dependent changes have been merged and published

Additional Notes

[Copilot]

Pull Request Overview

This PR fixes the GitHub Actions badge URLs in the README.md file to use the correct GitHub Actions badge format.

• Updated badge URLs from the deprecated /workflows/{workflow_name}/badge.svg format to the current /actions/workflows/{workflow_file}/badge.svg format
• Fixed four GitHub Actions badges: CI, Release, Code Quality, and Security