[saqibbedar]

📝 Description

• Updated .ruff.toml configured for Python 3.14 with 120-character line length, import sorting (I), and standard linting rules (E, F).
• Formatted Python files and Jupyter notebooks across the repository using ruff format.
• Resolved syntax issues in empty notebook stubs to ensure valid notebook JSON parsing.

🎯 Type of Change

• 🐛 Bug fix (non-breaking change fixing an issue)
• ✨ New feature (non-breaking change adding functionality)
• [ x ] 🧹 Refactoring / Code cleanup
• 📚 Documentation updates

🧪 How Has This Been Tested?

• Manually tested edge cases (e.g., tested ZeroDivisionError messaging)
• [ x ] Automated tests pass (if applicable)
  • Verified locally via uvx ruff check . (All checks passed)
  • Verified locally via uvx ruff format --check . (All 198 files clean)

📋 Pre-Merge Checklist

• [ x ] My code follows the code style of this project
• [ x ] I have performed a self-review of my own code
• [ x ] I have commented on my code, particularly in hard-to-understand areas

[saqibbedar]

LGTM 🚀 All files verified, and checks pass. Ready to merge.