Environment Context

Unless noted otherwise, all posts assume the following environment:

• OS: Windows 11
• Shell: PowerShell via Windows Terminal
• Editor: Visual Studio Code
• Language: Python 3 (CPython)
• Version control system: Git and Github.com
• Perspective: Solo learner & professional researcher documenting real-world projects and learnings

Last updated: August 2025