As a beginner diving into the world of computer science, learning to code through generic console exercises can feel abstract and disconnected. This project represents my shift into applied programming. Instead of writing code that stays trapped inside a text editor, I am using the Arduino IDE to build an independent, edge-hosted camera node that interacts directly with the physical world to monitor my 3D printer. i used youtube to learn some coding.