After careful consideration, we decided to categorize learning paths based on skills acquired, languages learned, or final product outcomes (such as apps or websites). Our prototype underwent rigorous testing, and valuable feedback from users allowed us to introduce more options, providing guided learning paths to those interested in acquiring specific skills based on their preferred learning websites.