In the past 10 hours I was so invested in finishing my project I forgot to post a devlog every hour! Well completing my prediction simulator was a massive milestone that has pushed me far beyond basic HTML, CSS, and JavaScript tutorials into building a genuinely feature rich, real time financial application. To pull this off I had to master several advanced concepts with no prior experience like HTML’s canvas API as I had to ues programs to calculate bounding boxes as well as auto scale dynamic y axes to draw real time line chart grids and render smooth anmiations. One challenge I faced was trying to add strong state management structuers to smoothly synvh asset price fluctuations with user portfolios without causing race conditions or memory leaks. I also had to explore the browsers web audio API utilizing oscillators and gain nodes to synthesize clean, dynamic sound effects for trades and alerts without using external audio files. This project has taught me so much and it was such a great learning experience!