The architectural, financial, and course structure aspects are all disappointing. This is a case of what not to do. Advantages: Introduces convenient third-party services and frameworks. Disadvantages: The output feels like vibe coding, and most of it is just reading lecture materials that feel like they were generated by LLM. It's shocking from the start that stock names to be stored in the DB are hardcoded in columns.