Designed and implemented a backend feed-ranking system using Python, modeling engagement signals, session-level behavior, and topic rotation. Built a FastAPI web API to expose ranking logic and simulate real-world content delivery systems. Focused on clean code organization, modular design, and iterative debugging using Visual Studio Code. Project emphasizes learning system design concepts rather than production scale or UI development.