The Feedback Loop Simulator
This is a deliberately simplified teaching model, not a replica of any real platform. Real recommender systems use thousands of signals, exploration mechanisms, and diversity rules. The core amplification idea, however, is real: what gets engagement gets shown more, which earns more engagement.