Content-Based Filtering Philosophy: 'What They Watched' vs 'What It's Like'

Collaborative filtering searches for 'similar users', content-based searches for 'similar items'. This philosophical difference dictates technical decisions — cold-start advantage, filter bubble disadvantage, hybrid strategies. Concept + math + industry positioning.