Matching

Collaborative Filtering Doesn't Work for Us

Chatroulette's engineering post explaining why traditional collaborative filtering didn't work for their video chat matching problem — no persistent user history, no item catalog, and the need for real-time matching under hard constraints. A useful case study on where standard recommender patterns break down.