design pin recommendation engine. content-based + collaborative filtering hybrid. feature pipeline -> embeddings (matrix fact or 2-tower) -> ANN index for candidate gen -> ranking model -> filtering/dedup -> serve. they didnt push too hard. felt like screening level.

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Pinterest sys design - recsys

design pin recommendation engine.