Ever wanted to revisit your favourite moments in a book or movie? To find that specific scene you don’t remember the exact dialogue from, but you know it was funny or emotional? Look no further! Call it overkill, but I’ve indexed the Harry Potter books and movie scripts to enable just that - complex, semantic search. By combining different third party LLMs (like sentiment analysis) and native vector search capabilities; with some extra special Elastic optimising magic sprinkled on top - we can go on a magical search journey. All of it powered by the (multiple!) Elastic Python clients.