Maxim on Instagram: "Apple’s CLaRa system fundamentally reimagines RAG architecture by solving the semantic similarity problem that plagues traditional retrieval systems. Standard RAG approaches chunk documents, create static embeddings, and hope queries match semantically similar content—a critical flaw that forces workarounds like HyDE and query decomposition. CLaRa eliminates this by transforming documents into Memory Tokens: compressed representations of pure content stripped of filler and s

شرح بالعربي Jaccard index similarities مادة pattern recognition