Tag: hybrid search

MemoryBear is a next-generation AI memory system mimicking human cognition through perception, extraction, association, and forgetting. Built on Neo4j graph storage with hybrid search and biological memory decay, it outperforms Mem0, Zep, and LangMem with 75% benchmark accuracy.

SearchArray embeds BM25 and TF-IDF search indexing directly into Pandas DataFrames and NumPy arrays. Stop over-engineering with Elasticsearch for small-to-medium datasets—search with .score() like it's .mean(). Complete guide with real code examples.