Learn/Core Concept What makes memory systems better than RAG? Memory systems store complete conversational history verbatim instead of creating AI-generated summaries like traditional RAG. They preserve exact context, user preferences, and conversation nuances that get lost when embeddings compress information into vectors. This approach solves the "forgetting" problem where RAG systems lose important details during summarisation. Projects like MemPalace achieve 96.6% accuracy by storing everything in structured databases, whilst MemVid offers serverless memory layers that agents can query instantly without complex retrieval pipelines. RAGEmbeddingsContext |