The pre-redesign design was: single Qdrant collection, nomic-embed-text embeddings, synchronous embedding on write. The new design is: scoped collections, embeddinggemma 768-dim, async embedding via the EmbedMemory job + Elasticsearch integration for tag/full-text search.