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Infrastructure & Databases
What is Qdrant?
Definition
Qdrant is an open-source vector database optimized for storing and searching high-dimensional vector embeddings. It enables fast similarity search — finding items that are semantically similar to a query — which is the foundation of modern semantic search and AI retrieval systems.
Why It Matters
Engram uses Qdrant to power its semantic search layer. When you search by meaning rather than keywords, Qdrant finds the most conceptually relevant knowledge across your entire organizational memory.