Edge-native vector database enabling sub-15ms ANN queries on remote devices without cloud dependency, using efficient disk-based indexing for real-time processing. Supports offline operation with synchronization capabilities, optimized for low-resource environments. Ideal for edge RAG, facial recognition, and IoT recommendations; more compact than Milvus for disconnected setups, edge-focused unlike Qdrant's distributed architecture.