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Explore One Edge Shard, Full Local Agent Stack: Named Vectors + Hybrid Search (Qdrant) with 576 views, 44 likes, and 0 comments. Experience the impact of this video content that has captured audience attention.

One Edge shard. Named dense + sparse vectors. Hybrid search fused with RRF. TurboQuant compression. Multi-agent isolation. Zero cloud dependency - this is the capstone video of the Qdrant Edge series, and it demonstrates full command of everything Edge can do, running entirely on a laptop. In this video you'll learn how to: 🔹 Run Qdrant Edge fully local - no server, just a folder on disk 🔹 Store dense + sparse "named vectors" on the same point 🔹 Compress dense vectors up to 16x with Product Quantization (TurboQuant) 🔹 Run true hybrid search using Prefetch + Reciprocal Rank Fusion (RRF) 🔹 Isolate multiple agents/sessions with payload filtering 🔹 Add, remove, and update individual named vectors without touching the rest of the point 🔹 Migrate an Edge shard between devices (file copy + Snapshot API) NOTEBOOK Get the notebook used in this video: https://colab.research.google.com/drive/1i9Vd194byO5fi7rIMq1OiGoF-DhyfRtx?usp=sharing&utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=notebook QDRANT DOCS REFERENCED IN THIS VIDEO Named Vectors: https://qdrant.tech/documentation/manage-data/vectors/?utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=named_vectors Hybrid Queries & RRF Fusion: https://qdrant.tech/documentation/concepts/hybrid-queries/?utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=hybrid_queries Quantization (TurboQuant / Product Quantization): https://qdrant.tech/documentation/guides/quantization/?utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=quantization Filtering: https://qdrant.tech/documentation/concepts/filtering/?utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=filtering Snapshots (migration): https://qdrant.tech/documentation/concepts/snapshots/?utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=snapshots MORE QDRANT Qdrant homepage: https://qdrant.tech/?utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=homepage Qdrant GitHub: https://github.com/qdrant/qdrant?utm_source=hidevsyoutube&utm_medium=video&utm_campaign=edge_capstone&utm_content=github #Qdrant #VectorDatabase #HybridSearch #AIAgents #RAG #EdgeAI #LocalAI #MachineLearning

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