chadha b3dbf24d33 Address review feedback

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preview

initial commit; updating article preview images

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ann-search.png

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architecture-diagram.png

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architecture-vector-db.png

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architecture.png

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cosine-sim.png

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dense-embedding.png

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embedding-model-diagram.png

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embedding-similarity.png

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filtering-example.png

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filtering.png

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fusion.png

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hnsw-indexing.png

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hnsw-search.png

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hybrid-pipeline.png

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hybrid-search-2.png

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hybrid-search.png

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jwt-ui.png

Update 'What is a Vector Database' article

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multitenancy.png

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oltp-vs-olap.png

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point-structure.png

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raft.png

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replication-diagram.png

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replication.png

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search-workflow.png

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shard-segments.png

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simple-architecture.png

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sparse-vector.png

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sparse.png

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TQ.png

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vector-database-1.jpeg

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vector-database-2.jpeg

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vector-database-3.jpeg

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vector-database-4.jpeg

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vector-database-5.jpeg

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vector-database-6.png

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vector-database-7.jpeg

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vector-database-structure.png

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vector-search-workflow.png

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word-clusters.png

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workflow.png

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