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# vectordatabase

Vector databases are purpose-built databases that are specialized to tackle the problems that arise when managing vector embeddings in production scenarios.

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Hybrid vector + text Search in the terminal with SurrealDB and Ratatui

Hybrid vector + text Search in the terminal with SurrealDB and Ratatui

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21 min read
How to Build a Global Search Engine Using Vector Embeddings

How to Build a Global Search Engine Using Vector Embeddings

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4 min read
Automate Vector Database Update with AWS and CircleCI

Automate Vector Database Update with AWS and CircleCI

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21 min read
Use Cases for HNSW-SQLite Library

Use Cases for HNSW-SQLite Library

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2 min read
Designing Data Systems with Vector Embeddings using Redis Vector Sets

Designing Data Systems with Vector Embeddings using Redis Vector Sets

1
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8 min read
Databend Monthly ReportJune 2025

Databend Monthly ReportJune 2025

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5 min read
Pinecone Price Increase đŸ˜± Is Chroma Cloud the Best Alternative?

Pinecone Price Increase đŸ˜± Is Chroma Cloud the Best Alternative?

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3 min read
Context-Aware Search for Your Service: No GPUs, No Hassle

Context-Aware Search for Your Service: No GPUs, No Hassle

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2 min read
Beyond basic RAG: Building a multi-cycle reasoning engine on SurrealDB

Beyond basic RAG: Building a multi-cycle reasoning engine on SurrealDB

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14 min read
Exploring RAG: Math behind Embeddings & Cosine Similarity

Exploring RAG: Math behind Embeddings & Cosine Similarity

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10 min read
OpenHPI Embeddig NLP Systems Free course!

OpenHPI Embeddig NLP Systems Free course!

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1 min read
Beyond Cosine Similarity: Multi-Faceted Scoring for Smarter Recommendations

Beyond Cosine Similarity: Multi-Faceted Scoring for Smarter Recommendations

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4 min read
Make a medical chatbot using GraphRAG with SurrealDB + LangChain

Make a medical chatbot using GraphRAG with SurrealDB + LangChain

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8 min read
Is your Vector Database Really Fast?

Is your Vector Database Really Fast?

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9 min read
How I ditched LangChain to create my own custom RAG

How I ditched LangChain to create my own custom RAG

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10 min read
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