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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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How to Build a Retrieval Augmented Generation (RAG) Chatbot with LangChain, Milvus, Anthropic Claude 3 Sonnet, and mistral-embed

How to Build a Retrieval Augmented Generation (RAG) Chatbot with LangChain, Milvus, Anthropic Claude 3 Sonnet, and mistral-embed

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8 min read
Build a RAG-Enabled Helpdesk Chatbot in 10 Minutes with MongoDB

Build a RAG-Enabled Helpdesk Chatbot in 10 Minutes with MongoDB

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6 min read
Building an AI-Powered Document Retrieval System with Docling and Granite 3.1

Building an AI-Powered Document Retrieval System with Docling and Granite 3.1

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6 min read
The Hidden Magic Behind Search: Dense, Sparse, and Metadata Filtering

The Hidden Magic Behind Search: Dense, Sparse, and Metadata Filtering

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3 min read
RAG Chatbot Tutorial: LangChain, Milvus, GPT-4o mini, and text-embedding-3-large

RAG Chatbot Tutorial: LangChain, Milvus, GPT-4o mini, and text-embedding-3-large

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4 min read
Parsing the ⭐'s with txtai

Parsing the ⭐'s with txtai

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13 min read
The Best Embedding Models for Information Retrieval in 2025

The Best Embedding Models for Information Retrieval in 2025

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5 min read
How to Chat with PDFs Using AI via API

How to Chat with PDFs Using AI via API

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3 min read
Performance Tips for Developers Using Postgres and pgvector

Performance Tips for Developers Using Postgres and pgvector

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3 min read
Chunking your data for RAG

Chunking your data for RAG

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26 min read
Milvus: Your Vector Database Powerhouse – A Deep Dive

Milvus: Your Vector Database Powerhouse – A Deep Dive

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5 min read
Stop Over-Engineering AI Apps: The Case for Boring Technologies

Stop Over-Engineering AI Apps: The Case for Boring Technologies

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7 min read
Netflix But better

Netflix But better

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8 min read
OpenSearchCon Europe 2025 - Amsterdam!

OpenSearchCon Europe 2025 - Amsterdam!

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1 min read
Top 5 Local Vector Databases

Top 5 Local Vector Databases

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5 min read
Get started with Vector Search in Azure Cosmos DB

Get started with Vector Search in Azure Cosmos DB

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6 min read
Scaling Vector Search for AI-Powered Applications

Scaling Vector Search for AI-Powered Applications

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3 min read
Storing and Retrieving Embeddings in Azure Table with Rust: An Educational Tutorial

Storing and Retrieving Embeddings in Azure Table with Rust: An Educational Tutorial

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6 min read
Pinecone vs Pgvector, Vector DB Benchmark

Pinecone vs Pgvector, Vector DB Benchmark

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3 min read
Install pgvector on Windows

Install pgvector on Windows

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3 min read
Postgresql Vector Database: Pgvector Tutorial

Postgresql Vector Database: Pgvector Tutorial

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3 min read
Quick tip: Replace MongoDBÂŽ Atlas with SingleStore Kai in LangChain

Quick tip: Replace MongoDBÂŽ Atlas with SingleStore Kai in LangChain

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4 min read
How to Build a ChatGPT Super App

How to Build a ChatGPT Super App

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11 min read
Quick tip: Replace MongoDBÂŽ Atlas with SingleStore Kai in LlamaIndex

Quick tip: Replace MongoDBÂŽ Atlas with SingleStore Kai in LlamaIndex

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3 min read
Quick tip: Using LangChain's MongoDBAtlasVectorSearch with SingleStore Kai

Quick tip: Using LangChain's MongoDBAtlasVectorSearch with SingleStore Kai

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4 min read
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