Forem

# vectordatabase

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

Posts

👋 Sign in for the ability to sort posts by relevant, latest, or top.
JECQ: Smart, Open-Source Compression for FAISS Users—6x Compression Ratio, 85% Accuracy
Cover image for JECQ: Smart, Open-Source Compression for FAISS Users—6x Compression Ratio, 85% Accuracy

JECQ: Smart, Open-Source Compression for FAISS Users—6x Compression Ratio, 85% Accuracy

6
Comments
6 min read
Retrieval-Augmented Generation (RAG) with Vector Databases: Powering Context-Aware AI in 2025

Retrieval-Augmented Generation (RAG) with Vector Databases: Powering Context-Aware AI in 2025

3
Comments
3 min read
What is an Embedding? And Why Should Devs Care?
Cover image for What is an Embedding? And Why Should Devs Care?

What is an Embedding? And Why Should Devs Care?

Comments
3 min read
How to Embed User Preferences
Cover image for How to Embed User Preferences

How to Embed User Preferences

1
Comments
2 min read
My First AI Project: A Journey of Building RAG Knowledge Base from Scratch

My First AI Project: A Journey of Building RAG Knowledge Base from Scratch

1
Comments
3 min read
Contextual chunking for Retrieval Augmented Generation
Cover image for Contextual chunking for Retrieval Augmented Generation

Contextual chunking for Retrieval Augmented Generation

2
Comments
59 min read
Simplifying Programmatic Database Handling
Cover image for Simplifying Programmatic Database Handling

Simplifying Programmatic Database Handling

Comments
4 min read
Unorthodox journey towords data compression

Unorthodox journey towords data compression

Comments
2 min read
5 Hidden Adobe Illustrator Features Every Designer (and Dev) Should Know
Cover image for 5 Hidden Adobe Illustrator Features Every Designer (and Dev) Should Know

5 Hidden Adobe Illustrator Features Every Designer (and Dev) Should Know

Comments
3 min read
Vector Database
Cover image for Vector Database

Vector Database

Comments
2 min read
Couchbase Weekly Updates - June 27, 2025
Cover image for Couchbase Weekly Updates - June 27, 2025

Couchbase Weekly Updates - June 27, 2025

1
Comments
2 min read
SQL vs NoSQL? Why Not Both?

SQL vs NoSQL? Why Not Both?

Comments 1
2 min read
Local Elasticsearch Playground: A Practical Introduction and hands-on test (and moving to a RAG solution)

Local Elasticsearch Playground: A Practical Introduction and hands-on test (and moving to a RAG solution)

2
Comments
12 min read
Medical RAG Research with txtai

Medical RAG Research with txtai

1
Comments
7 min read
A Complete Guide to Retrieval-Augmented Generation
Cover image for A Complete Guide to Retrieval-Augmented Generation

A Complete Guide to Retrieval-Augmented Generation

6
Comments
8 min read
How to setup RAG with VectorDB

How to setup RAG with VectorDB

Comments
4 min read
Building AI Agents: From Zero to Hero

Building AI Agents: From Zero to Hero

1
Comments
11 min read
Scalable Character Insights from Novels Using Vector Search and LLMs

Scalable Character Insights from Novels Using Vector Search and LLMs

1
Comments
2 min read
Cosine Similarity in Vector Databases: Why It Matters for GenAI & RAG Systems

Cosine Similarity in Vector Databases: Why It Matters for GenAI & RAG Systems

Comments
2 min read
Quick Apply: Building A Conversational Job Application Web App
Cover image for Quick Apply: Building A Conversational Job Application Web App

Quick Apply: Building A Conversational Job Application Web App

Comments
4 min read
Growing the Tree: Multi-Agent LLMs Meet RAG, Vector Search, and Goal-Oriented Thinking - Part 2
Cover image for Growing the Tree: Multi-Agent LLMs Meet RAG, Vector Search, and Goal-Oriented Thinking - Part 2

Growing the Tree: Multi-Agent LLMs Meet RAG, Vector Search, and Goal-Oriented Thinking - Part 2

Comments
10 min read
🚀 Build Your Own AI Assistant with Node.js: My Roadmap and Journey 🌟
Cover image for 🚀 Build Your Own AI Assistant with Node.js: My Roadmap and Journey 🌟

🚀 Build Your Own AI Assistant with Node.js: My Roadmap and Journey 🌟

3
Comments 2
4 min read
VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval
Cover image for VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval

VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval

5
Comments
1 min read
Building a smarter Web scraper: Vector embeddings for intelligent content retrieval
Cover image for Building a smarter Web scraper: Vector embeddings for intelligent content retrieval

Building a smarter Web scraper: Vector embeddings for intelligent content retrieval

1
Comments
3 min read
Recent Trends in Distributed Warehousing and Data Mining

Recent Trends in Distributed Warehousing and Data Mining

1
Comments
2 min read
loading...