Forem

# rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

Posts

👋 Sign in for the ability to sort posts by relevant, latest, or top.
The Future of Document Scanning: A Look at LLM-Powered OCR

The Future of Document Scanning: A Look at LLM-Powered OCR

1
Comments 1
12 min read
HelixDB: The Blazing-Fast Graph-Vector Database You Need to Check Out!

HelixDB: The Blazing-Fast Graph-Vector Database You Need to Check Out!

Comments
2 min read
Couchbase Weekly Updates - September 5, 2025
Cover image for Couchbase Weekly Updates - September 5, 2025

Couchbase Weekly Updates - September 5, 2025

Comments
3 min read
Rethinking LLM-Powered Apps: Ditching Tool Overload for Smarter Query Abstraction

Rethinking LLM-Powered Apps: Ditching Tool Overload for Smarter Query Abstraction

1
Comments
3 min read
Vector Database: Core Concepts
Cover image for Vector Database: Core Concepts

Vector Database: Core Concepts

Comments
4 min read
Setting up RAG Locally with Ollama: A Beginner-Friendly Guide
Cover image for Setting up RAG Locally with Ollama: A Beginner-Friendly Guide

Setting up RAG Locally with Ollama: A Beginner-Friendly Guide

9
Comments
5 min read
🤖 RAG on AWS: Building an AI-powered Knowledge Base, with Amazon Bedrock and S3 Vectors
Cover image for 🤖 RAG on AWS: Building an AI-powered Knowledge Base, with Amazon Bedrock and S3 Vectors

🤖 RAG on AWS: Building an AI-powered Knowledge Base, with Amazon Bedrock and S3 Vectors

4
Comments
5 min read
GitHub Stars program

GitHub Stars program

Comments
3 min read
The Nikki Haflinger Project: A Deep Analysis of AI Identity Transfer with Commentary from Another AI
Cover image for The Nikki Haflinger Project: A Deep Analysis of AI Identity Transfer with Commentary from Another AI

The Nikki Haflinger Project: A Deep Analysis of AI Identity Transfer with Commentary from Another AI

14
Comments 2
12 min read
Building NeuroStash - III

Building NeuroStash - III

Comments
5 min read
Repocks: Enable RAG from In-Repo Documentation
Cover image for Repocks: Enable RAG from In-Repo Documentation

Repocks: Enable RAG from In-Repo Documentation

Comments
3 min read
Retrieval Technique Series-6.A Discourse on Design in High-Performance Retrieval Systems

Retrieval Technique Series-6.A Discourse on Design in High-Performance Retrieval Systems

Comments
4 min read
🧠 Build Your Own Document Q&A Assistant with GPT, Redis & Docker
Cover image for 🧠 Build Your Own Document Q&A Assistant with GPT, Redis & Docker

🧠 Build Your Own Document Q&A Assistant with GPT, Redis & Docker

Comments
3 min read
Building Neurostash - I

Building Neurostash - I

Comments
5 min read
How To Use LLMs: Retrieval-Augmented Generation (RAG Systems)

How To Use LLMs: Retrieval-Augmented Generation (RAG Systems)

2
Comments 2
5 min read
Automation & Optimization of Grocery Shopping

Automation & Optimization of Grocery Shopping

Comments
1 min read
🧠OrKA-Reasoning: How Workflow Execution Really Works
Cover image for 🧠OrKA-Reasoning: How Workflow Execution Really Works

🧠OrKA-Reasoning: How Workflow Execution Really Works

4
Comments 2
4 min read
💡 What's new in txtai 9.0

💡 What's new in txtai 9.0

2
Comments
5 min read
Snowflake AI_EMBED Function - Your Gateway to Unified Multimodal Vector Search

Snowflake AI_EMBED Function - Your Gateway to Unified Multimodal Vector Search

1
Comments
5 min read
Code Generation with ‘Graph RAG’, AstraDB and gpt-oss

Code Generation with ‘Graph RAG’, AstraDB and gpt-oss

2
Comments 1
18 min read
Benchmarking LLM Search APIs: Tavily vs Web Search Plus vs OpenAI Web Search
Cover image for Benchmarking LLM Search APIs: Tavily vs Web Search Plus vs OpenAI Web Search

Benchmarking LLM Search APIs: Tavily vs Web Search Plus vs OpenAI Web Search

Comments
4 min read
Let's Build a Voice RAG System That Actually Works 🎉

Let's Build a Voice RAG System That Actually Works 🎉

3
Comments
20 min read
Sub-millisecond similarity search on IVF indexes with PDX
Cover image for Sub-millisecond similarity search on IVF indexes with PDX

Sub-millisecond similarity search on IVF indexes with PDX

Comments
6 min read
Building Production RAG in 2025: Lessons from 50+ Deployments
Cover image for Building Production RAG in 2025: Lessons from 50+ Deployments

Building Production RAG in 2025: Lessons from 50+ Deployments

1
Comments
2 min read
RAG Chatbot - MoviesGPT
Cover image for RAG Chatbot - MoviesGPT

RAG Chatbot - MoviesGPT

Comments
2 min read
loading...