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.
Refactoring RAG PDFBot: Modular Design with LangChain, Streamlit and ChromaDB

Refactoring RAG PDFBot: Modular Design with LangChain, Streamlit and ChromaDB

Comments
4 min read
How to make Cursor an Agent that Never Forgets and 10x your productivity
Cover image for How to make Cursor an Agent that Never Forgets and 10x your productivity

How to make Cursor an Agent that Never Forgets and 10x your productivity

Comments
4 min read
What Is RAG and How to Implement It ?

What Is RAG and How to Implement It ?

11
Comments 2
7 min read
🧠Can AI Learn to Care?
Cover image for 🧠Can AI Learn to Care?

🧠Can AI Learn to Care?

14
Comments 14
4 min read
Build a RAG application with LangChain and Local LLMs powered by Ollama
Cover image for Build a RAG application with LangChain and Local LLMs powered by Ollama

Build a RAG application with LangChain and Local LLMs powered by Ollama

2
Comments 1
8 min read
Unlock LLM Potential
Cover image for Unlock LLM Potential

Unlock LLM Potential

1
Comments 1
3 min read
🔥 Build a RAG Chatbot That Talks to Your Documents Using Python (Gemma + Qdrant + Docling)
Cover image for 🔥 Build a RAG Chatbot That Talks to Your Documents Using Python (Gemma + Qdrant + Docling)

🔥 Build a RAG Chatbot That Talks to Your Documents Using Python (Gemma + Qdrant + Docling)

2
Comments
1 min read
My Local/Remote LLM Studio — watsonx.ai and Ollama (part 1)

My Local/Remote LLM Studio — watsonx.ai and Ollama (part 1)

7
Comments 1
18 min read
🧠 Building a Local PDF Summarizer with LLMs — In Under 24 Hours

🧠 Building a Local PDF Summarizer with LLMs — In Under 24 Hours

Comments
3 min read
Can you take your AI's memory with you? 🚫
Cover image for Can you take your AI's memory with you? 🚫

Can you take your AI's memory with you? 🚫

1
Comments
1 min read
Beyond basic RAG: Building a multi-cycle reasoning engine on SurrealDB
Cover image for Beyond basic RAG: Building a multi-cycle reasoning engine on SurrealDB

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

20
Comments
14 min read
Auto Mission – An AI-Powered HR Assistant Built with Langflow

Auto Mission – An AI-Powered HR Assistant Built with Langflow

1
Comments
1 min read
How to Develop AI with Retrieval-Augmented Generation (RAG)
Cover image for How to Develop AI with Retrieval-Augmented Generation (RAG)

How to Develop AI with Retrieval-Augmented Generation (RAG)

Comments
5 min read
Comprehending Vector Search [LLM-A2]
Cover image for Comprehending Vector Search [LLM-A2]

Comprehending Vector Search [LLM-A2]

Comments
4 min read
All Data and AI Weekly #196 - June 30, 2025
Cover image for All Data and AI Weekly #196 - June 30, 2025

All Data and AI Weekly #196 - June 30, 2025

5
Comments
4 min read
AGI-SaaS v1.0.0 Released!

AGI-SaaS v1.0.0 Released!

Comments
1 min read
Byte-Vision delivers powerful Retrieval Augmented Generation by integrating Llama.Cpp and Elasticsearch's vector search.

Byte-Vision delivers powerful Retrieval Augmented Generation by integrating Llama.Cpp and Elasticsearch's vector search.

Comments 3
1 min read
RAG Document Q&A System

RAG Document Q&A System

1
Comments 4
1 min read
Fitera: AI-Powered Nutrition and Fitness Tracking Application
Cover image for Fitera: AI-Powered Nutrition and Fitness Tracking Application

Fitera: AI-Powered Nutrition and Fitness Tracking Application

1
Comments
3 min read
🚀 Build AI Agents from a Prompt — Meet Nexent, the Open-Source Agent Platform
Cover image for 🚀 Build AI Agents from a Prompt — Meet Nexent, the Open-Source Agent Platform

🚀 Build AI Agents from a Prompt — Meet Nexent, the Open-Source Agent Platform

8
Comments
3 min read
What Is Vertex AI Agent Memory Bank ?
Cover image for What Is Vertex AI Agent Memory Bank ?

What Is Vertex AI Agent Memory Bank ?

8
Comments
4 min read
Embeddings & Cosine Similarity Explained Simply
Cover image for Embeddings & Cosine Similarity Explained Simply

Embeddings & Cosine Similarity Explained Simply

2
Comments
10 min read
RAG Systems Model (MongoDB)
Cover image for RAG Systems Model (MongoDB)

RAG Systems Model (MongoDB)

Comments 1
1 min read
Revolutionizing AI with Retrieval-Augmented Generation (RAG): Architectures, Workflows, and Practical Applications
Cover image for Revolutionizing AI with Retrieval-Augmented Generation (RAG): Architectures, Workflows, and Practical Applications

Revolutionizing AI with Retrieval-Augmented Generation (RAG): Architectures, Workflows, and Practical Applications

Comments
3 min read
The Hidden Failures in RAG Systems — And How WFGY Fixes Them

The Hidden Failures in RAG Systems — And How WFGY Fixes Them

1
Comments
3 min read
loading...