DEV Community

# 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.
Video Search with MongoDB

Video Search with MongoDB

2
Comments
4 min read
Beyond Chatbot Wrappers: Designing ‘Velocity Architecture’ for Production Multi-Agent Systems

Beyond Chatbot Wrappers: Designing ‘Velocity Architecture’ for Production Multi-Agent Systems

Comments
3 min read
Forget Your RAG: Build Your Own LLM Wiki in C# with Ollama + Kimi (Step‑by‑Step Guide)

Forget Your RAG: Build Your Own LLM Wiki in C# with Ollama + Kimi (Step‑by‑Step Guide)

2
Comments
10 min read
I built a production-ready RAG backend (because most examples break in real life)

I built a production-ready RAG backend (because most examples break in real life)

Comments
1 min read
Agentic RAG: What It Is, Why Teams Use It, and Where It Gets Complicated

Agentic RAG: What It Is, Why Teams Use It, and Where It Gets Complicated

Comments
3 min read
Gen AI Tech Stack Demand, Copilot Workflow, & Claude-Powered Automation

Gen AI Tech Stack Demand, Copilot Workflow, & Claude-Powered Automation

Comments
3 min read
Day 10: The Full RAG Chain — From Library to Answers 🔗

Day 10: The Full RAG Chain — From Library to Answers 🔗

Comments
2 min read
RAG patterns that work for structured data vs ones that fail

RAG patterns that work for structured data vs ones that fail

Comments
5 min read
RAG Series (7): Retrieval Strategies — How to Find the Most Relevant Content

RAG Series (7): Retrieval Strategies — How to Find the Most Relevant Content

Comments
7 min read
Building a RAG Pipeline That Stays Fresh with Live Web Data

Building a RAG Pipeline That Stays Fresh with Live Web Data

Comments
5 min read
RAG Is Read-Only Memory

RAG Is Read-Only Memory

Comments
9 min read
Graphs for RAG: Knowledge Graph and GraphRAG (GraphDB)

Graphs for RAG: Knowledge Graph and GraphRAG (GraphDB)

Comments
16 min read
Async Embedding Batching, Dev Workflow AI Plugin, & LLM-Powered Game Development

Async Embedding Batching, Dev Workflow AI Plugin, & LLM-Powered Game Development

Comments
3 min read
Embedding Drift Detection: A 50-Line Monitor for Production RAG

Embedding Drift Detection: A 50-Line Monitor for Production RAG

Comments
6 min read
Why Your Vector Index Returns Five Copies of the Same Doc

Why Your Vector Index Returns Five Copies of the Same Doc

Comments
7 min read
👋 Sign in for the ability to sort posts by relevant, latest, or top.