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

đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.
A Unified View of AI Evolution: From Machine Learning to LLMs, RAG, and Fine-Tuning

A Unified View of AI Evolution: From Machine Learning to LLMs, RAG, and Fine-Tuning

Comments
5 min read
Beyond Vector Search: Building a Clause Forest (FoC) Architecture for Financial RAG

Beyond Vector Search: Building a Clause Forest (FoC) Architecture for Financial RAG

Comments
7 min read
đź§  Streaming LLM APIs Can Quietly Give Free Tokens

đź§  Streaming LLM APIs Can Quietly Give Free Tokens

Comments
1 min read
How I caught a silent NaN bug in production RAG, by asking the system to debug itself

How I caught a silent NaN bug in production RAG, by asking the system to debug itself

Comments
6 min read
Measuring RAG vs. Fine-tuning ROI for Agent Knowledge

Measuring RAG vs. Fine-tuning ROI for Agent Knowledge

Comments
9 min read
Neo4j graph database for GraphRAG, install, Cypher, vectors, ops

Neo4j graph database for GraphRAG, install, Cypher, vectors, ops

Comments
6 min read
Building RAG & Knowledge Bases with seekdb: Three Paths, One Stack

Building RAG & Knowledge Bases with seekdb: Three Paths, One Stack

5
Comments
4 min read
Introduction to RAG

Introduction to RAG

Comments
2 min read
Stop Wasting Days on RAG Setup: How uv + pyseekdb Cut Your Development Time by 90%

Stop Wasting Days on RAG Setup: How uv + pyseekdb Cut Your Development Time by 90%

5
Comments
5 min read
From 62% to 94% RAG Accuracy: The 5 Architecture Changes That Actually Moved the Needle

From 62% to 94% RAG Accuracy: The 5 Architecture Changes That Actually Moved the Needle

1
Comments
8 min read
How Hindsight Turned Repeated Questions Into a Student Profile

How Hindsight Turned Repeated Questions Into a Student Profile

Comments 1
6 min read
Testing AI: How to Effectively Evaluate LLMs

Testing AI: How to Effectively Evaluate LLMs

Comments
11 min read
70% of Enterprise RAG Deployments Fail Before Production. Here's What Kills Them.

70% of Enterprise RAG Deployments Fail Before Production. Here's What Kills Them.

1
Comments
7 min read
Hierarchical RAG Explained: Knowledge Bases for Long-Term Agents

Hierarchical RAG Explained: Knowledge Bases for Long-Term Agents

Comments
6 min read
I built an AI chat that searches your work tools and cites its sources

I built an AI chat that searches your work tools and cites its sources

Comments
2 min read
đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.