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.
Our few-shot examples came from the eval set. The 0.94 was fiction.

Our few-shot examples came from the eval set. The 0.94 was fiction.

1
Comments 4
13 min read
Retrieval-Augmented Self-Recall: The RAG Problem Nobody Talks About

Why similarity thresholds fail across models

Retrieval-Augmented Self-Recall: The RAG Problem Nobody Talks About

9
Comments 14
5 min read
AI Agent Orchestration: Email Agent Pitfalls, Coding Agent Tooling, & Web Automation

AI Agent Orchestration: Email Agent Pitfalls, Coding Agent Tooling, & Web Automation

1
Comments
3 min read
Async Scraping Jobs Are Usually a Better Fit for RAG Ingestion Than Blocking Requests

Async Scraping Jobs Are Usually a Better Fit for RAG Ingestion Than Blocking Requests

Comments
4 min read
Post-Mortem: Building a Local MCP Server for Codebase Memory using Ollama and ChromaDB

Comparing Mistral 7b and agentic Ornith 9b

Post-Mortem: Building a Local MCP Server for Codebase Memory using Ollama and ChromaDB

12
Comments 15
10 min read
Claude LLM Execution Harnesses, RAG Rerank, & Browser-based Edge AI

Claude LLM Execution Harnesses, RAG Rerank, & Browser-based Edge AI

Comments
3 min read
Build a RAG application with Runware and LangChain

Build a RAG application with Runware and LangChain

1
Comments
9 min read
Building AI-Driven Wealth Software: Aggregation, RAG, and Custodial Integration

Building AI-Driven Wealth Software: Aggregation, RAG, and Custodial Integration

Comments
5 min read
Most Teams Ask the Wrong Question About RAG vs Fine-Tuning

Most Teams Ask the Wrong Question About RAG vs Fine-Tuning

Comments
2 min read
Project Docs over SSH for AI Agents

Keeps temporary agent notes out of the repo

Project Docs over SSH for AI Agents

2
Comments 5
9 min read
RAG vs Fine-Tuning: Which One Should You Actually Choose?

RAG vs Fine-Tuning: Which One Should You Actually Choose?

1
Comments
6 min read
My RAG Benchmark is lying to me

My RAG Benchmark is lying to me

3
Comments 1
5 min read
Chat with Your Documents: Building a RAG Pipeline with AWS Blocks

Chat with Your Documents: Building a RAG Pipeline with AWS Blocks

1
Comments
16 min read
RAG for developers who aren't AI engineers: what actually matters

RAG for developers who aren't AI engineers: what actually matters

Comments 1
8 min read
Building a RAG-Powered Code Reviewer That Actually Understands Your Codebase

Building a RAG-Powered Code Reviewer That Actually Understands Your Codebase

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