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.
Agent Skills Benchmarks, Airflow OCR Workflows, & Python PDF Extraction

Agent Skills Benchmarks, Airflow OCR Workflows, & Python PDF Extraction

Comments
3 min read
RAG Explained: How Retrieval-Augmented Generation Actually Works

RAG Explained: How Retrieval-Augmented Generation Actually Works

5
Comments 2
2 min read
Don't let a billion RAG docs drown your 25-result pipeline

Don't let a billion RAG docs drown your 25-result pipeline

4
Comments 2
8 min read
I built a token-level debugger for comparing two LLMs

I built a token-level debugger for comparing two LLMs

Comments 1
1 min read
I Built a Vector Database Project from Scratch — Here’s What Actually Happened

I Built a Vector Database Project from Scratch — Here’s What Actually Happened

1
Comments
3 min read
Context Windows Are Getting Enormous — Here Is What That Actually Changes

Context Windows Are Getting Enormous — Here Is What That Actually Changes

Comments
2 min read
NyayAI: Building an AI Legal Assistant for 1.4 Billion People — A Technical Deep Dive

NyayAI: Building an AI Legal Assistant for 1.4 Billion People — A Technical Deep Dive

2
Comments 1
21 min read
What I Learned About Memory-Augmented AI Agents

What I Learned About Memory-Augmented AI Agents

2
Comments
4 min read
Google Just Made Gemma 4 Feel Like a Beta Test. Here's the Real Upgrade.

Gemma 4 Challenge: Write about Gemma 4 Submission

Google Just Made Gemma 4 Feel Like a Beta Test. Here's the Real Upgrade.

1
Comments
3 min read
FLAMEHAVEN FileSearch: Why This RAG Engine Feels Different from the Usual Stack

FLAMEHAVEN FileSearch: Why This RAG Engine Feels Different from the Usual Stack

1
Comments
9 min read
Scrape vs Crawl vs Map: Picking the Right Anakin API for the Job

Scrape vs Crawl vs Map: Picking the Right Anakin API for the Job

Comments
4 min read
Revisiting My Phone AI After Gemma 4: The Upgrade I Didn't Know I Needed

Revisiting My Phone AI After Gemma 4: The Upgrade I Didn't Know I Needed

Comments
4 min read
NyayAI: AI-Powered Legal Intelligence for India

NyayAI: AI-Powered Legal Intelligence for India

1
Comments
13 min read
How AI Memory Actually Works: Context Windows and RAG

How AI Memory Actually Works: Context Windows and RAG

Comments
8 min read
Semantic Chunking with Overlap and Section-Awareness: The RAG Tutorial Nobody Wrote

Semantic Chunking with Overlap and Section-Awareness: The RAG Tutorial Nobody Wrote

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