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# 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.

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Cover image for Building a RAG-Based AWS VPC Flow Log Analyzer

Sulaiman Olubiyi

Feb 28

Building a RAG-Based AWS VPC Flow Log Analyzer

#ai #rag #cloudcomputing #openai

3 min read

Syed

Feb 14

How I ran LLM + RAG fully offline on Android using MNN

#ai #android #llm #rag

3 min read

Mar 9

LangChain vs LlamaIndex vs Haystack: What Two Weeks in Production Actually Taught Me

#langchain #llamaindex #haystack #rag

7 min read

Mar 20

12 Things Nobody Tells You About Building a Production RAG System

#ai #rag #vectordatabase #llm

9 min read

Cover image for Which Embedding Model Should You Actually Use in 2026? I Benchmarked 10 Models to Find Out

Chen Zhang

Mar 20

Which Embedding Model Should You Actually Use in 2026? I Benchmarked 10 Models to Find Out

#embeddings #rag #machinelearning #vectordatabase

11 min read

Mar 20

Building a Production RAG Pipeline: Architecture Decisions That Matter

#rag #ai #python #architecture

8 min read

Cover image for RAG: The "Open Book" Exam for AI

Biswas Prasana Swain

Mar 19

RAG: The "Open Book" Exam for AI

#ai #rag #vectordatabase #fullstack

3 min read

Tiamat

Mar 8

Vector Database Security Risk Assessment: Enterprise Framework

#aiprivacy #security #rag #vectordb

4 min read

Feb 13

Chatting with 3 Billion Base Pairs: Building a RAG Index for Your Personal Genome (WGS)

#dataengineering #ai #rag #python

4 min read

Feb 12

Scaling RAG : Demo to Production Ready

#ai #llm #rag #systemdesign

2 min read

Cover image for Build Your Own AI Ops Assistant — Part 2: Foundation

Stephen Goldberg

Feb 25

Build Your Own AI Ops Assistant — Part 2: Foundation

#vibecoding #ai #aiops #rag

9 min read

Mar 18

I built DocsRAG — because reading docs during coding is still painful

#showdev #opensource #productivity #rag

2 min read

Cover image for From Chatbot to Medical AI: How I Used RAG, FAISS & Mistral to Ground AI in Reality

Prateek Mangalgi

Feb 16

From Chatbot to Medical AI: How I Used RAG, FAISS & Mistral to Ground AI in Reality

#ai #rag #api #python

4 min read

Cover image for Are We Over-Engineering LLM Stacks Too Early?

Feb 12

Are We Over-Engineering LLM Stacks Too Early?

#discuss #ai #programming #rag

2 min read

Cover image for What It Actually Takes to Run a RAG System in Production

Feb 12

What It Actually Takes to Run a RAG System in Production

#llm #performance #rag #systemdesign

2 min read

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