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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 The Missing Link: How to Retrieve Full Documents with AWS S3 Vectors

Matthieu Lienart

Sep 14

The Missing Link: How to Retrieve Full Documents with AWS S3 Vectors

#aws #rag #vectordatabase

3 min read

Cover image for NuMarkdown-8B-Thinking: The Open-Source Reasoning OCR that Converts PDFs to Auditable Markdown for Enterprise RAG Pipelines

Jayant Harilela

Aug 12

NuMarkdown-8B-Thinking: The Open-Source Reasoning OCR that Converts PDFs to Auditable Markdown for Enterprise RAG Pipelines

#ocr #vlm #rag #sft

10 min read

Sep 3

Does anyone know what will be sent to LLM when I use Github copilot?

#ai #githubcopilot #github #rag

1 min read

Cover image for From Brittle to Brilliant: A Developer's Guide to Building Trustworthy Graph RAG with Local LLMs

Sep 13

From Brittle to Brilliant: A Developer's Guide to Building Trustworthy Graph RAG with Local LLMs

#rag #tutorial #ai #llm

3 min read

Ayush

Aug 10

🧠 GenAI as a Backend Engineer: Part 3 — RAG with LlamaIndex

#ai #python #rag

4 min read

Sunil_

Sep 13

Building a RAG System with Vertex AI, Pinecone, and LangChain (Step-by-Step Guide)

#webdev #javascript #ai #rag

6 min read

sky yv

Sep 12

Lessons & Practices for Building and Optimizing Multi-Agent RAG Systems with DSPy and GEPA

#rag #llm #python #ai

6 min read

Aug 9

Building NeuroStash - VI

#rag #nlp #langchain #python

3 min read

Cover image for Building with Generative AI: Lessons from 5 Projects Part 1: RAG

Zack

Aug 8

Building with Generative AI: Lessons from 5 Projects Part 1: RAG

#ai #rag #learning #programming

8 min read

Cover image for RAG-Powered Chat: OpenAI & ChromaDB Integration

Gabriel Melendez

Sep 10

RAG-Powered Chat: OpenAI & ChromaDB Integration

#rag #python #ai #webdev

5 min read

Cover image for How the Pool Pattern Works in Multi-tenant RAG

Gedion Daniel for AWS Community Builders

Aug 8

How the Pool Pattern Works in Multi-tenant RAG

#rag #aws #ai #programming

2 min read

Cover image for SuperOptiX Memory: A Practical Guide for Building Agents That Remember

Aug 12

SuperOptiX Memory: A Practical Guide for Building Agents That Remember

#ai #llm #rag #memory

6 min read

Cover image for AWS User Group Chennai Meetup - Session 3: A Serverless AI-Powered e-Learning Assistant

N Chandra Prakash Reddy for AWS Community Builders

Oct 7

AWS User Group Chennai Meetup - Session 3: A Serverless AI-Powered e-Learning Assistant

#aws #ai #serverless #rag

6 min read

Cover image for From Markdown to Meaning: Turn Your Obsidian Notes into a Conversational Database Using LangChain, Python, and ChromaDB

Prathap Daniel Rajasooriyar

Aug 28

From Markdown to Meaning: Turn Your Obsidian Notes into a Conversational Database Using LangChain, Python, and ChromaDB

#rag #chromadb #langchain #obsidian

13 min read

Cover image for GenAI Foundations – Chapter 5: Project Planning with the Generative AI Canvas

Romina Elena Mendez Escobar

Sep 9

GenAI Foundations – Chapter 5: Project Planning with the Generative AI Canvas

#ai #data #rag #agile

4 min read

Cover image for GenAI Foundations – Chapter 1: Prompt Basics: From Theory to Practice

Romina Elena Mendez Escobar

Sep 9

GenAI Foundations – Chapter 1: Prompt Basics: From Theory to Practice

#ai #rag #machinelearning #data

7 min read

Cover image for GenAI Foundations – Chapter 4: Model Customization & Evaluation – Can We Trust the Outputs?

Romina Elena Mendez Escobar

Sep 9

GenAI Foundations – Chapter 4: Model Customization & Evaluation – Can We Trust the Outputs?

#ai #rag #datascience #data

9 min read

PSBigBig

Aug 6

🤯 Why Your RAG System with FAISS Is Still Failing — and How to Actually Fix It

#rag #programming #tutorial #opensource

3 min read

Aug 5

Building NeuroStash - V

#fastapi #python #api #rag

4 min read

Cover image for We built memory for AI apps focusing on individuals and achieved SOTA (88.24%) on LoCoMo benchmark

Manik Aggarwal for CORE

Sep 8

We built memory for AI apps focusing on individuals and achieved SOTA (88.24%) on LoCoMo benchmark

#rag #llm #chatgpt #memory

2 min read

Cover image for 🐍 How I Built a Terminal Knowledge Crawler in Pure Python (No Frameworks)

Fahad Shah

Aug 4

🐍 How I Built a Terminal Knowledge Crawler in Pure Python (No Frameworks)

#python #ai #rag #basic

4 min read

Cover image for SuperOptiX: A Deep Technical Dive into the Next-Generation AI Agent Framework

Aug 4

SuperOptiX: A Deep Technical Dive into the Next-Generation AI Agent Framework

#ai #mcp #rag

10 min read

Sep 6

The Future of Document Scanning: A Look at LLM-Powered OCR

#rag #ollama #granite #llama

12 min read

GitHubOpenSource

Aug 3

HelixDB: The Blazing-Fast Graph-Vector Database You Need to Check Out!

#graph #vector #rag #rust

2 min read

Cover image for Couchbase Weekly Updates - September 5, 2025

Brian King for Couchbase

Sep 5

Couchbase Weekly Updates - September 5, 2025

#couchbase #rag #mobile #promptengineering

3 min read

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