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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 🧠Maybe I Just Do Not Get It!

marcosomma

Dec 2 '25

🧠Maybe I Just Do Not Get It!

#ai #rag #machinelearning #opensource

12 min read

Cover image for Prompt Systems > Prompt Engineering: The Enterprise Shift in 2026

Dec 18 '25

Prompt Systems > Prompt Engineering: The Enterprise Shift in 2026

#ai #promptengineering #rag #llm

4 min read

Cover image for [Update] VAC: A Memory Layer That Makes LLMs Remember You

Viktor Kuznetsov | VAC Memory System CEO

Dec 7 '25

[Update] VAC: A Memory Layer That Makes LLMs Remember You

#ai #rag #opensource #machinelearning

3 min read

Cover image for Por Qué el 83% de Herramientas de Detección de Alucinaciones RAG Fallan en Producción

Abdessamad Ammi

Dec 17 '25

Por Qué el 83% de Herramientas de Detección de Alucinaciones RAG Fallan en Producción

#rag #machinelearning #llm #qualityassurance

3 min read

Cover image for AWS Knowledge Bases: Building Intelligent, Context-Aware Applications at Scale

Dec 17 '25

AWS Knowledge Bases: Building Intelligent, Context-Aware Applications at Scale

#aws #ai #bedrock #rag

3 min read

Javokhir Shoyusupov for AWS Community Builders

Dec 7 '25

How S3 Vectors Work: A Friendly Guide to AWS’s New Vector Store

#ai #aws #rag #vectordatabase

5 min read

Dec 16 '25

Choosing the Right Chunking Strategy: A Comprehensive Guide to RAG Optimization

#llm #performance #rag

10 min read

Cover image for Kreuzberg v4.0.0-RC.8 is Available

Na'aman Hirschfeld (Goldziher) for Kreuzberg

Dec 15 '25

Kreuzberg v4.0.0-RC.8 is Available

#rag #programming #ai #webdev

8 min read

Dec 16 '25

Create a Knowledge Base in Amazon Bedrock (Step-by-Step Console Guide)

#ai #rag #aws #tutorial

6 min read

Eber Cruz Fararoni

Dec 15 '25

Weaviate for RAG: When It Shines (and When It Doesn’t)

#database #rag #llm #architecture

2 min read

Cover image for How to Build a Scalable RAG-Based Chatbot on AWS?

Dec 14 '25

How to Build a Scalable RAG-Based Chatbot on AWS?

#aws #agents #rag #ai

8 min read

Cover image for Docify: Building a Production RAG System for Knowledge Management

Dec 14 '25

Docify: Building a Production RAG System for Knowledge Management

#ai #rag #llm #architecture

4 min read

Cover image for Cómo Incorporar la IA a un ERP: De Asistencia Inteligente a Automatización Total

Nov 10 '25

Cómo Incorporar la IA a un ERP: De Asistencia Inteligente a Automatización Total

#ai #mcp #rag #productivity

5 min read

Cover image for RAG for Developers — Built for Code, Not Just Text (Review Requested)

Dec 13 '25

RAG for Developers — Built for Code, Not Just Text (Review Requested)

#rag #llm #promptengineering #programming

1 min read

Alain Airom (Ayrom)

Dec 13 '25

My hands-on experience with Qdrant and Docling (and Ollama)

#qdrant #rag #docling #granite

11 min read

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