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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 Introducing Embex: The Universal Vector Database ORM

KOLOG B Josias Yannick

Jan 3

Introducing Embex: The Universal Vector Database ORM

#vectordatabases #rust #ai #rag

3 min read

Cover image for 🚀 How I Created an AI-Powered Secret Santa Using Cognee as the Memory Layer

Dec 11 '25

🚀 How I Created an AI-Powered Secret Santa Using Cognee as the Memory Layer

#ai #coding #rag #llm

5 min read

Cover image for How to give Claude "Long Term Memory" of your local files (No Docker required)

Dec 10 '25

How to give Claude "Long Term Memory" of your local files (No Docker required)

#python #ai #mcp #rag

3 min read

Cover image for Azure AI Search at Scale: Building RAG Applications with Enhanced Vector Capacity

Jubin Soni

Jan 2

Azure AI Search at Scale: Building RAG Applications with Enhanced Vector Capacity

#azure #ai #rag #vectordatabase

6 min read

Cover image for Build Your Own Spaceport: Local RAG Evaluation with Meta CRAG

astronaut

Dec 30 '25

Build Your Own Spaceport: Local RAG Evaluation with Meta CRAG

#ai #rag #machinelearning #python

4 min read

Vinicius Fagundes

Dec 21 '25

RAG Evaluation Metrics: Measuring What Actually Matters

#llm #rag #dataengineering #ai

10 min read

Cover image for LLM Mastery: Skip the Math, Focus on RAG (2026 Roadmap)

Nov 28 '25

LLM Mastery: Skip the Math, Focus on RAG (2026 Roadmap)

#llm #rag #softwareengineering #promptengineering

7 min read

Cover image for Building a Side Project with ADHD: ChatGPT Gaslighting, r/ADHD Bans, and Why I Needed a Friend

datawrangler.AI

Nov 25 '25

Building a Side Project with ADHD: ChatGPT Gaslighting, r/ADHD Bans, and Why I Needed a Friend

#rag #ai #buildinpublic #nlp

6 min read

Joshua O.

Dec 9 '25

Zero-Friction AI Dev: Build and Deploy Chatbots with a Single Docker Compose File

#ai #python #docker #rag

9 min read

Dec 30 '25

🕸️ Stop Building "Dumb" RAG: Why Vectors Are Not Enough (The GraphRAG Shift)

#ai #rag #machinelearning #database

3 min read

Cover image for From RAG to RAO Level 6: How I Evolved Tiramisu Framework into a Multi-Agent System

tiramisu-framework

Nov 25 '25

From RAG to RAO Level 6: How I Evolved Tiramisu Framework into a Multi-Agent System

#agents #rag #ai #python

8 min read

Nov 28 '25

Rethinking My Deep-Research Agent Workflow — Should We Move Beyond Static Trees?

#ai #rag #programming

1 min read

Alberto Luiz Souza

Dec 29 '25

Como Criar um Chatbot com RAG do Zero: Guia Prático com OpenAI e Qdrant

#openai #rag #ai #tutorial

7 min read

Cover image for The Complete Developer’s Guide to GraphRAG, LightRAG, and AgenticRAG

Nov 24 '25

The Complete Developer’s Guide to GraphRAG, LightRAG, and AgenticRAG

#rag #llm #ai #agents

4 min read

Dec 18 '25

TrueFoundry vs Bifrost: Why We Chose Specialization Over an All-in-One MLOps Platform

#ai #agents #rag #machinelearning

5 min read

Cover image for Complete Toolkit for LLM Development

Nov 24 '25

Complete Toolkit for LLM Development

#ai #rag #software #gpt3

2 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 Lessons Learned Deploying LLMs in Regulated Enterprise Environments

Dec 17 '25

Lessons Learned Deploying LLMs in Regulated Enterprise Environments

#llm #rag #ai #llmdeployment

4 min read

Cover image for Building Vroom AI: A Multi-Agent Architecture for Intelligent Driving Education

Dec 29 '25

Building Vroom AI: A Multi-Agent Architecture for Intelligent Driving Education

#ai #edtech #rag #agents

7 min read

Nov 23 '25

Knowledge Graphs + LLM Integration: Query Your Ontology with Natural Language

#rag #llm #tooling #ai

4 min read

Clo O

Nov 23 '25

AI Agentic RAG Pipeline to Surface Community Insights from Census Data

#agents #rag #ai #python

3 min read

Cover image for Building a Local-First RAG Engine for AI Coding Assistants

Dec 27 '25

Building a Local-First RAG Engine for AI Coding Assistants

#rag #mcp #go #ai

4 min read

Dec 15 '25

Our RAG system still failed on hierarchical metrics — Part 2

#rag #springboot #openai #systemdesign

6 min read

Dec 26 '25

🧠 Beyond Chatbots: Building 'Echo-Learn', an Agentic AI Tutor with Biological Memory

#ai #gemini #rag #typescript

4 min read

Cover image for RAG Without the Internet - Lessons From Building an Internal-Only AI Assistant on Markdown and Confluence

Dec 22 '25

RAG Without the Internet - Lessons From Building an Internal-Only AI Assistant on Markdown and Confluence

#rag #agents #embeddings #prompting

6 min read

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