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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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Manasa Nandelli

Dec 17

RAG-Augmented Agile Story Generation: An Architectural Framework for LLM-Powered Backlog Automation

#manasanandelli #rag #ai #llm

8 min read

Dec 16

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

#llm #performance #rag

10 min read

Cover image for STOP GUESSING: The Observability Stack I Built to Debug My Failing AI Agents

Dec 16

STOP GUESSING: The Observability Stack I Built to Debug My Failing AI Agents

#rag #webdev #ai #postgres

3 min read

Vinicius Fagundes

Dec 16

Human-in-the-Loop Systems: Building AI That Knows When to Ask for Help

#ai #rag #programming #data

17 min read

Cover image for Prompt -> RAG -> Eval: System Overview for LLM Engineers

Dec 15

Prompt -> RAG -> Eval: System Overview for LLM Engineers

#ai #rag #agents #programming

3 min read

Cover image for Implementing Retrieval-Augmented Generation (RAG) with Real-World Constraints

Dec 15

Implementing Retrieval-Augmented Generation (RAG) with Real-World Constraints

#ai #rag #llm

3 min read

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

Na'aman Hirschfeld (Goldziher) for Kreuzberg.dev

Dec 15

Kreuzberg v4.0.0-RC.8 is Available

#rag #programming #ai #webdev

8 min read

Cover image for RAG Pipeline: How Retrieval-Augmented Generation Really Works in Production?

Dec 15

RAG Pipeline: How Retrieval-Augmented Generation Really Works in Production?

#ai #productivity #rag #ragpipeline

3 min read

Dec 15

Functional MCP AI System Diagram

#systemdesign #ai #rag #llm

1 min read

Dec 15

Our RAG system still failed on hierarchical metrics — Part 2

#rag #springboot #openai #systemdesign

6 min read

Saji John Miranda

Dec 15

Why GenAI Observability Breaks in Production

#genai #llm #rag #architecture

2 min read

Cover image for Launching your personal assistant

Dec 16

Launching your personal assistant

#aws #expo #mastra #rag

14 min read

Vinicius Fagundes

Dec 14

Multi-Step Reasoning and Agentic Workflows: Building AI That Plans and Executes

#ai #rag #programming #webdev

16 min read

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

Dec 13

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

#rag #llm #promptengineering #programming

1 min read

Dec 13

Stop feeding garbage to your LLM: How to get clean Markdown from Documentation

#ai #webscraping #rag #python

1 min read

Dec 13

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

#qdrant #rag #docling #granite

11 min read

Cover image for Building a Simple RAG System Using FAISS

Dec 14

Building a Simple RAG System Using FAISS

#ai #machinelearning #rag #tutorial

3 min read

Vinicius Fagundes

Dec 11

Reranking and Two-Stage Retrieval: Precision When It Matters Most

#ai #llm #rag

2 min read

Cover image for LLMs Hallucinate. RAG Fixes That — Here’s How We Built a Reliable Healthcare AI

Shrinivas Nadager

Dec 12

LLMs Hallucinate. RAG Fixes That — Here’s How We Built a Reliable Healthcare AI

#rag #ai #llm #tutorial

3 min read

Dec 12

Build Better RAG Pipelines: Scraping Technical Docs to Clean Markdown

#webscraping #rag #wideas #llm

2 min read

Cover image for I Built a TUI to Visualize RAG Chunking because chunk_size=1000 is a Lie 📉

Muhammed Rasin O M

Dec 10

I Built a TUI to Visualize RAG Chunking because chunk_size=1000 is a Lie 📉

#rag #python #machinelearning #opensource

3 min read

Eber Cruz

Dec 15

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

#database #rag #llm #architecture

2 min read

Dec 16

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

#ai #rag #aws #tutorial

6 min read

Dec 14

Our RAG system failed to understand KPIs — Part 1: Metric retrieval design

#rag #systemdesign #vectordatabase #backend

5 min read

Cover image for Why your AI assistant lies to you (and how to fix it)

Dec 11

Why your AI assistant lies to you (and how to fix it)

#rag #machinelearning #ai #llm

4 min read

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