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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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Building Production-Ready AI Document Processing Pipelines with RAG

Building Production-Ready AI Document Processing Pipelines with RAG

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26 min read
The REM Cycle: What Background Memory Consolidation Actually Does

The REM Cycle: What Background Memory Consolidation Actually Does

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2 min read
GPU-Bridge + LlamaIndex: Embeddings and Reranking in One Line

GPU-Bridge + LlamaIndex: Embeddings and Reranking in One Line

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2 min read
RAG in Practice — Read from the beginning

RAG in Practice — Read from the beginning

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2 min read
Graph RAG vs Vector RAG: A Practitioner's Guide to Choosing the Right Architecture

Graph RAG vs Vector RAG: A Practitioner's Guide to Choosing the Right Architecture

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3 min read
My RAG Pipeline Took an Hour. Here's How I Got It Down to 30 Seconds.

My RAG Pipeline Took an Hour. Here's How I Got It Down to 30 Seconds.

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3 min read
Everyone Suddenly Said “RAG is Dead”

Everyone Suddenly Said “RAG is Dead”

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3 min read
Build a Production-Ready RAG System Over Your Own Documents in 2026 – A Practical Tutorial

Build a Production-Ready RAG System Over Your Own Documents in 2026 – A Practical Tutorial

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3 min read
Your RAG pipeline is only as good as the shit you put in your vector database

Your RAG pipeline is only as good as the shit you put in your vector database

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2 min read
How I Built a Smart Q&A Bot for a Local Music Venue in a Weekend — A Practical Introduction to RAG Systems

How I Built a Smart Q&A Bot for a Local Music Venue in a Weekend — A Practical Introduction to RAG Systems

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31 min read
Continuous Refactoring with LLMs: Patterns That Work in Production

Continuous Refactoring with LLMs: Patterns That Work in Production

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4 min read
Vector Graph RAG: Multi-Hop RAG Without a Graph Database

Vector Graph RAG: Multi-Hop RAG Without a Graph Database

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4 min read
Open Source Project of the Day (Part 28): Graphiti - Building Real-Time Knowledge Graphs for AI Agents

Open Source Project of the Day (Part 28): Graphiti - Building Real-Time Knowledge Graphs for AI Agents

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7 min read
## I Built an AI Tourism Assistant for Kenya Using RAG, pgvector, and Streamlit

## I Built an AI Tourism Assistant for Kenya Using RAG, pgvector, and Streamlit

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3 min read
LedgerMind v3.0: Knowledge That Lives, Breathes, and Dies on Purpose

LedgerMind v3.0: Knowledge That Lives, Breathes, and Dies on Purpose

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12 min read
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