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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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The Context-Switch Trap: Why Multi-Client Freelance Work Steals 1.5 Hours/Day (and How to Fix It)
Cover image for The Context-Switch Trap: Why Multi-Client Freelance Work Steals 1.5 Hours/Day (and How to Fix It)

The Context-Switch Trap: Why Multi-Client Freelance Work Steals 1.5 Hours/Day (and How to Fix It)

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3 min read
Why Our RAG System Was Silently Returning Wrong Answers — And How We Fixed It

Why Our RAG System Was Silently Returning Wrong Answers — And How We Fixed It

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6 min read
RAG vs Agentic RAG: When to Use in NodeJS
Cover image for RAG vs Agentic RAG: When to Use in NodeJS

RAG vs Agentic RAG: When to Use in NodeJS

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7 min read
Your AI is a Confident Liar: How to Actually Fix Factual Hallucinations
Cover image for Your AI is a Confident Liar: How to Actually Fix Factual Hallucinations

Your AI is a Confident Liar: How to Actually Fix Factual Hallucinations

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5 min read
Build Your Own Longevity Researcher: RAG with Qdrant and 5,000+ PubMed Papers 🧬📚

Build Your Own Longevity Researcher: RAG with Qdrant and 5,000+ PubMed Papers 🧬📚

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3 min read
I built a VS Code extension that lets you chat with your database - everything runs locally
Cover image for I built a VS Code extension that lets you chat with your database - everything runs locally

I built a VS Code extension that lets you chat with your database - everything runs locally

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3 min read
Build a Simple Local Pune Travel AI with FAISS + Ollama LLM - POC

Build a Simple Local Pune Travel AI with FAISS + Ollama LLM - POC

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4 min read
Construyendo cosas... Día 1: Bot de nutrición deportiva con RAG

Construyendo cosas... Día 1: Bot de nutrición deportiva con RAG

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5 min read
Building an AI Training Data Pipeline with YouTube Transcripts

Building an AI Training Data Pipeline with YouTube Transcripts

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3 min read
Vector Search Metrics 🎯: Why Your "Distance" Might Be Wrong
Cover image for Vector Search Metrics 🎯: Why Your "Distance" Might Be Wrong

Vector Search Metrics 🎯: Why Your "Distance" Might Be Wrong

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3 min read
I Spent $400/Month on a Reranker That Made My RAG Worse

I Spent $400/Month on a Reranker That Made My RAG Worse

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5 min read
# Building Scalable RAG Systems with Hierarchical Clustering + Hierarchical RAG (and Why Cluster Summaries Matter)

# Building Scalable RAG Systems with Hierarchical Clustering + Hierarchical RAG (and Why Cluster Summaries Matter)

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4 min read
TxtAI got skills

TxtAI got skills

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4 min read
RAG vs Long-Context: how should you give LLMs your private data?

RAG vs Long-Context: how should you give LLMs your private data?

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2 min read
Building RAG & Knowledge Bases with seekdb: Three Paths, One Stack

Building RAG & Knowledge Bases with seekdb: Three Paths, One Stack

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4 min read
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