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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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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
Unlock Smarter AI: A Beginner's Guide to RAG (Retrieval Augmented Generation)

Unlock Smarter AI: A Beginner's Guide to RAG (Retrieval Augmented Generation)

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4 min read
Construyendo RAG con pgvector: Por Qué Dejé de Pagar Pinecone

Construyendo RAG con pgvector: Por Qué Dejé de Pagar Pinecone

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7 min read
Semantic Caching in RAG Systems & AI Agents

Semantic Caching in RAG Systems & AI Agents

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11 min read
Vectorless RAG: Entenda Como Fazer RAG Sem Vector Database

Vectorless RAG: Entenda Como Fazer RAG Sem Vector Database

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5 min read
Get Started with seekdb_ Install, Deploy, and Run Your First Hybrid Search

Get Started with seekdb_ Install, Deploy, and Run Your First Hybrid Search

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5 min read
Building a RAG System from Scratch: Turning Aviation Disruption Data into an AI-Powered Q&A App

Building a RAG System from Scratch: Turning Aviation Disruption Data into an AI-Powered Q&A App

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5 min read
Book Review: “Mastering NLP From Foundations to Agents - 2nd Edition”

Book Review: “Mastering NLP From Foundations to Agents - 2nd Edition”

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5 min read
Give Your Local LLM a Memory That Actually Works

Give Your Local LLM a Memory That Actually Works

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2 min read
My RAG Stack for Code Retrieval: pgvector HNSW + Metadata Filters + Reranking (and the Parts I Refuse to Guess About)

My RAG Stack for Code Retrieval: pgvector HNSW + Metadata Filters + Reranking (and the Parts I Refuse to Guess About)

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5 min read
The Agentic Web: When AI Starts Talking to Other AI

The Agentic Web: When AI Starts Talking to Other AI

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5 min read
Browser-run Colab notebooks for systematic RAG optimization (chunking, retrieval, rerankers, prompts)

Browser-run Colab notebooks for systematic RAG optimization (chunking, retrieval, rerankers, prompts)

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1 min read
The Meeting Tax: Why Client Calls Steal 8–12 Hours/Week from Small-Agency AI Engineers (and How to Fix It)

The Meeting Tax: Why Client Calls Steal 8–12 Hours/Week from Small-Agency AI Engineers (and How to Fix It)

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4 min read
The Full Graph-RAG Stack As Declarative Pipelines in Cypher

The Full Graph-RAG Stack As Declarative Pipelines in Cypher

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4 min read
Multimodal Rerankers: The Fix for Object Storage RAG

Multimodal Rerankers: The Fix for Object Storage RAG

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5 min read
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