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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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RAG in Practice — Part 3: How RAG Works — The Complete Pipeline

RAG in Practice — Part 3: How RAG Works — The Complete Pipeline

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9 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
Why Most RAG Systems Hallucinate — And How My Hybrid Pipeline Fixes It

Why Most RAG Systems Hallucinate — And How My Hybrid Pipeline Fixes It

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13 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
Retrieval Strategy Design: Vector, Keyword, and Hybrid Search

Retrieval Strategy Design: Vector, Keyword, and Hybrid Search

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3 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
RAG vs Fine-Tuning for LLMs (2026): What Actually Works in Production

RAG vs Fine-Tuning for LLMs (2026): What Actually Works in Production

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6 min read
I Built a RAG Agent From Scratch — Here's What I Actually Learned

I Built a RAG Agent From Scratch — Here's What I Actually Learned

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3 min read
Agentic AI Architecture: From CLI Tools to Enterprise Systems

Agentic AI Architecture: From CLI Tools to Enterprise Systems

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4 min read
Build a RAG Pipeline in Java (Text Vector LLM, No Paid APIs)

Build a RAG Pipeline in Java (Text Vector LLM, No Paid APIs)

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3 min read
RAG in Practice — Part 2: What RAG Is and Why It Works

RAG in Practice — Part 2: What RAG Is and Why It Works

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5 min read
RAG in Practice — Part 1: Why AI Gets Things Wrong

RAG in Practice — Part 1: Why AI Gets Things Wrong

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4 min read
Building Production RAG Systems in .NET 10: The Complete Guide to Embeddings

Building Production RAG Systems in .NET 10: The Complete Guide to Embeddings

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5 min read
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