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📰 Medium · RAG

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Part 1: Beyond Naive Chunking: Why Production RAG Needs Multi-Representation Indexing
Medium · RAG 1h ago
Part 1: Beyond Naive Chunking: Why Production RAG Needs Multi-Representation Indexing
Beyond Naive Chunking: Why Production RAG Needs Multi-Representation Indexing Continue reading on Medium »
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My First RAG Chatbot: Curiosity, Stupidity, and a Lot of Forgotten venv Activations
Medium · RAG 1h ago
My First RAG Chatbot: Curiosity, Stupidity, and a Lot of Forgotten venv Activations
How I Even Got Here Continue reading on Medium »
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Your DevOps Agent Just Got a Memory
Medium · RAG 1h ago
Your DevOps Agent Just Got a Memory
Your DevOps investigations shouldn’t die in a closed browser tab. Continue reading on Medium »
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Quick Bytes — Embedding
Medium · RAG 2h ago
Quick Bytes — Embedding
What does the array of numbers actually mean? click to read. Continue reading on Daily diaries »
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Vector Databases Explained: A Beginner’s Guide to Indexing, ANN, HNSW, IVF, and Similarity Search…
Medium · RAG 2h ago
Vector Databases Explained: A Beginner’s Guide to Indexing, ANN, HNSW, IVF, and Similarity Search…
Large Language Models (LLMs) have transformed how we build intelligent applications. But if you’ve ever wondered how AI chatbots instantly… Continue reading on
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Why Naive RAG Fails: Common Mistakes That Break Retrieval-Augmented Generation in Production
Medium · RAG 2h ago
Why Naive RAG Fails: Common Mistakes That Break Retrieval-Augmented Generation in Production
Retrieval-Augmented Generation (RAG) has become one of the most important techniques in modern AI applications. It powers enterprise… Continue reading on Medium
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Why an LLM That Fits Your GPU Can Still Fail: The Real Bottlenecks Behind VRAM, Quantization, and…
Medium · RAG 2h ago
Why an LLM That Fits Your GPU Can Still Fail: The Real Bottlenecks Behind VRAM, Quantization, and…
Why an LLM That “Fits” Your GPU Can Still Be Slow, Unstable, or Run Out of Memory Continue reading on Medium »
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Embeddings in RAG: Turning Chunks into Mathematical Meaning
Medium · RAG 2h ago
Embeddings in RAG: Turning Chunks into Mathematical Meaning
Introduction Continue reading on Medium »
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Summary RAG System
Medium · RAG 3h ago
Summary RAG System
This is a tutorial to create a RAG system that gets the key points from a PDF file. Continue reading on Medium »
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Medium · RAG 3h ago
Embeddings Explained
Turning meaning into numbers you can compare. Continue reading on The 60-Second Programmer »
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Intellibooks Enterprise Agent Gateway Architecture for Production AI Agents: The Foundation of…
Medium · RAG 4h ago
Intellibooks Enterprise Agent Gateway Architecture for Production AI Agents: The Foundation of…
Artificial Intelligence is rapidly transforming the enterprise, but building production-ready AI agents requires much more than connecting… Continue reading on
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I Wrote a Chunking Pipeline That Actually Works.
Medium · RAG 4h ago
I Wrote a Chunking Pipeline That Actually Works.
A few weeks ago I wrote a piece called Why Your Chunking Strategy Matters More Than Your Model. It did numbers. My inbox did not recover… Continue reading on Me
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Is Your AI Making Things Up? Meet RAG: The Ultimate Solution for Accurate Information
Medium · RAG 5h ago
Is Your AI Making Things Up? Meet RAG: The Ultimate Solution for Accurate Information
Artificial Intelligence has transformed how we work, but it has a massive secret: it doesn’t actually “know” everything. Continue reading on Medium »
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ANN Algorithms in Vector Search — HNSW, Inverted File Index, and PQ Explained
Medium · RAG 5h ago
ANN Algorithms in Vector Search — HNSW, Inverted File Index, and PQ Explained
Modern AI systems rely heavily on vector search to find semantically similar items across large datasets. Whether you’re building semantic… Continue reading on
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Vector Databases Compared — FAISS, Pinecone, Weaviate, Qdrant, and ChromaDB
Medium · RAG 5h ago
Vector Databases Compared — FAISS, Pinecone, Weaviate, Qdrant, and ChromaDB
Vector databases have become a core building block of modern AI systems, especially with the rise of embeddings and Retrieval-Augmented… Continue reading on Med
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Medium · RAG 8h ago
The R in RAG
Retrieval-Augmented Generation (RAG) has fundamentally changed how Large Language Models (LLMs) answer questions. Continue reading on Medium »
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The Knowledge Publisher Pattern: Solving RAG Staleness at the Source
Medium · RAG 9h ago
The Knowledge Publisher Pattern: Solving RAG Staleness at the Source
RAG knowledge rots because it’s maintained separately from the code it describes. The Knowledge Publisher Pattern fixes it at the source… Continue reading on Me
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Medium · RAG 9h ago
RAG Is Not Enough: Why AI Agents Still Need Live Search
RAG helps AI systems use what you already know. Live search helps them understand what changed outside your knowledge base. Continue reading on Medium »
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14 Challenges I Overcame Building an AI “Memory” for Engineering Teams
Medium · RAG 10h ago
14 Challenges I Overcame Building an AI “Memory” for Engineering Teams
The messy, technical, and rewarding journey of moving beyond simple RAG with Cognee. Continue reading on Medium »
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3 Common RAG Mistakes That Break AI Systems (Before the LLM Even Starts)
Medium · RAG 12h ago
3 Common RAG Mistakes That Break AI Systems (Before the LLM Even Starts)
Most people blame the LLM when their RAG system gives a bad answer. Continue reading on Medium »
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I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
Medium · RAG 14h ago
I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
What actually changes when you go from a 10K-document demo to a production system handling ten million, and why most RAG tutorials quietly… Continue reading on
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I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
Medium · RAG 15h ago
I Built RAG for 10 Million Documents. Here’s What Actually Stops Hallucination
What actually changes when you go from a 10K-document demo to a production system handling ten million, and why most RAG tutorials quietly… Continue reading on
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Building an AI Agent From E-Books? One of These Steps Can Get You Sued.
Medium · RAG 15h ago
Building an AI Agent From E-Books? One of These Steps Can Get You Sued.
Building a subject-matter-expert AI agent from e-books is a weekend demo and a six-month liability. The difference is two steps everyone… Continue reading on Me
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Medium · RAG 16h ago
Building My First RAG Application Using LangChain and Ollama
In my previous blog, I explained why we need Retrieval-Augmented Generation (RAG) using a simple cricket analogy. Continue reading on Medium »
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