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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 vs Fine-Tuning: Choosing the Right Approach for Your LLM Application
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RAG vs Fine-Tuning: Choosing the Right Approach for Your LLM Application

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4 min read
Multimodal RAG with Elastic's ElasticSearch
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Multimodal RAG with Elastic's ElasticSearch

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5 min read
Do LLMs Lie? The Real Reason AI Sounds Smart While Making Things Up
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Do LLMs Lie? The Real Reason AI Sounds Smart While Making Things Up

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6 min read
I Switched From Pure Vector Search to Hybrid Retrieval in My RAG System — Here's What Changed

I Switched From Pure Vector Search to Hybrid Retrieval in My RAG System — Here's What Changed

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5 min read
Is Your RAG System Leaking Data? 5 Minute Security Check
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Is Your RAG System Leaking Data? 5 Minute Security Check

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7 min read
Build Your Own AI Ops Assistant — Part 4: Slack Integration
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Build Your Own AI Ops Assistant — Part 4: Slack Integration

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9 min read
PageIndex vs Vector RAG: Why Reasoning-Based Retrieval Achieves 98.7% Accuracy (Not 31%)
Cover image for PageIndex vs Vector RAG: Why Reasoning-Based Retrieval Achieves 98.7% Accuracy (Not 31%)

PageIndex vs Vector RAG: Why Reasoning-Based Retrieval Achieves 98.7% Accuracy (Not 31%)

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8 min read
Build Your Own AI Ops Assistant — Part 5: The Knowledge Loop
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Build Your Own AI Ops Assistant — Part 5: The Knowledge Loop

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6 min read
Scalable Multi-Agent Retrieval Systems Using LangChain

Scalable Multi-Agent Retrieval Systems Using LangChain

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5 min read
Demystifying the AI Jungle: Connecting the Dots

Demystifying the AI Jungle: Connecting the Dots

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5 min read
How a RAG Agent Helped My Father's Shoulder Treatment (And Saved ₹30,000).
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How a RAG Agent Helped My Father's Shoulder Treatment (And Saved ₹30,000).

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5 min read
The RAG System That Retrieved Perfect Chunks (But Answered Wrong Anyway)
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The RAG System That Retrieved Perfect Chunks (But Answered Wrong Anyway)

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4 min read
Building an Explainable Graph RAG System with SAGE (JSON-LD, Percentile Pruning, Multi-Hop Retrieval)

Building an Explainable Graph RAG System with SAGE (JSON-LD, Percentile Pruning, Multi-Hop Retrieval)

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3 min read
The RAG System That Mixed Documentation From Different Products (And Created Frankenstein Instructions)
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The RAG System That Mixed Documentation From Different Products (And Created Frankenstein Instructions)

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5 min read
The RAG System That Found Contradicting Answers (And Confidently Picked The Wrong One)
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The RAG System That Found Contradicting Answers (And Confidently Picked The Wrong One)

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4 min read
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