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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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Generative Engine Optimization (GEO): The New Frontier Beyond SEO
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Generative Engine Optimization (GEO): The New Frontier Beyond SEO

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Comments 2
3 min read
VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval
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VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval

5
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1 min read
Retrieval Metrics Demystified: From BM25 Baselines to EM@5 & Answer F1
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Retrieval Metrics Demystified: From BM25 Baselines to EM@5 & Answer F1

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4 min read
Tools to Detect & Reduce Hallucinations in a LangChain RAG Pipeline in Production

Tools to Detect & Reduce Hallucinations in a LangChain RAG Pipeline in Production

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6 min read
How to Build Agentic Rag in Rust
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How to Build Agentic Rag in Rust

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6 min read
🌟 Day 8: RAG & Prompt Templates — Wisdom Meets AI the Indian Way
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🌟 Day 8: RAG & Prompt Templates — Wisdom Meets AI the Indian Way

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5 min read
Technical Deep Dive: Building an AI-Powered Real Time Root Cause Analysis System
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Technical Deep Dive: Building an AI-Powered Real Time Root Cause Analysis System

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2 min read
How run LLM in local using Docker.
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How run LLM in local using Docker.

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2 min read
Understanding Reciprocal Rank Fusion (RRF) in Retrieval-Augmented Systems

Understanding Reciprocal Rank Fusion (RRF) in Retrieval-Augmented Systems

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2 min read
What Are LLMs, Really? Why Everyone's Talking About Them (and Why You Should Too)
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What Are LLMs, Really? Why Everyone's Talking About Them (and Why You Should Too)

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4 min read
🛣️ Day 7: From Road Trips to Lost & Found — Mastering Document Splitting & Retrieval with LangChain 🎒🧭
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🛣️ Day 7: From Road Trips to Lost & Found — Mastering Document Splitting & Retrieval with LangChain 🎒🧭

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4 min read
Chat your website to life: The CMS, Reimagined
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Chat your website to life: The CMS, Reimagined

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2 min read
40+ MCP Search Tools
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40+ MCP Search Tools

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1 min read
How to build an AI-Powered Retrieval-Augmented Generation (RAG) Chatbot Assistant with TypeScript, Node.js and LangGraph

How to build an AI-Powered Retrieval-Augmented Generation (RAG) Chatbot Assistant with TypeScript, Node.js and LangGraph

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12 min read
Building a Chatbot With Symfony and MongoDB

Building a Chatbot With Symfony and MongoDB

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15 min read
🧠 Building a Smart Regulatory Chatbot for IRDAI Using LangChain, Angular, FastAPI & OpenAI
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🧠 Building a Smart Regulatory Chatbot for IRDAI Using LangChain, Angular, FastAPI & OpenAI

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3 min read
Building a RAG (Retrieval-Augmented Generation) system in PHP with Neuron AI
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Building a RAG (Retrieval-Augmented Generation) system in PHP with Neuron AI

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7 min read
Mejora tu English Speaking con Amazon Nova Sonic y RAG
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Mejora tu English Speaking con Amazon Nova Sonic y RAG

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6 min read
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering

DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering

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2 min read
The RAG Autonomy Spectrum: A Guide to Designing Smarter AI Systems
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The RAG Autonomy Spectrum: A Guide to Designing Smarter AI Systems

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11 min read
Guarding the Restricted Section: A Magical Approach to Secure RAG With MongoDB, Permit.io, and LangChain

Guarding the Restricted Section: A Magical Approach to Secure RAG With MongoDB, Permit.io, and LangChain

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6 min read
How to use a knowledge graph ft. Yohei Nakajima
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How to use a knowledge graph ft. Yohei Nakajima

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1 min read
Retrieval Technique Series-5.How Large-Scale Search Systems Accelerate Retrieval with Distributed Technology

Retrieval Technique Series-5.How Large-Scale Search Systems Accelerate Retrieval with Distributed Technology

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3 min read
Build a Real-Time News AI Agent Using LangChain — In Just a Few Steps!
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Build a Real-Time News AI Agent Using LangChain — In Just a Few Steps!

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8 min read
🚀 How I Aced My LLM Interview: Building a RAG Chatbot
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🚀 How I Aced My LLM Interview: Building a RAG Chatbot

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5 min read
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