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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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LLM Models and RAG Applications Step-by-Step - Part III - Searching and Injecting Context

LLM Models and RAG Applications Step-by-Step - Part III - Searching and Injecting Context

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11 min read
LLM Models and RAG Applications Step-by-Step - Part I - Introduction

LLM Models and RAG Applications Step-by-Step - Part I - Introduction

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16 min read
LLM Models and RAG Applications Step-by-Step - Part II - Creating the Context

LLM Models and RAG Applications Step-by-Step - Part II - Creating the Context

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19 min read
Creating a Simple RAG in Python with AzureOpenAI and LlamaIndex
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Creating a Simple RAG in Python with AzureOpenAI and LlamaIndex

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2 min read
What is RAG in AI? How It Combines Retrieval with Generation for Accurate Results
Cover image for What is RAG in AI? How It Combines Retrieval with Generation for Accurate Results

What is RAG in AI? How It Combines Retrieval with Generation for Accurate Results

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4 min read
Generative Audio

Generative Audio

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8 min read
RAG vs. Fine-Tuning: Which Is Best for Enhancing LLMs?
Cover image for RAG vs. Fine-Tuning: Which Is Best for Enhancing LLMs?

RAG vs. Fine-Tuning: Which Is Best for Enhancing LLMs?

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6 min read
Create Your Own AI RAG Chatbot: A Python Guide with LangChain
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Create Your Own AI RAG Chatbot: A Python Guide with LangChain

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7 min read
The Bug That Once Stopped the World
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The Bug That Once Stopped the World

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2 min read
OpenRAG: An Open-Source GenAI Application to Supercharge Data Queries with Large Language Models
Cover image for OpenRAG: An Open-Source GenAI Application to Supercharge Data Queries with Large Language Models

OpenRAG: An Open-Source GenAI Application to Supercharge Data Queries with Large Language Models

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3 min read
Exploring RAG: How Data Ingestion Powers Cutting-Edge AI?
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Exploring RAG: How Data Ingestion Powers Cutting-Edge AI?

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3 min read
Building a Document QA with Streamlit & OpenAI
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Building a Document QA with Streamlit & OpenAI

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5 min read
How I Use ChatGPT To Spec Out Hardware Upgrades
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How I Use ChatGPT To Spec Out Hardware Upgrades

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4 min read
Swiftide 0.12 - Hybrid Search, search filters, parquet loader, and a giant speed bump

Swiftide 0.12 - Hybrid Search, search filters, parquet loader, and a giant speed bump

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1 min read
🚀 Introduction to Building AI-Powered Apps with Streamlit and FastAPI
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🚀 Introduction to Building AI-Powered Apps with Streamlit and FastAPI

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7 min read
The Best Database for Retrieval-Augmented Generation (RAG): Choosing the Right Solution
Cover image for The Best Database for Retrieval-Augmented Generation (RAG): Choosing the Right Solution

The Best Database for Retrieval-Augmented Generation (RAG): Choosing the Right Solution

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5 min read
Golden-Retriever: High-Fidelity Agentic Retrieval Augmented Generation for Industrial Knowledge Base

Golden-Retriever: High-Fidelity Agentic Retrieval Augmented Generation for Industrial Knowledge Base

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1 min read
How to Build Smarter AI Apps and Reduce Hallucinations with RAG
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How to Build Smarter AI Apps and Reduce Hallucinations with RAG

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4 min read
Chunking in AI - The Secret Sauce You're Missing
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Chunking in AI - The Secret Sauce You're Missing

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6 min read
Time Waits for No Document: 5 ways to speed up your work
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Time Waits for No Document: 5 ways to speed up your work

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5 min read
Unveiling the Magic Behind Autonomous AI Agents
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Unveiling the Magic Behind Autonomous AI Agents

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3 min read
A New Reliable AI Tool for Developers

A New Reliable AI Tool for Developers

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1 min read
Will Retrieval Augmented Generation (RAG) Be Killed by Long-Context LLMs?

Will Retrieval Augmented Generation (RAG) Be Killed by Long-Context LLMs?

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9 min read
Has anyone worked with embeddings generation, and open to helping me with it?

Has anyone worked with embeddings generation, and open to helping me with it?

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1 min read
Swiftide 0.9, a Rust native library for building LLM applications with RAG, brings Fluvio, Lancedb and Ragas support

Swiftide 0.9, a Rust native library for building LLM applications with RAG, brings Fluvio, Lancedb and Ragas support

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3 min read
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