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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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Vector Search & Code Embeddings: Building a Smart Knowledge Base with LangChain and FAISS

Vector Search & Code Embeddings: Building a Smart Knowledge Base with LangChain and FAISS

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4 min read
Optimizing a RAG-Based Helpdesk Chatbot: Improving Accuracy with pgvector

Optimizing a RAG-Based Helpdesk Chatbot: Improving Accuracy with pgvector

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4 min read
Simple Knowledge Retrieval: A RAG Implementation and query using IBM Granite on Hugging Face

Simple Knowledge Retrieval: A RAG Implementation and query using IBM Granite on Hugging Face

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7 min read
5 GenAI Things You Didn't Know About Astra DB

5 GenAI Things You Didn't Know About Astra DB

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8 min read
Build RAG Chatbot with LangChain, Milvus, Anthropic Claude 3 Opus, and OpenAI text-embedding-3-small

Build RAG Chatbot with LangChain, Milvus, Anthropic Claude 3 Opus, and OpenAI text-embedding-3-small

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8 min read
Model Context Protocol (MCP): The USB-C for AI Applications

Model Context Protocol (MCP): The USB-C for AI Applications

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3 min read
OpenAI Compatible API

OpenAI Compatible API

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10 min read
Code Explanation: "Repomix: Codebase Packaging for AI Consumption"

Code Explanation: "Repomix: Codebase Packaging for AI Consumption"

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5 min read
How to Build a RAG Chatbot with LangChain, Milvus, Together AI Mixtral 8x7B Instruct v0.1, and OpenAI text-embedding-3-large

How to Build a RAG Chatbot with LangChain, Milvus, Together AI Mixtral 8x7B Instruct v0.1, and OpenAI text-embedding-3-large

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8 min read
RAG Chatbot: Build with LangChain, Milvus, Fireworks AI 🔥Llama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

RAG Chatbot: Build with LangChain, Milvus, Fireworks AI 🔥Llama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

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8 min read
Deployable On-Premises RAG

Deployable On-Premises RAG

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1 min read
LangChain + FalkorDB: Building AI Agents with Memory

LangChain + FalkorDB: Building AI Agents with Memory

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2 min read
The Future of AI: How Retrieval-Augmented Generation (RAG) is Changing the Game

The Future of AI: How Retrieval-Augmented Generation (RAG) is Changing the Game

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3 min read
What is Vector DB ?

What is Vector DB ?

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51 min read
GPT-4.5 Announced: How to Access the Latest OpenAI Model Without Rate Limits

GPT-4.5 Announced: How to Access the Latest OpenAI Model Without Rate Limits

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2 min read
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