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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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FalkorDB has integrated with cognee to improve AI-driven knowledge retrieval

FalkorDB has integrated with cognee to improve AI-driven knowledge retrieval

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1 min read
De Chatbot a Experto Industrial: Construyendo un Asistente Inteligente con Amazon Bedrock

De Chatbot a Experto Industrial: Construyendo un Asistente Inteligente con Amazon Bedrock

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13 min read
Unlocking AI for Everyone: Build with RAG and Agentic RAG—No Code Needed

Unlocking AI for Everyone: Build with RAG and Agentic RAG—No Code Needed

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2 min read
Understanding RAG and Long-Context LLMs: Insights from the SELF-ROUTE Hybrid Approach

Understanding RAG and Long-Context LLMs: Insights from the SELF-ROUTE Hybrid Approach

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3 min read
What’s your favorite framework for building GenAI applications? (LangChain, Haystack, LlamaIndex, or others?) 🚀

What’s your favorite framework for building GenAI applications? (LangChain, Haystack, LlamaIndex, or others?) 🚀

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1 min read
DeepMind at Google: Denny Zhou

DeepMind at Google: Denny Zhou

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2 min read
Introducing Composio Tools| Agentic LLMs API Gateway

Introducing Composio Tools| Agentic LLMs API Gateway

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3 min read
Knowledgeable Agents with FalkorDB Graph RAG

Knowledgeable Agents with FalkorDB Graph RAG

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5 min read
Faiss with sqlite for RAG

Faiss with sqlite for RAG

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1 min read
Talk with your PDF documents in SharePoint

Talk with your PDF documents in SharePoint

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2 min read
Stock Financial Analysis (Report Generation) using Generative AI - Gemini 1.5 Flash vs LLama 3.2 8b Model

Stock Financial Analysis (Report Generation) using Generative AI - Gemini 1.5 Flash vs LLama 3.2 8b Model

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5 min read
Git clone - that repo is too big : HELP!

Git clone - that repo is too big : HELP!

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2 min read
Customize ChatGPT for Your Codebase : OpenAI

Customize ChatGPT for Your Codebase : OpenAI

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10 min read
Why AI Agents Are Not Ready to Get Real Jobs Done — Yet

Why AI Agents Are Not Ready to Get Real Jobs Done — Yet

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1 min read
What is Chunk Size and Chunk Overlap

What is Chunk Size and Chunk Overlap

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3 min read
Why Run LLM's /SLM's locally

Why Run LLM's /SLM's locally

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1 min read
AI and All Data Weekly - 02 December 2024

AI and All Data Weekly - 02 December 2024

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5 min read
The 10 Top-Rated Talks about Knowledge Graphs

The 10 Top-Rated Talks about Knowledge Graphs

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2 min read
How Spring Boot and LangChain4J Enable Powerful Retrieval-Augmented Generation (RAG)

How Spring Boot and LangChain4J Enable Powerful Retrieval-Augmented Generation (RAG)

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3 min read
User-Aligned Functions to Improve LLM-to-API Function-Calling Accuracy

User-Aligned Functions to Improve LLM-to-API Function-Calling Accuracy

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11 min read
RAPTOR: A Novel Tree-Based Retrieval System for Enhancing Language Models – Research Summary

RAPTOR: A Novel Tree-Based Retrieval System for Enhancing Language Models – Research Summary

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2 min read
Why Chunk Text Before Embedding

Why Chunk Text Before Embedding

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2 min read
My 2025 AI Engineer Roadmap List

My 2025 AI Engineer Roadmap List

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4 min read
Un Chatbot RAG pour explorer du contenu vidéo : une architecture event-driven et serverless sur Google Cloud

Un Chatbot RAG pour explorer du contenu vidéo : une architecture event-driven et serverless sur Google Cloud

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7 min read
PDF RAG Demo: Building Simplified AI Workflows with Couchbase Shell

PDF RAG Demo: Building Simplified AI Workflows with Couchbase Shell

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6 min read
The Dark Side of VLMs: What's Really Going Wrong

The Dark Side of VLMs: What's Really Going Wrong

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1 min read
Reflecting on the ORAssistant Project: A Journey of Collaboration and Technical Growth

Reflecting on the ORAssistant Project: A Journey of Collaboration and Technical Growth

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2 min read
Semantic Search Feature

Semantic Search Feature

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5 min read
The ultimate guide to Retrieval-Augmented Generation (RAG)

The ultimate guide to Retrieval-Augmented Generation (RAG)

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16 min read
How to Create Your Own RAG with Free LLM Models and a Knowledge Base

How to Create Your Own RAG with Free LLM Models and a Knowledge Base

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7 min read
First step and troubleshooting Docling — RAG with LlamaIndex on my CPU laptop

First step and troubleshooting Docling — RAG with LlamaIndex on my CPU laptop

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5 min read
AI Engineer's Tool Review: Unstructured

AI Engineer's Tool Review: Unstructured

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1 min read
Large Language Models (LLMs)

Large Language Models (LLMs)

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1 min read
RAG Explained: Tackling the Big Problems in AI

RAG Explained: Tackling the Big Problems in AI

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4 min read
Get Started with LangChain: A Step-by-Step Tutorial for Beginners

Get Started with LangChain: A Step-by-Step Tutorial for Beginners

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4 min read
Function-based RAG: Extending LLMs Beyond Static Knowledge Bases

Function-based RAG: Extending LLMs Beyond Static Knowledge Bases

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15 min read
Bolt.new with any LLM, you need to use it

Bolt.new with any LLM, you need to use it

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2 min read
Building RAG-Powered Applications with LangChain, Pinecone, and OpenAI

Building RAG-Powered Applications with LangChain, Pinecone, and OpenAI

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7 min read
Extended RaBitQ: an Optimized Scalar Quantization Method

Extended RaBitQ: an Optimized Scalar Quantization Method

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7 min read
Rethinking How We Train Customer-Facing AI Agents

Rethinking How We Train Customer-Facing AI Agents

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1 min read
The Ghost of AI Past, Present, and Future

The Ghost of AI Past, Present, and Future

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9 min read
PDF chat with source highlights

PDF chat with source highlights

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1 min read
Top 10 Real-World Applications of Artificial Intelligence to Watch in 2025

Top 10 Real-World Applications of Artificial Intelligence to Watch in 2025

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5 min read
🤖 RAG vs. Agents: A Comparison and When to Use Each

🤖 RAG vs. Agents: A Comparison and When to Use Each

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3 min read
AI Engineer's Tool Review: Guardrails AI

AI Engineer's Tool Review: Guardrails AI

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1 min read
AI and All Data Weekly for 09 Dec 2024

AI and All Data Weekly for 09 Dec 2024

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5 min read
PDF Q&A Automation using LLaMA-3 Model via Groq API

PDF Q&A Automation using LLaMA-3 Model via Groq API

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2 min read
Learn AI and win $1000 for doing so: DataStax 12 days of Codemas

Learn AI and win $1000 for doing so: DataStax 12 days of Codemas

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4 min read
Quantization in The Counterintuitive High-Dimensional Space

Quantization in The Counterintuitive High-Dimensional Space

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11 min read
Planning To Resolve Automatic Feedback Loop

Planning To Resolve Automatic Feedback Loop

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2 min read
Boost Your Retrieval-Augmented Generation (RAG) with Vector Databases 🚀

Boost Your Retrieval-Augmented Generation (RAG) with Vector Databases 🚀

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1 min read
Text-to-SQL: Creating Embeddings with Nebius AI Studio (part 1)

Text-to-SQL: Creating Embeddings with Nebius AI Studio (part 1)

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4 min read
Navigating the world of Harry Potter with Knowledge Graphs

Navigating the world of Harry Potter with Knowledge Graphs

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6 min read
Overcoming LLM Testing Challenges with Pytest and Trulens: Ensuring Reliable Responses

Overcoming LLM Testing Challenges with Pytest and Trulens: Ensuring Reliable Responses

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8 min read
Building a CLI tool to improve Github Copilot

Building a CLI tool to improve Github Copilot

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7 min read
Making An LLM A Data Analysis Intern (Who Even Likes Reading Sustainability Reports!)

Making An LLM A Data Analysis Intern (Who Even Likes Reading Sustainability Reports!)

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14 min read
Computer Vision Meetup: Do It Yourself LLMs 46:17

Computer Vision Meetup: Do It Yourself LLMs

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1 min read
The Demise Of Human Coding, Rise Of AI, And Why It's Good For Devs Too

The Demise Of Human Coding, Rise Of AI, And Why It's Good For Devs Too

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4 min read
Retrieval-Augmented Generation

Retrieval-Augmented Generation

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6 min read
Comprehensive Guide to the Capabilities and Applications of Large Language Models (LLMs)

Comprehensive Guide to the Capabilities and Applications of Large Language Models (LLMs)

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12 min read
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