Скачать или смотреть Build ENTERPRISE-READY AI Agent for Research and Reporting!

🚀 Build an AI Research Agent That Does Deep Analysis & Report Generation Automatically

Transform your research workflow with this powerful AI agent that combines enterprise data with web search to create comprehensive reports automatically! This tutorial shows you how to deploy an NVIDIA-powered research assistant that can analyze your private company data and supplement it with real-time web information.

• Code: https://nvda.ws/4jlqyY7

🎯 What You'll Learn

*Complete AI Research Automation:*
• Build an intelligent agent that searches through your enterprise files and external web sources
• Automatically generate detailed research reports without manual data collection
• Deploy a ready-to-use solution with NVIDIA's research assistant blueprint
• Create API endpoints for easy integration with your existing applications

*Enterprise-Ready RAG Implementation:*
• Set up a vector database for storing and retrieving private company data
• Implement document chunking and embedding conversion for optimal search
• Use Reason Llama Nematron for intelligent query processing and planning
• Deploy Llama 3.3 for professional report generation

🔧 Technical Architecture Breakdown

*Multi-Stage AI Workflow:*
The system uses a sophisticated three-stage process: First, user queries are processed by Reason Llama Nematron, which searches your vector database for relevant enterprise information. If additional data is needed, it automatically performs web searches using Tavily. Finally, Llama 3.3 generates comprehensive reports combining both private and public information.

*RAG Process Implementation:*
• *Step 1:* Ingest enterprise files, convert to embeddings, and store in vector database
• *Step 2:* Process user queries by retrieving relevant context and generating accurate responses
• *Reranking System:* Ensures the most relevant information is prioritized in responses

🛠️ Complete Setup Guide

*Prerequisites:*
• NVIDIA API key (free to generate)
• Optional: Tavily API key for web search functionality
• Cloud deployment via Brev (automated GPU provisioning)

*One-Click Deployment:*
• Access the GitHub repository with complete source code
• Use the "Deploy on Cloud" button for automatic setup
• GPU container deployment and notebook preparation handled automatically
• No complex configuration required

*Component Installation:*
• Nemo Retriever for advanced document processing
• Vector database for enterprise data storage
• Llama Nematron for reasoning and planning
• Automated deployment via Jupyter notebook

📊 Data Management & Testing

*Enterprise Data Integration:*
Upload your company documents and files directly into the vector database. The system automatically processes biomedical datasets and other enterprise content, converting 4,000+ entities into searchable embeddings for instant retrieval.

*API Testing Interface:*
• REST API endpoints for easy application integration
• Test notebook included for immediate functionality verification
• Local deployment options (localhost:8051) for development
• Generate sample research plans and validate output quality

*Report Generation:*
• Automatic report.txt file creation with comprehensive analysis
• In-depth research combining private data with current web information
• User interface available for non-technical team members

💡 Perfect For:

✅ Companies with large private datasets requiring analysis
✅ Research teams needing automated report generation
✅ Organisations wanting to combine internal and external data sources
✅ Developers building AI-powered research applications
✅ Enterprises requiring secure, private data processing

Transform your research process today! Deploy this AI agent and experience automated, intelligent report generation that combines your private enterprise data with real-time web information.

*Tags:* #AI #Research #Automation #NVIDIA #Enterprise #RAG #VectorDatabase #ReportGeneration #MachineLearning #DataAnalysis #BusinessIntelligence #AIAgent

User Interface Demo: https://github.com/NVIDIA-AI-Blueprin...

0:00 - Introduction to AI Research Agent
0:41 - AI Agent Architecture and Workflow
2:07 - RAG Process and Enterprise Data Integration
2:55 - GitHub Deployment and Cloud Setup
4:04 - Setting Up NVIDIA API and Prerequisites
5:13 - Deploying Research Assistant Components
6:31 - Testing the Research API and Report Generation

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