Your Data and Indexes 2 01 Prepare Knowledge Base Collect and preprocess data for retrieval 02 Create Indexes Organize data into searchable indexes 03 Set Up MCP Server Deploy server to interface with the knowledge base 04 Advertise Server Capabilities Ensure server functionalities are known Existing App + DB + 05 Configure MCP Client Integrate server with AI environment 06 Create A2A Application Enable agents to communicate and collaborate
Your Data and Indexes 3 01 Prepare Knowledge Base Collect and preprocess data for retrieval 02 Create Indexes Organize data into searchable indexes 03 Set Up MCP Server Deploy server to interface with the knowledge base 04 Advertise Server Capabilities Ensure server functionalities are known Existing App + DB + 05 Configure MCP Client Integrate server with AI environment 06 Create A2A Application Enable agents to communicate and collaborate
Tariff Data Analysis 4 📊 Global Tariff Analysis: Challenges • Datasets from USITC, Yale, Wharton, DBS, JP Morgan etc. are complex and fragmented • Interpretation is tedious and time-consuming for users • Mixed sentiment across media, news, and AI-generated content 🎯 Use-Case Objective • Use YB RAG Retrieval-Augmented Generation) to surface accurate, context-rich answers • This demoʼs architecture offers blueprint for building GenAI apps focused on resilience, domain privacy, scalability and replaceable LLMs for flexibility
The Full Picture 5 Global Tariff Documents Query Response LLM Encode Embedding model Index Prompt Similar documents Query Encode 1 2 3 5 6 7 Vector Index Document Chunks Similarity search 4
Vector Embedding & Indexing 6 YugabyteDB LangChain for Vector Embeddings Global Tariff Document Chunks Text data Table Summary Text Summary YugabyteDB Prepare Knowledge Base and Vector Embeddings
Vector Search 7 YugabyteDB LangChain for Vector Retrieval Prompt Prompt embedding Similarity Search US Tariff Analysis App Table Summary Text Summary Multi-vector Retriever Receives context from Retriever Raw Text Raw Table Response Table & Text Summary Raw Text & Table US Tariff Analysis App
Nova understanding models are state-of-the-art models that deliver frontier intelligence and industry-leading price performance. Amazon Nova models deliver frontier intelligence and industry leading price performance
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