AWS Bedrock Knowledge Bases for RAG

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Blog Post

⏰ TIMESTAMPS
00:00 What is AWS Bedrock?
0:57 Use Cases
1:48 SETUP KNOWLEDGE BASE
3:52 Sync Data Sources
4:13 Test in Console
5:43 Grab KB ID and Model ARN
7:11 RetrieveAndGenerate (boto3)
8:54 Common Bugs and Troubleshooting
10:10 CHATBOT DEMO

Key Takeaways
📚 AWS Bedrock simplifies Retrieval-Augmented Generation (RAG) with a single API for foundational models and prompt templates.
🚀 Toyota and Lonely Planet use Bedrock for AI-driven workflows, security, swappable foundational models, and easy integration into existing AWS infrastructure
🛠️ Troubleshooting guide includes ARN errors, region mismatches, and deleting unused resources to manage costs.