AWS Generative AI Model Agility Solution: A comprehensive guide to migrating LLMs for generative AI production

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Benefits of using metaprompts: Prompts are much more detailed and comprehensive compared to human-created prompts Helps increase the likelihood that best practices are followed for prompting the Anthropic models Allows specifying that key details such preferred tone Improves quality and consistency of the model’s outputs The Metaprompt tool is particularly useful for learning Cl...

Sun Finance automates ID extraction and fraud detection with generative AI on AWS

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In this post, we show how Sun Finance used Amazon Bedrock, Amazon Textract, and Amazon Rekognition to build an AI-powered identity verification (IDV) pipeline... The Identity Verification Challenge Sun Finance had built its first IDV automation in 2019 using Amazon Rekognition and Amazon Textract...The solution uses the following key services: Amazon Bedrock – For AI structuring and visu...

Unleashing Agentic AI Analytics on Amazon SageMaker with Amazon Athena and Amazon Quick

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Multi-Format Storage Layer: To illustrate the versatility of Data lake and Lakehouse we saved the data into three optimized storage formats: Amazon S3 -CSV: Use external table to create Athena table based on existing CSV files... Amazon S3 (Apache Iceberg-parquet): ACID-compatible table format enabling time-travel and schema evolution Amazon S3 Table: Amazon S3 Tables deliver th...

Churchill Downs Races Ahead with AI: How Paddock PRO Uses Amazon Bedrock to Help Transform the Horse Player Experience

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SOLUTION OVERVIEW For the 2026 Kentucky Derby, TwinSpires introduced Paddock PRO, an agentic AI solution that assists players by delivering continuously updated information related to horses, connections, track conditions, and more... The goal of Paddock PRO is to provide players with the information and analysis they need to make wagers, from surfacing relevant statistics and insights to helpi...

Inflation Alarms Starting To Ring in the Bond Market

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The bond market is losing faith that inflation risk from the Middle East conflict will be contained and fade quickly... The Fed, in its policy statement, noted that “inflation is elevated, in part reflecting the recent increase in global energy prices...The Treasury market’s implied inflation forecasts are also rising again, based on the spread between nominal rates and their inflation‑ind...

Organizing Agents’ memory at scale: Namespace design patterns in AgentCore Memory

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In Amazon Bedrock AgentCore Memory, namespaces determine how long-term memory records are organized, retrieved, and who can access them... Getting the namespace design right is essential to building an effective memory system... In this post, you will learn how to design namespace hierarchies, choose the right retrieval patterns, and implement AWS Identity and Access Management (IAM)-based acces...

Designing trust and safety into Amazon Bedrock powered applications

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This dimension focuses on steering AI systems to prioritize user and system safety... The responsible AI lifecycle When you implement AI systems, you should build safety into every phase of the AWS responsible AI lifecycle... The responsible AI lifecycle consists of the following three phases, each with distinct responsibility considerations for the safety dimension: In...