How Amazon Finance streamlines regulatory inquiries by using generative AI on AWS

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Amazon’s Finance Technology (FinTech) teams build and operate systems for Amazon teams to manage regulatory inquiries in compliance with different jurisdictions... Processing these regulatory inquiries involves reviewing documentation, extracting relevant information, retrieving supporting data from multiple systems within Amazon’s infrastructure, and compiling responses within regulatory tim...

Amazon Redshift introduces AWS Graviton-based RG instances with an integrated data lake query engine

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Since 2013, Amazon Redshift has given the full power of a data warehouse in the cloud, at a fraction of the on-premises cost... Every architectural generation—from dense compute to Amazon RA3 instances, from provisioned to Amazon Redshift Serverless—has made each query cheaper, faster, and more efficient than the last... Amazon Redshift has doubled down on its core strengths to meet the deman...

Automate schema generation for intelligent document processing

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Before you can extract information from documents using intelligent document processing (IDP) techniques, you need a schema for each document class that defines what to extract... But how do you create schemas when you have thousands of documents and don’t know what classes exist? Doing this at scale can take substantial manual effort, making downstream IDP initiatives difficult to justify... I...

Navigating EU AI Act requirements for LLM fine-tuning on Amazon SageMaker AI

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As customers increasingly fine-tune LLMs for domain-specific use cases, we hear a common question: how do I know if my training job triggers new regulatory obligations? Amazon SageMaker AI provides a managed machine learning (ML) service for building, training, and deploying models... SageMaker Training jobs handle resource provisioning, scaling, and cluster management, with built-in support for...

Enabling AI sovereignty on AWS

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Cloud and AI are transforming industries and societies at unprecedented speed, from accelerating research and enhancing customer experiences to optimizing business processes and enriching public services... At Amazon Web Services (AWS), we believe that for the cloud and AI to reach their full potential, customers need control over their data and choices for how and where they run their workloads.....

Building hybrid multi-tenant architecture for stateful services on AWS

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Running a large-scale ad-serving infrastructure presents unique challenges when balancing tenant isolation with operational efficiency... The cellular architecture problem Earlier, we had a cellular architecture where we allocated each AWS account with Application Load Balancer (ALB) and Amazon Elastic Container Service (Amazon ECS) to a given tenant... The noisy neighbor problem: Despite our ...

Higher Inflation is Becoming Baked Into Expectations

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President Trump said the ceasefire with Iran is on “massive life support,” which suggests that inflation risk will remain elevated... This disruption is keeping prices high and driving up headline measures of inflation... With no clear exit strategy on the horizon, markets are pricing in higher odds of persistent inflation...One metric to watch is the ratio of the iShares TIPS Bond ETF (TI...