Structured outputs on Amazon Bedrock: Schema-compliant AI responses

TutoSartup excerpt from this article:
Today, we’re announcing structured outputs on Amazon Bedrock—a capability that fundamentally transforms how you can obtain validated JSON responses from foundation models through constrained decoding for schema compliance... With structured outputs, you can build zero-validation data pipelines that trust model outputs, reliable agentic systems that confidently call external functions, and simp...

Manage Amazon SageMaker HyperPod clusters using the HyperPod CLI and SDK

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The command line interface (CLI) and software development kit (SDK) for Amazon SageMaker HyperPod with Amazon Elastic Kubernetes Service (Amazon EKS) orchestration simplify how you manage cluster infrastructure and use the service’s distributed training and inference capabilities... Built on top of the SageMaker HyperPod SDK, the CLI offers straightforward commands for managing HyperPod clust...

Evaluate generative AI models with an Amazon Nova rubric-based LLM judge on Amazon SageMaker AI (Part 2)

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In the post Evaluating generative AI models with Amazon Nova LLM-as-a-Judge on Amazon SageMaker AI, we introduced the Amazon Nova LLM-as-a-judge capability, which is a specialized evaluation model available through Amazon SageMaker AI that you can use to systematically measure the relative performance of generative AI systems... SageMaker AI now offers a rubric-based large language model (LLM) ju...

Is Bitcoin Digital Gold or Fool’s Gold? The Market’s Still Deciding

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As of this writing, bitcoin has clawed back some of those losses and is trading near $66,000...That volatility underscores bitcoin’s biggest challenge relative to the use case laid out in the 2008 whitepaper by its still-unknown creator, Satoshi Nakamoto... The original vision imagined bitcoin as a peer‑to‑peer electronic cash system—an alternative monetary frontier enabl...

How Convera built fine-grained API authorization with Amazon Verified Permissions

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In this post, we share how Convera used Amazon Verified Permissions to build a fine-grained authorization model for their API platform... Convera chose Verified Permissions for implementing fine-grained authorization for their payment APIs... This choice was driven by the following factors: Direct integration with AWS services like Amazon Cognito and Amazon API Gateway Cedar policy languag...

How Associa transforms document classification with the GenAI IDP Accelerator and Amazon Bedrock

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The company manages approximately 48 million documents across 26 TB of data, but their existing document management system lacks efficient automated classification capabilities, making it difficult to organize and retrieve documents across multiple document types... Every day, employees spend countless hours manually categorizing and organizing incoming documents—a time-consuming, error-prone p...

A practical guide to Amazon Nova Multimodal Embeddings

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The right embedding model should deliver strong baseline performance, adapt to your specific use-case, and support the modalities you need now and in the future... The Amazon Nova Multimodal Embeddings model generates embeddings tailored to your specific use case—from single-modality text or image search to complex multimodal applications spanning documents, videos, and mixed content... In th...