Retrofit, don’t rebuild: Agentic overlays for transforming legacy enterprise services

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They weren’t designed for Agent-to-Agent (A2A) communication, the emerging standard for autonomous agents that collaborate, reason, and coordinate through structured messaging... That worked in the absence of a common agent protocol, but it means many existing agents now sit outside the emerging A2A framework... You also need to bring these REST-based agents into a standardized agent-to-agent w...

Optimize model training on Amazon SageMaker AI with NVIDIA Blackwell

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Optimizing model training on Amazon SageMaker AI with NVIDIA Blackwell GPUs changes what’s practical for large AI models... If you train large models today, you are likely working around a familiar set of constraints: batch sizes limited by GPU memory, sequence lengths cut short to avoid out-of-memory errors, and model sharding that adds communication overhead as you scale... Blackwell’s expan...

Implementing super resolution by deploying SeedVR2 on Amazon SageMaker AI

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As display technologies advance to higher resolutions, many organizations face a common challenge: their existing video libraries contain lower-resolution content that appears pixelated or blurry on modern high-definition displays... Traditional video upscaling approaches often struggle with computational limits, inconsistent quality, and scalability issues when processing large video collections....

Oil Falls to Post‑War Low but Fed’s Path is Still Murky

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The sharp slide will ease pressure on headline inflation measures in the coming months... The question is whether the bond market will soon follow suit, and price in lower inflation risk? Hanging in the balance is the outlook for Federal Reserve rate hikes... The 30‑year yield, the most inflation‑sensitive maturity, fell sharply yesterday, dropping to 4... The implication: the market isn’t ...

Restrict AWS Management Console access to expected networks with sign-in resource-based policies and RCPs

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Amazon Web Services (AWS) recently announced support for resource-based policies and resource control policies (RCPs) for AWS Sign-In... By using resource-based policies and RCPs, you can restrict access to the AWS Management Console sign-in and aws login CLI sessions to requests from your expected networks, your on-premises data center networks, and your Amazon Virtual Private Cloud (Amazon VPC) ...

Huntington Bank: Redacting sensitive data from 400M+ documents with AWS

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When your document repository contains hundreds of millions of files accumulated over nearly a decade, how do you systematically find and redact sensitive customer data without taking years to complete? This was the challenge facing The Huntington National Bank (Huntington), a top 10 bank in the United States... Redacting sensitive information at scale Since 2015, Huntington’s document managem...

Build a healthcare appointment agent with Amazon Nova 2 Sonic

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In this post, you will learn how to build a voice agent that handles appointment reminder conversations using Amazon Nova 2 Sonic and Amazon Bedrock AgentCore... The agent authenticates patients by voice, manages appointments (confirm, cancel, or reschedule), collects pre-visit health information, and escalates to human staff when needed... This sample focuses on the agentic side of the problem:...