Building intelligent audio search with Amazon Nova Embeddings: A deep dive into semantic audio understanding

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87, they cluster near each other in vector space, indicating strong acoustic and semantic relatedness...If you’re looking to enhance your content understanding and search capabilities, audio embeddings offer a powerful solution... Audio embeddings address this gap... Amazon Nova Multimodal Embeddings, announced on October 28, 2025, is a multimodal embedding model available in Amazon Bedrock [1]....

A framework for securely collecting forensic artifacts into S3 buckets

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When customers experience a security incident, they need to acquire forensic artifacts to identify root cause, extract indicators of compromise (IoCs), and validate remediation efforts... NIST 800-86, Guide to Integrating Forensic Techniques into Incident Response, defines digital forensics as a process comprised of four basic phases: collection, examination, analysis, and reporting... This...

Cloud Cost Optimization: How to maximize ROI from AI, manage costs, and unlock real business value

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In this article Why ROI from AI is now a top business priorityAI cost management: Strategic considerationsUsage patterns are variableAI workloads tend to rely on specialized infrastructureAI initiatives frequently span teams and stagesAI cost optimization vs... cloud cost optimization: Why they're differentConnecting AI cost optimization to AI business valueManaging RO...

US–Iran Ceasefire Takes Hold, as Fragile Peace Looms

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The peace may be fragile, but markets are already cheering this morning...Let’s start with the stock market...One of the many technical profiles of markets I’ll be monitoring is this variation of my estimate of overbought-oversold conditions for the S&P... The risk appetite’s recovery for the near term will rely in no small degree on the bond market remaining calm......

Launching S3 Files, making S3 buckets accessible as file systems

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I’m excited to announce Amazon S3 Files, a new file system that seamlessly connects any AWS compute resource with Amazon Simple Storage Service (Amazon S3)... More than a decade ago, as an AWS trainer, I spent countless hours explaining the fundamental differences between object storage and file systems... With S3 Files, Amazon S3 is the first and only cloud object store that offers fully-feat...

Building AI defenses at scale: Before the threats emerge

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A new class of AI for cybersecurity Today, Anthropic announced Project Glasswing, a cybersecurity initiative designed to secure the world’s most critical software and advance the cybersecurity practices the industry will need as AI grows more capable... Organizations that build or maintain critical digital infrastructure are getting early access to Claude Mythos Preview, a ne...

Building real-time conversational podcasts with Amazon Nova 2 Sonic

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Amazon Nova 2 Sonic is a state-of-the-art speech understanding and generation model that delivers natural, human-like conversational AI with low latency and industry-leading price-performance... Supporting seven languages with up to 1M token context windows, developers can use Amazon Nova 2 Sonic to build voice-first applications for customer support, interactive learning, and voice-enabled assis...