How to manage the lifecycle of Amazon Machine Images using AMI Lineage for AWS

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As organizations scale their cloud infrastructure, maintaining proper lifecycle management of Amazon Machine Images (AMIs) is a critical component of their security and risk management goals... AMIs provide the essential information required to launch Amazon Elastic Compute Cloud (Amazon EC2) instances, however; they present security and compliance challenges if not tracked and managed thro...

Multimodal embeddings at scale: AI data lake for media and entertainment workloads

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This post shows you how to build a scalable multimodal video search system that enables natural language search across large video datasets using Amazon Nova models and Amazon OpenSearch Service... You will learn how to move beyond manual tagging and keyword-based searches to enable semantic search that captures the full richness of video content... We demonstrate this at scale by processing 792,...

Fine-tuning NVIDIA Nemotron Speech ASR on Amazon EC2 for domain adaptation

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While pre-trained models offer strong capabilities for general speech, fine-tuning for specific domains and use cases can enhance accuracy and performance... In this post, we explore how to fine-tune a leaderboard-topping, NVIDIA Nemotron Speech Automatic Speech Recognition (ASR) model; Parakeet TDT 0...24xlarge with NVIDIA A100 GPUs) for distributed training at scale NVIDIA NeMo framework for...

Commodities Lead Major Asset Classes By Wide Margin This Year

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The war in Iran has roiled the outlook for financial markets and the global economy, but commodities are clearly benefiting from the turmoil as prices rise for energy and other raw materials... “Aluminum prices are already rising, and further disruption could increase input costs for automotive, aerospace, and construction manufacturing in the US and Europe...”Soaring energy prices will l...

Operationalizing Agentic AI Part 1: A Stakeholder’s Guide

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Increasingly, that work involves agents... Our core observation: when agentic AI works, it looks less like magic software and more like a well-run team—each agent with a clear job, a supervisor, a playbook, and a way to improve over time... If you then ask, “Which specific workflows are materially better today because of AI agents, and how do we know?”, the room gets quiet... Here we establ...

The War May End Soon, But the Fed’s Battle Is Only Beginning

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Unsurprisingly, sentiment has adjusted in recent days so that the 2-year yield is sticking close to the effective Fed funds rate – an implied forecast that the Fed will keep rates steady for the near term...Fed funds futures reflect a similar outlook and are pricing in expectations that the central bank will leave rates unchanged for the next three policy meetings... “On the one h...

Introducing Fireworks AI on Microsoft Foundry: Bringing high performance, low latency open model inference to Azure

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Across industries, organizations are increasingly standardizing on open models to gain greater control over performance, cost, customization, and the security and compliance required for enterprise deployment... Open models give teams the flexibility to choose the right architecture for each workload and avoid lock‑in to a single model provider as their needs evolve...Explore models on Micr...