Favorite If you’re managing Internet of Things (IoT) devices at scale, alert fatigue is probably undermining your system’s effectiveness. This post shows you how to implement intelligent notification filtering using Amazon Bedrock and its gen-AI capabilities. You’ll learn model selection strategies, cost optimization techniques, and architectural patterns for deploying gen-AI

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Shared by AWS Machine Learning February 12, 2026

Favorite In production generative AI applications, we encounter a series of errors from time to time, and the most common ones are requests failing with 429 ThrottlingException and 503 ServiceUnavailableException errors. As a business application, these errors can happen due to multiple layers in the application architecture. Most of the

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Shared by AWS Machine Learning February 12, 2026

Favorite Today we’re excited to announce that the NVIDIA Nemotron 3 Nano 30B model with  3B active parameters is now generally available in the Amazon SageMaker JumpStart model catalog. You can accelerate innovation and deliver tangible business value with Nemotron 3 Nano on Amazon Web Services (AWS) without having to

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Shared by AWS Machine Learning February 12, 2026

Favorite Voice AI agents are reshaping how we interact with technology. From customer service and healthcare assistance to home automation and personal productivity, these intelligent virtual assistants are rapidly gaining popularity across industries. Their natural language capabilities, constant availability, and increasing sophistication make them valuable tools for businesses seeking efficiency

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Shared by AWS Machine Learning February 11, 2026

Favorite Iberdrola, one of the world’s largest utility companies, has embraced cutting-edge AI technology to revolutionize its IT operations in ServiceNow. By using different agentic architectures, Iberdrola has transformed the way thousands of change requests and incident tickets are managed, streamlining processes and enhancing productivity across departments. Through its partnership

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Shared by AWS Machine Learning February 11, 2026

Favorite Amazon is a global ecommerce and technology company that operates a vast network of fulfillment centers to store, process, and ship products to customers worldwide. The Amazon Global Engineering Services (GES) team is responsible for facilitating operational readiness across the company’s rapidly expanding network of fulfillment centers. When launching

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Shared by AWS Machine Learning February 11, 2026

Favorite My first attempt at building a travel planning agent looked exactly like most early prototypes: one big model, a few tools, and a long system prompt. It worked fine until the moment real-world complexity showed up. Flights came from a clean API, hotels lived behind a shifting web UI,

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Shared by AWS Machine Learning February 10, 2026

Favorite Generative AI and agentic applications are reshaping how businesses operate—from customer support bots to research assistants—and teams need to move from prototype to production quickly. Last year, AWS released Amazon Bedrock AgentCore—a development platform for building, deploying, and scaling AI agents in production. AgentCore provides core building blocks like

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Shared by AWS Machine Learning February 10, 2026

Favorite New Relic Inc. is a San Francisco-based technology company that pioneered application performance monitoring (APM) and provides comprehensive observability solutions. Serving leading customers worldwide, including major brands like Ryanair, New Relic helps organizations monitor and optimize their digital systems to deliver better customer experiences. New Relic faced a challenge

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Shared by AWS Machine Learning February 10, 2026

Favorite Enterprises are increasingly shifting from relying solely on large, general-purpose language models to developing specialized large language models (LLMs) fine-tuned on their own proprietary data. Although foundation models (FMs) offer impressive general capabilities, they often fall short when applied to the complexities of enterprise environments—where accuracy, security, compliance, and

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Shared by AWS Machine Learning February 10, 2026