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Build an agentic solution with Amazon Nova, Snowflake, and LangGraph

Build an agentic solution with Amazon Nova, Snowflake, and LangGraph

This post was written with Bharath Suresh and Mary Law from Snowflake. Agentic AI is a type of AI that functions autonomously, automating a broader range of tasks with minimal supervision. It combines traditional AI and generative AI capabilities to make decisions, perform tasks, and adapt to its environment without constant human intervention. These autonomous …

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Using Spectrum fine-tuning to improve FM training efficiency on Amazon SageMaker AI

Using Spectrum fine-tuning to improve FM training efficiency on Amazon SageMaker AI

Optimizing generative AI applications relies on tailoring foundation models (FMs) using techniques such as prompt engineering, RAG, continued pre-training, and fine-tuning. Efficient fine-tuning is achieved by strategically managing hardware, training time, data volume, and model quality to reduce resource demands and maximize value. Spectrum is a new approach designed to pinpoint the most informative layers …

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HyperPod enhances ML infrastructure with security and storage

HyperPod enhances ML infrastructure with security and storage

Amazon SageMaker HyperPod is a purpose-built infrastructure for optimizing foundation model training and inference at scale. SageMaker HyperPod removes the undifferentiated heavy lifting involved in building and optimizing machine learning (ML) infrastructure for training foundation models (FMs). As AI moves towards deployment adopting to a multitude of domains and use cases, the need for security …

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Accelerating generative AI applications with a platform engineering approach

Accelerating generative AI applications with a platform engineering approach

Over the past two years, I’ve worked with many customers using generative AI to transform their organizations. Most stall at experimentation, because costs stack up and timelines extend before delivering demonstrable value. A 2023 AWS MIT Chief Data Officer (CDO) Symposium survey backs this up, reporting that while 71% of Chief Data Officers were experimenting …

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Your complete guide to Amazon Quick Suite at AWS re:Invent 2025

Your complete guide to Amazon Quick Suite at AWS re:Invent 2025

What if you could answer complex business questions in minutes instead of weeks, automate workflows without writing code, and empower every employee with enterprise AI—all while maintaining security and governance? That’s the power of Amazon Quick Suite, and at AWS re:Invent 2025, we are showcasing how organizations are making it a reality. Launched in October …

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Accelerate enterprise solutions with agentic AI-powered consulting: Introducing AWS Professional Service Agents

Accelerate enterprise solutions with agentic AI-powered consulting: Introducing AWS Professional Service Agents

AWS Professional Services set out to help organizations accelerate their cloud adoption with expert guidance and proven methodologies. Today, we’re at a pivotal moment in consulting. Just as cloud computing transformed how enterprises build technology, agentic AI is transforming how consulting services deliver value. We believe in a future where intelligent agents work alongside expert …

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