Latest updates for Aws Deep Learning Amis

Fresh curated links around AWS Deep Learning AMIs are collected here so marketers can spot useful updates and turn timely ideas into posts faster.

Recent items include:

  • Reducing container cold start times using SOCI index on DLAMI and DLC
  • NVIDIA Nemotron 3 Ultra now available on Amazon SageMaker JumpStart
  • Optimize model training on Amazon SageMaker AI with NVIDIA Blackwell

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aws.amazon.com /1 month ago

Reducing container cold start times using SOCI index on DLAMI and DLC

In this post, we look at how to use SOCI on publicly available Deep Learning AMIs and Containers, when to use the various SOCI modes provided by the tool, and how to quickly and ef...

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aws.amazon.com /1 month ago

NVIDIA Nemotron 3 Ultra now available on Amazon SageMaker JumpStart

Deploy NVIDIA Nemotron 3 Ultra on Amazon SageMaker JumpStart. Get 5x faster inference and 30% lower cost for agentic AI workloads with this frontier reasoning model.

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aws.amazon.com /2 weeks ago

Optimize model training on Amazon SageMaker AI with NVIDIA Blackwell

This post shows you how to configure training jobs on Amazon SageMaker AI to get the most out of Blackwell’s architecture on AWS. You learn how to select batch sizes and sequence l...

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aws.amazon.com /4 weeks ago

Parallelize speculative decoding with P-EAGLE on Amazon SageMaker AI

This post walks you through how to use P-EAGLE directly within Amazon SageMaker AI. It will demonstrate how to select a compatible model from the SageMaker JumpStart catalog, confi...

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aws.amazon.com /1 month ago

OpenAI models and Codex on Amazon Bedrock are now generally available

GPT-5.5, GPT-5.4, and Codex are now generally available on Amazon Bedrock. Deploy them in production applications and agents today, on Bedrock’s high performance inference engine. 

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aws.amazon.com /5 days ago

Deploying quantized models on Amazon SageMaker AI with Unsloth

In this post, you will learn four deployment patterns for taking models that have already been quantized with Unsloth and deploying them on AWS infrastructure. The patterns use Ama...

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aws.amazon.com /1 month ago

Accelerate LLM model loading and increase context windows with GPUDirect on Amazon FSx for Lustre and TurboQuant

If you’re iterating on deploying large language models (LLMs) on AWS GPU instances, you’ve probably noticed the larger the model to be loaded into GPU High Bandwidth Memory (HBM),...

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aws.amazon.com /2 days ago

OpenAI GPT-5.6 Sol, Terra, and Luna are now generally available on Amazon Bedrock

Today, GPT-5.6 Sol, Terra, and Luna from OpenAI are generally available on Amazon Bedrock, bringing the smartest family of models from OpenAI yet to Amazon Bedrock’s next-generatio...

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aws.amazon.com /1 month ago

Announcing OpenAI-compatible API support for Amazon SageMaker AI endpoints

Today, Amazon SageMaker AI introduces OpenAI-compatible API support for real-time inference endpoints. If you use the OpenAI SDK, LangChain, or Strands Agents, you can now invoke m...

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aws.amazon.com /2 weeks ago

How Outpost VFX Uses AWS to Accelerate AI Model Training for Visual Effects

In this post, we explore how Outpost VFX achieved 8x faster training speeds using AWS infrastructure to transform their face replacement workflow, the technical architecture they i...

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aws.amazon.com /2 weeks ago

Run NVIDIA Nemotron and OpenAI GPT OSS models on Amazon Bedrock in AWS GovCloud (US)

We're excited to introduce US-based frontier open-weight models in AWS GovCloud (US). With this release, Amazon Bedrock now supports OpenAI’s open-weight GPT OSS models (120B and 2...

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aws.amazon.com /3 weeks ago

Monitor and debug generative AI inference with SageMaker detailed metrics and Insights dashboard on CloudWatch

Amazon SageMaker AI provides fully managed real-time inference hosting for machine learning models. You deploy a model to a SageMaker endpoint backed by one or more compute instanc...

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snowflake.com /4 weeks ago

Snowflake Adaptive Compute Is Now Generally Available

Snowflake Adaptive Compute is now GA on AWS. Automate warehouse management, boost throughput and achieve better price-performance for demanding AI and data workloads.

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aws.amazon.com /1 month ago

Claude Opus 4.8 is now available on AWS

This post covers Opus 4.8's improvements and practical guidance for AI engineers integrating the model into agentic systems and production inference workloads on Amazon Bedrock.

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aws.amazon.com /6 days ago

Enhancing enterprise inference on Amazon SageMaker HyperPod with data capture, Hugging Face, NVMe, and Route 53 integrat...

In this post, we walk through five capabilities now available in SageMaker HyperPod inference: multi-tier data capture for auditing and model improvement, direct deployment from Hu...

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aws.amazon.com /2 days ago

Launching UI for generative AI inference recommendations in Amazon SageMaker AI

In this post, we introduce the UI for optimized generative AI inference recommendations in Amazon SageMaker AI Studio, a low-code no-code (LCNC) experience. The API already gives y...

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aws.amazon.com /3 weeks ago

Running ComfyUI workflows on Amazon SageMaker AI processing jobs

In this post, we walk you through how to deploy ComfyUI workflows on Amazon SageMaker AI processing jobs to generate hundreds of high-quality images in a single batch. You learn ho...

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aws.amazon.com /1 month ago

Comprehensive observability for Amazon SageMaker AI LLM inference: From GPU utilization to LLM quality

This post demonstrates a comprehensive observability solution using Amazon Managed Grafana dashboards that provides a holistic view of both quality and quantity for LLMs served on...

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aws.amazon.com /2 weeks ago

Implementing super resolution by deploying SeedVR2 on Amazon SageMaker AI

In this post, we demonstrate how to implement video upscaling using SeedVR2 on SageMaker AI. We cover the solution architecture, walk through the deployment steps, and show perform...

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aws.amazon.com /1 month ago

Stop hand-tuning kernels: How Neuron Agentic Development accelerates AWS Trainium optimizations

Today, we’re announcing the Neuron Agentic Development capabilities: a collection of AI agents and skills that make this possible for developers building on AWS Trainium and AWS In...

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aws.amazon.com /2 weeks ago

Safely Releasing Frontier Models to Customers

It’s our goal for AWS to be the most secure place to run any workload, and in support of that we’ve been deeply investing in security across our services since AWS's inception more...

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aws.amazon.com /1 month ago

Fundamental’s Large Tabular Model NEXUS is now available on Amazon SageMaker JumpStart

In this post, we show you how to get started with NEXUS on Amazon SageMaker JumpStart, walk through the deployment process, and demonstrate how to run predictions against your ente...

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aws.amazon.com /1 month ago

Unlocking AI flexibility in Europe: A guide to cross-region inference for EU data processing and model access

With access to the latest generative AI models and high-performance accelerated compute in high global demand, AWS customers need tools to take advantage of model availability and...

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venturebeat.com /1 month ago

AWS nabs white hot gen AI media creation startup fal, becoming its preferred cloud provider

Generative AI’s rapid transition from text-based chatbots to high-fidelity media—spanning images, video, spatial 3D, and audio—has exposed a glaring bottleneck in the modern tech s...

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