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  • All entries123,134
  • Agents10,331
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  • Hardware2,684
  • Industry6,761
  • Local Ai6,836
  • Model Releases35,386
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  • Safety18,962
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Knowledge catalogue

Search: “aws-ml-blog”

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502 results
4 Jun 2026

NVIDIA Nemotron 3 Ultra now available on Amazon SageMaker JumpStart

Model ReleasesDGX agent

The search results primarily discuss the Nemotron 3 Nano Omni model rather than Nemotron 3 Ultra. However, I found a recent NVIDIA blog post reference that indicates Nemotron 3 Ultra is available thro

3 Jun 2026

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

TutorialsDGX agent

Fundamental's NEXUS is a foundation model designed specifically for tabular data, trained on billions of tabular datasets using Amazon SageMaker HyperPod to understand non-linear relationships across

How to build self-driving AI operations on Amazon Bedrock at scale

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DGX agent

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DGX agent

In this post, we introduce Amazon Bedrock Ops Alert, a three-layer automated monitoring solution that proactively detects operational issues, dynamically adjusts alarm thresholds, classifies alarms by

Improve your agent’s tool-calling accuracy with SFT and DPO on Amazon SageMaker AI

AgentsDGX agent

In this post, you learn how to use Supervised Fine-Tuning (SFT) and Direct Preference Optimization (DPO) together to improve the tool-calling accuracy of a small language model (SLM). The example uses

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

TutorialsDGX agent

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 efficiently use this t

2 Jun 2026

Building a secure auth code flow setup using AgentCore Gateway with MCP clients

AgentsDGX agent

This post demonstrates how to implement Open Authorization (OAuth) Code flow as an inbound authorization mechanism for MCP servers hosted on Amazon Bedrock AgentCore Gateway. By the end of this guide,

How Baz improved its AI Agent Code Review accuracy using Amazon Bedrock AgentCore

AgentsDGX agent

This post walks through how Baz built their Spec Review agent using Amazon Bedrock and Amazon Bedrock AgentCore. We'll cover the architecture decisions, implementation details, and the business outcom

Object detection with Amazon Nova 2 Lite

TutorialsDGX agent

In this post, we'll walk through implementing object detection with Amazon Nova 2 Lite. You'll learn how to deploy an object detection application using Amazon Bedrock, AWS Lambda, and Amazon API Gate

The art and science of hyperparameter optimization on Amazon Nova Forge

TutorialsDGX agent

Fine-tuning for domain-specific tasks means improving performance in one area without degrading the model’s general capabilities, and getting that balance right is harder than it looks. This post walk

1 Jun 2026

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

HardwareDGX agent

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), the longer the painf

AgentOps: Operationalize agentic AI at scale with Amazon Bedrock AgentCore

AgentsDGX agent

When you build agentic AI solutions, you face unique operational challenges. Agents make unpredictable decisions, costs spiral unexpectedly, and debugging non-deterministic failures seems impossible.

Amazon Quick integration with time-series databases for market intelligence using MCP

AgentsDGX agent

In this post, we walk through a practical implementation using KDB-X MCP server integration with Amazon Quick, demonstrating how traders and analysts can ask questions using conversational language an

Extending MCP support for Amazon Bedrock AgentCore Gateway

AgentsDGX agent

While deploying Model Context Protocol (MCP) servers in production, enterprises need fine-grained access control across servers, observability into which teams use which tools, security guarantees aga

OpenAI models and Codex on Amazon Bedrock are now generally available

Model ReleasesDGX agent

OpenAI frontier models GPT-5.5 and GPT-5.4, and Codex, the OpenAI coding agent, are now generally available on Amazon Bedrock. AWS customers can access these latest OpenAI models through the same Amaz

Reference your own AWS Secrets Manager secrets in Amazon Bedrock AgentCore Identity

IndustryDGX agent

Today, we’re excited to announce the ability to reference a secret in AWS Secrets Manager for AgentCore Identity, so you can reference your own preconfigured secret from Secrets Manager and retain ful

Secure AI agents with Policy and Lambda interceptors in Amazon Bedrock AgentCore gateway

SafetyDGX agent

In this post, we use a lakehouse data agent to demonstrate how you can use Policy for deterministic access control and Lambda interceptors for dynamic validation. We then show how to combine Lambda in

Transforming rare cancer research with Amazon Quick: Integrating biomedical databases for breakthrough discoveries

TutorialsDGX agent

In this post, we walk through how to use Amazon Quick Research to integrate biomedical data sources for rare cancer research. The walkthrough uses pediatric sarcoma as the research domain and draws on

29 May 2026

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

HardwareDGX agent

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 Amazon SageMaker AI

28 May 2026

Automate AML alert triage with Amazon Quick and Snowflake Cortex AI

AgentsDGX agent

This post demonstrates that integration in action by automating one of the most labor-intensive workflows in financial services: anti-money laundering (AML) alert triage. You will build a triage workf

Build a custom portal with embedded Amazon SageMaker AI MLflow Apps

TutorialsDGX agent

In this post, you learn how to build a custom portal with embedded SageMaker AI MLflow Apps UI. You walk through the architecture pattern behind a React front end paired with a Flask reverse proxy tha

Build a test suite that grows with your agent with dataset management in Amazon Bedrock AgentCore

Model ReleasesDGX agent

Agent evaluation is most powerful when you combine fast-moving online signals with stable offline baselines. To understand whether your agent is truly improving over time, you need a fixed benchmark a

Evaluating Deep Agents using LangSmith on AWS

AgentsDGX agent

This post combines learnings from LangChain’s work on evaluating deep agents and Anthropic’s guide to demystifying evals for AI agents into a practical guide. In this post, you will learn how to: 1) a

Streamline external access to Amazon SageMaker MLflow using a REST API proxy

TutorialsDGX agent

In this post, we demonstrate how to build a secure Flask-based MLflow proxy service that provides HTTPS access to Amazon SageMaker MLflow without requiring the MLflow SDK. This solution is for organiz

Training Azerbaijani language models on Amazon SageMaker AI

ApplicationsDGX agent

Azercell Telecom LLC, Azerbaijan's leading telecommunications provider, wanted to build an Azerbaijani large language model (LLM) on Amazon SageMaker AI for telecom use cases and a customer-facing cha

27 May 2026

Building AI agents for business support using Amazon Bedrock AgentCore

IndustryDGX agent

In this post, we share how the AWS Generative AI Innovation Center (GenAIIC) collaborated with Works Human Intelligence (WHI) to build two AI agents using Amazon Bedrock AgentCore. We discuss the chal

From data overload to actionable insights: How Verizon Connect scaled agentic AI to 100,000 users

AgentsDGX agent

In this post, we show you how Verizon Connect built and scaled an agentic AI solution to transform overwhelming fleet data into clear, actionable insights for 100,000 users daily. We walk you through

How AWS SMGS uses an AI-powered conversational assistant to transform business management with Amazon Bedrock AgentCore

TutorialsDGX agent

In this post, we share how we built NarrateAI using Amazon Bedrock AgentCore to deliver business intelligence at scale for the AWS SMGS (Sales, Marketing and Global Services) organization. You will le

Powering agentic AI sales strategy with Amazon Bedrock AgentCore

AgentsDGX agent

As agent adoption scaled, we saw a common pattern emerge across enterprises, including our own sales organization: specialized agents deliver value, but without orchestration, users carry the cognitiv

Process financial documents using Amazon Bedrock Data Automation

IndustryDGX agent

In this post, we explore how Amazon Bedrock Data Automation can accurately extract information from four common types of financial documents: bank statements, W-2 forms, 1099-B tax forms, and vendor c

26 May 2026

AgentWatch: Proactive AWS monitoring with ambient agents

AgentsDGX agent

In this post, we demonstrate the capabilities of AgentWatch through practical implementation. You will see how the solution performs infrastructure checks every 15 minutes, summarizing CloudWatch metr

Build an enterprise observability solution for Amazon Quick

ApplicationsDGX agent

When hundreds to thousands of users are onboarded to an enterprise AI platform, business leaders and platform owners need visibility into who is using the platform, whether users are satisfied with th

Build high-performance generative AI systems with Strands Agents, NVIDIA NIM, and Amazon Bedrock AgentCore

HardwareDGX agent

In this post you'll learn how to build a multi-agent campaign review system that demonstrates parallel reasoning, context persistence, and traceable execution paths using an integrated architecture th

Build highly scalable serverless LangGraph multi-agent systems in AWS with Amazon Bedrock AgentCore

AgentsDGX agent

In this post, we provide a solution to build highly scalable, serverless multi-agent generative AI systems on AWS using LangGraph Agents as orchestrators integrated with Amazon Bedrock AgentCore Memor

From idea to AI app: Creating intelligent research assistants with Strands

IndustryDGX agent

Building an AI app shouldn’t require a PhD in machine learning (ML) or months of wrestling with complex architectures. Yet that’s exactly what happens when you try to orchestrate multiple API calls, m

Technical deep dive: AgentCore payments and innovation in agentic commerce

AgentsDGX agent

Amazon Bedrock AgentCore payments is now available in preview, it provides instant payments to paid external services with no manual billing setup per provider, stablecoin support for cost-effective m

Transforming professional work: How Amazon Quick turns document creation from hours into minutes

IndustryDGX agent

In this post, we explore how the Amazon Quick document and visualization creation capabilities work, what you can build with them, and how professionals across roles are using them to reclaim hours of

21 May 2026

Amazon Nova Act is now HIPAA eligible

AgentsDGX agent

Amazon Nova Act is a service for building and managing AI agents that automate browser-based UI workflows, powered by a custom Nova 2 Lite model. It is particularly valuable for industries with fragme

Break the context window barrier with Amazon Bedrock AgentCore

Model ReleasesDGX agent

In this post, you will learn how to implement Recursive Language Models (RLM) using Amazon Bedrock AgentCore Code Interpreter and the Strands Agents SDK. By the end, you will know how to process docum

Build AI agents for business intelligence with Amazon Bedrock AgentCore

Model ReleasesDGX agent

In this post, we show you how OPLOG developed three AI agents using the Strands Agents SDK, deployed them to Amazon Bedrock AgentCore, and integrated Amazon Bedrock with Anthropic’s Claude Sonnet and

Build AI-powered dashboard automation agents with NLP on Amazon Bedrock AgentCore

IndustryDGX agent

This solution combines the power of Amazon Bedrock AgentCore, Strands Agents, and Amazon Quick transforms to deliver a secure, scalable, and intelligent system for building and operating AI agents whi

Build an AI-powered recruitment assistant using Amazon Bedrock

TutorialsDGX agent

In this post, we demonstrate how to build an AI-powered recruitment assistant using Amazon Bedrock that brings efficiencies to candidate evaluation, generates personalized interview questions, and pro

Integrating AWS API MCP Server with Amazon Quick using Amazon Bedrock AgentCore Runtime

AgentsDGX agent

This post shows you how to use Amazon Bedrock AgentCore Runtime with Model Context Protocol (MCP) support to connect Amazon Quick with AWS services through the AWS API MCP Server, creating a conversat

Intelligent radiology workflow optimization with AI agents

ApplicationsDGX agent

Many healthcare organizations report that traditional worklist systems rely on rigid rules that ignore critical context, radiologist specialization, current workload, fatigue levels, and case complexi

20 May 2026

Announcing OpenAI-compatible API support for Amazon SageMaker AI endpoints

IndustryDGX agent

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 models on SageMaker A

Build real-time voice applications with Amazon SageMaker AI and vLLM

IndustryDGX agent

Voice agents, live captioning, contact center analytics, and accessibility tools all depend on real-time speech-to-text, where your application streams audio in and receives transcription back simulta

Multimodal evaluators: MLLM-as-a-judge for image-to-text tasks in Strands Evals

IndustryDGX agent

If you’re building visual shopping, image or document understanding, or chart analysis, you need a way to verify whether your model’s response is actually grounded in the source image. A text-only eva

19 May 2026

Accelerate ML feature pipelines with new capabilities in Amazon SageMaker Feature Store

IndustryDGX agent

Today, we’re announcing three new capabilities available in SageMaker Python SDK v3.8.0. In this post, we walk through each capability with code examples you can use to get started. For complete end-t

Extending conversational memory in Kiro CLI using Amazon Bedrock AgentCore Memory

AgentsDGX agent

In this post, we demonstrate how you can extend the conversational memory of Kiro CLI by implementing a custom Model Context Protocol (MCP) server that integrates with Amazon Bedrock AgentCore Memory.

Implementing programmatic tool calling on Amazon Bedrock

IndustryDGX agent

In this post, we show three ways to implement Programmatic tool calling (PTC) on Amazon Bedrock: a self-hosted Docker sandbox on ECS for maximum control, a managed solution using Amazon Bedrock AgentC

Scalable voice agent design with Amazon Nova Sonic: multi-agent, tools, and session segmentation

AgentsDGX agent

In this post, you’ll learn how to use Amazon Nova Sonic, Amazon Bedrock AgentCore, and Strands BidiAgent to build scalable, maintainable voice agents that handle these challenges efficiently, resultin

18 May 2026

Aderant transforms cloud operations with Amazon Quick

IndustryDGX agent

In this post, we share how Aderant used the AI-powered capabilities of Amazon Quick to unify search across six vendor systems and automate documentation workflows, achieving 90 percent faster search t

Build custom code-based evaluators in Amazon Bedrock AgentCore

AgentsDGX agent

In this post, you will implement four Lambda-based custom code evaluators for a financial market-intelligence agent, register each with AgentCore, and run them in on-demand and online modes. You will

Integrate Atlassian Confluence Cloud with Amazon Quick

TutorialsDGX agent

In this post, you will learn how to set up the Confluence Cloud integration with Quick. This includes creating a knowledge base for semantic search, setting up Actions to query and manage Confluence p

Prompting Amazon Nova 2 for content moderation

Model ReleasesDGX agent

In this post, you learn how to prompt Amazon Nova 2 Lite for content moderation using structured and free-form approaches, grounded in the MLCommons AILuminate Assessment Standard. The prompting techn

15 May 2026

Restrict access to sensitive documents in your Amazon Quick knowledge bases for Amazon S3

TutorialsDGX agent

In this post, we walk through how to configure document-level ACLs for your S3 knowledge base in Amazon Quick. You will learn how to set up and verify an ACL configuration that enforces document-level

14 May 2026

Control where your AI agents can browse with Chrome enterprise policies on Amazon Bedrock AgentCore

SafetyDGX agent

In this post, you will configure Chrome enterprise policies to restrict a browser agent to a specific website, observe the policy enforcement through session recording, and demonstrate custom root CA

From siloed data to unified insights: Cross-account Athena Access for Amazon Quick

IndustryDGX agent

Today, we're announcing cross-account Athena access for Amazon Quick. With this feature, customers can query Athena data in other AWS accounts using AWS Identity and Access Management (IAM) role chain

Improve bot accuracy with Amazon Lex Assisted NLU

TutorialsDGX agent

In this post, you will learn how to implement Assisted NLU effectively. You will learn how to improve your bot design with effective intent and slot descriptions, validate your implementation using Te

Real-time voice agents with Stream Vision Agents and Amazon Nova 2 Sonic

TutorialsDGX agent

In this post, you learn how to combine Stream's Vision Agents open-source framework with Amazon Bedrock and Amazon Nova 2 Sonic to build real-time voice agents that can be production-ready in minutes.

13 May 2026

Build financial document processing with Pulse AI and Amazon Bedrock

TutorialsDGX agent

This post demonstrates how to build a documentation extraction and model fine-tuning pipeline that addresses challenges when processing the complex financial documents. By combining Pulse AI's advance

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