AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. It stores information such as job ID, status, creation time, and other metadata.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. You can use AWS services such as Application Load Balancer to implement this approach. API Gateway also provides a WebSocket API. Take Retrieval Augmented Generation (RAG) as an example.

Generative AI 113

Generative AI AWS Artificial Inteligence Enterprise 113

AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. The following figure illustrates the high-level design of the solution.

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AWS Machine Learning - AI

APRIL 1, 2025

Were excited to announce the open source release of AWS MCP Servers for code assistants a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow. This post is the first in a series covering AWS MCP Servers.

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AWS Machine Learning - AI

NOVEMBER 1, 2024

Although tagging is supported on a variety of Amazon Bedrock resources —including provisioned models, custom models, agents and agent aliases, model evaluations, prompts, prompt flows, knowledge bases, batch inference jobs, custom model jobs, and model duplication jobs—there was previously no capability for tagging on-demand foundation models.

Generative AI 142

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AWS Machine Learning - AI

NOVEMBER 7, 2024

The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information. The Lambda function processes the OpenSearch Service results and formats them for the Amazon Bedrock agent. Python 3.9 or later Node.js

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AWS Machine Learning - AI

FEBRUARY 11, 2025

Enhancing AWS Support Engineering efficiency The AWS Support Engineering team faced the daunting task of manually sifting through numerous tools, internal sources, and AWS public documentation to find solutions for customer inquiries. Then we introduce the solution deployment using three AWS CloudFormation templates.

Knowledge Base 102

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Xebia

FEBRUARY 19, 2024

In this blog post, we examine the relative costs of different language runtimes on AWS Lambda. Many languages can be used with AWS Lambda today, so we focus on four interesting ones. Rust just came to AWS Lambda in November 2023 , so probably a lot of folks are wondering whether to try it out.

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AWS Machine Learning - AI

NOVEMBER 22, 2024

This post discusses how to use AWS Step Functions to efficiently coordinate multi-step generative AI workflows, such as parallelizing API calls to Amazon Bedrock to quickly gather answers to lists of submitted questions. The results of each iteration are collected and made available for subsequent steps in the state machine.

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Xebia

AUGUST 3, 2023

I was sparked on a XKE to do a short experiment with using Golang for my AWS Lambda Functions. But the advantage of Python is that you can actually see the source code in the AWS Console and tweak it. Dependencies In python you have the option to do inline code in AWS CloudFormation templates. This also a problem!

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Xebia

MAY 6, 2022

We recently ran into the problem where one of our Lambdas needed to reach out to a Pinpoint application running in a secondary account. Note that this requires control over both accounts as you need to provision resources in both. Note that this requires control over both accounts as you need to provision resources in both.

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AWS Machine Learning - AI

OCTOBER 29, 2024

This solution uses decorators in your application code to capture and log metadata such as input prompts, output results, run time, and custom metadata, offering enhanced security, ease of use, flexibility, and integration with native AWS services.

Generative AI 113

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AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. Deploy the AWS CDK project to provision the required resources in your AWS account.

Knowledge Base 109

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AWS Machine Learning - AI

FEBRUARY 11, 2025

We use various AWS services to deploy a complete solution that you can use to interact with an API providing real-time weather information. Amazon Bedrock Agents forwards the details from the user query to the action groups, which further invokes custom Lambda functions. In this solution, we use Amazon Bedrock Agents.

Virtualization 84

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AWS Machine Learning - AI

JANUARY 13, 2025

The collaboration between BQA and AWS was facilitated through the Cloud Innovation Center (CIC) program, a joint initiative by AWS, Tamkeen , and leading universities in Bahrain, including Bahrain Polytechnic and University of Bahrain. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 112

Education Report Technical Review Generative AI 112

AWS Machine Learning - AI

MARCH 20, 2025

Users can access these AI capabilities through their organizations single sign-on (SSO), collaborate with team members, and refine AI applications without needing AWS Management Console access. The workflow is as follows: The user logs into SageMaker Unified Studio using their organizations SSO from AWS IAM Identity Center.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

We guide you through deploying the necessary infrastructure using AWS CloudFormation , creating an internal labeling workforce, and setting up your first labeling job. Solution overview This audio/video segmentation solution combines several AWS services to create a robust annotation workflow. We demonstrate how to use Wavesurfer.js

Video 102

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Xebia

APRIL 16, 2025

Yesterday I attended the AWS Summit 2025 in Amsterdam where I joined a session about AWS Step Functions hosted by Adriaan de Jonge, a former Xebia colleague. VS Code Extension Template Writing Step Functions using Infrastructure as Code (IaC) can be annoying when you need to copy JSON from the AWS console UI.

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Tamnoon

MARCH 12, 2025

What Are AWS Resource Control Policies (RCPs)? The Complete Guide Resource Control Policies (RCPs) are organization-wide guardrails designed to enforce security and governance across AWS resources. These deny-only policies establish permission boundaries for specific resource types within AWS organizations.

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AWS Machine Learning - AI

MAY 1, 2025

standard, MCP delivers key advantages such as superior fault isolation, dynamic service discovery, consistent security controls, and plug-and-play scalability, making it exceptionally well-suited for AI applications that require reliable, modular access to multiple resources. With the server set up, lets turn our focus to the MCP client.

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Xebia

JANUARY 26, 2025

However, proper strategies can make managing resources, dependencies, and environments challenging. This blog explores how to optimize feature branch workflows, maintain encapsulated logical stacks, and apply best practices like resource naming to improve clarity, scalability, and cost-effectiveness.

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AWS Machine Learning - AI

MARCH 18, 2025

The solution offers the following potential benefits: Efficiency By automating the initial protocol design process, researchers can save valuable time and resources, allowing them to focus on more critical aspects of clinical trial execution. An AWS account. If you dont have one, you can register for a new AWS account.

Artificial Inteligence 113

Artificial Inteligence Technical Review Healthcare Systems Review 113

AWS Machine Learning - AI

OCTOBER 11, 2024

With a vast array of services and resource footprints spanning hundreds of accounts, organizations can face an overwhelming volume of operational events occurring daily, making manual administration impractical. It uses Amazon Bedrock , AWS Health , AWS Step Functions , and other AWS services.

Cloud 97

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Dzone - DevOps

DECEMBER 17, 2024

AWS Managed Microsoft Active Directory provides the ability to run directory-aware workloads in the AWS Cloud , including Microsoft SharePoint and custom.NET and SQL Server-based applications.

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Lambda AWS Operating System Resources 97

Stackery

JULY 25, 2019

Starting today, any developer can locally debug and develop any Lambda function, in any language or framework, against live cloud resources with any IDE, for free. that allows for local development using cloudside resources. that allows for local development using cloudside resources. Enter cloudlocal.

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MagmaLabs

JANUARY 16, 2023

It is an open-source tool created by the AWS team. It uses the Construct Programming Model (CPM) to generate CloudFormation templates and materializes them as AWS resources when deployed. Install & Configure AWS CLI. NOTE: This requires an AWS role with policy/AdministratorAccess access. aws/config file.

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Xebia

OCTOBER 21, 2023

what are mandatory and optional resources for each action? The first place to go to find out if this information is somehow exposed would be the AWS SDKs. This session needs no actual rights to AWS. what actions match a pattern like “Desc*” for a service? what condition keys can be used? _signed_in = False self._csrf_token

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Xebia

JANUARY 17, 2024

Recently I have been working on a few projects that involved Lambda functions. Dir Structure For this solution to work the project directory should be structured in a way so that terraform can find the dependencies you are looking to install to your Lambda. config } provider "aws" { #. requests>=2.0.0

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Xebia

JULY 4, 2023

When using AWS API Gateway you can use the AWS Lambda authorizer for HTTP APIs to authorize the requests. In this blog I will show you how to validate a JWT token signed with KMS in a Lambda using the Golang runtime. So you have to look closely to your use case and business requirements and make a decision based on that.

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AWS Machine Learning - AI

DECEMBER 4, 2024

SageMaker Unified Studio combines various AWS services, including Amazon Bedrock , Amazon SageMaker , Amazon Redshift , Amazon Glue , Amazon Athena , and Amazon Managed Workflows for Apache Airflow (MWAA) , into a comprehensive data and AI development platform. Navigate to the AWS Secrets Manager console and find the secret -api-keys.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. AWS Prototyping developed an AWS Cloud Development Kit (AWS CDK) stack for deployment following AWS best practices.

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AWS Machine Learning - AI

MARCH 13, 2025

AWS AppConfig , a capability of AWS Systems Manager, is used to store each of the agents tool context data as a single configuration in a managed data store, to be sent to the Converse API tool request. For more information about when to use AWS Config, see AWS AppConfig use cases.

Artificial Inteligence 95

Artificial Inteligence Lambda Generative AI Travel 95

Xebia

SEPTEMBER 24, 2024

AWS offers a range of security services like AWS Security Hub, AWS GuardDuty, Amazon Inspector, Amazon Macie etc. This post will dive into how we can monitor these AWS Security services and build a layered security approach, emphasizing the importance of both prevention and detection. This will help us in investigation.

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AWS Machine Learning - AI

FEBRUARY 25, 2025

Troubleshooting infrastructure as code (IaC) errors often consumes valuable time and resources. This post demonstrates how you can use Amazon Bedrock Agents to create an intelligent solution to streamline the resolution of Terraform and AWS CloudFormation code issues through context-aware troubleshooting.

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AWS Machine Learning - AI

JULY 3, 2024

To solve this problem, this post shows you how to apply AWS services such as Amazon Bedrock , AWS Step Functions , and Amazon Simple Email Service (Amazon SES) to build a fully-automated multilingual calendar artificial intelligence (AI) assistant. It lets you orchestrate multiple steps in the pipeline.

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Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? With common compute resources most (serial) computing challenges can be solved. Resources are available on-demand, no ordering/waiting time for the deployment of resources. AWS has two services to support your HPC workload.

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AWS Performance Storage Linux 147

Xebia

JANUARY 15, 2023

When you want to configure a custom domain for an AppRunner service with CloudFormation, you will notice that the required resource AWS::AppRunner::CustomDomain is missing. The resource set id is the set to the app runner service id. Ref App DomainName: !Ref Ref DomainName ServiceToken: !GetAtt GetAtt DNSDomain.Id RecordSets: !GetAtt

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