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. Our pricing model varies depending on the project, but we always aim to provide cost-effective solutions.

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AWS Machine Learning - AI

DECEMBER 11, 2024

Earlier this year, we published the first in a series of posts about how AWS is transforming our seller and customer journeys using generative AI. The following screenshot shows an example of an interaction with Field Advisor.

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Xebia

JANUARY 26, 2025

This example applies to the more traditional lift and shift approaches. Simple: In the example, we needed an RDS instance. By switching to serverless, you pay for the usage. The CheckoutProcess name describes what it is, a role used by, for example, a lambda function that processes the checkout.

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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. I summarized my key takeaways that can help you improve your serverless architectures. Every line of code you don’t write, is code you don’t have to maintain.

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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

JANUARY 29, 2025

Amazon Bedrock Custom Model Import enables the import and use of your customized models alongside existing FMs through a single serverless, unified API. This serverless approach eliminates the need for infrastructure management while providing enterprise-grade security and scalability. Take note of the S3 path youre using.

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AWS Machine Learning - AI

OCTOBER 11, 2024

It uses Amazon Bedrock , AWS Health , AWS Step Functions , and other AWS services. Some examples of AWS-sourced operational events include: AWS Health events — Notifications related to AWS service availability, operational issues, or scheduled maintenance that might affect your AWS resources.

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AWS Machine Learning - AI

NOVEMBER 22, 2024

Seamless integration of latest foundation models (FMs), Prompts, Agents, Knowledge Bases, Guardrails, and other AWS services. Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. For example, CustomerServiceGuardrail-001. Publish a working version of your guardrail.

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AWS Machine Learning - AI

MARCH 14, 2025

The computer use agent demo powered by Amazon Bedrock Agents provides the following benefits: Secure execution environment Execution of computer use tools in a sandbox environment with limited access to the AWS ecosystem and the web. For example, your agent could take screenshots, create and edit text files, and run built-in Linux commands.

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Xebia

JANUARY 17, 2024

In this article we are going to explore how we can use a serverless approach to automate the secret rotation process, avoiding having to ever endure one of these arduous events again! For this article I will be using the example of rotating the keys for an AWS IAM service account, and updating them in a GitLab.

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AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times.

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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. However, some components may incur additional usage-based costs.

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Xebia

JUNE 8, 2023

Use StepFunctions to simplify your serverless applications AWS StepFunctions is a great orchestrating tool for your serverless applications. Lets use an example Lets say one of the input parameters is an object location on S3. Or you can use the AWS SDK Service integration. We will feed this to your state machine.

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Xebia

DECEMBER 19, 2023

When you are creating a serverless project, this changes. An example can be found in the “ Stubbing AWS Service calls in Golang ” blog I wrote. Now if you want to visualize your coverage in for example GitLab. However, you do need to maintain some scripting in for example a Makefile. files, forming its own module.

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Linux Academy

FEBRUARY 19, 2019

The term “serverless” — the ability to run code without having to choose what to run it on — shares that same overall goal, which is to eliminate the need for a developer of an application to manage infrastructure, and have that taken care of by another service or component. AWS does essentially the same thing with the AWS Fargate service.

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Dzone - DevOps

FEBRUARY 11, 2025

Among the many advancements in cloud technologies, serverless architectures stand out as a transformative approach. Ease-of-use and efficiency are the two most desirable properties for modern application development, and serverless architectures offer these.

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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.

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Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? HPC services on AWS Compute Technically you could design and build your own HPC cluster on AWS, it will work but you will spend time on plumbing and undifferentiated heavy lifting. AWS has two services to support your HPC workload.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

Although the principles discussed are applicable across various industries, we use an automotive parts retailer as our primary example throughout this post. x or later The AWS CDK CLI installed Deploy the solution The following steps outline the process to deploying the solution using the AWS CDK. Python 3.9 or later Node.js

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AWS Machine Learning - AI

JANUARY 22, 2025

The following graphic is a simple example of Windows Server Console activity that could be captured in a video recording. For example, the use of shortcut keys like Ctrl + S to save a document cant be detected from an image of the console. We must also account for limitations in the data that we ask Anthropics Claude to analyze.

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Stackery

APRIL 11, 2019

I first heard about this pattern a few years ago at a ServerlessConf from a consultant who was helping a “big bank” convert to serverless. 6.10, which is approaching EOL for AWS Lambda? What if, instead, we could do the following: This may seem magical, but it’s possible using advanced mechanisms built into AWS API Gateway.

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Perficient

MARCH 27, 2025

What Youll Learn How Pulumi works with AWS Setting up Pulumi with Python Deploying various AWS services with real-world examples Best practices and advanced tips Why Pulumi for AWS? Multi-Cloud and Multi-Language Support Deploy across AWS, Azure, and Google Cloud with Python, TypeScript, Go, or.NET.

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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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Xebia

JANUARY 15, 2024

I have noticed the same behavior with serverless. In this blog post I will go over some reasons why you should be using design patterns in your Lambda functions Getting started To get started with AWS Lambda is quite easy, and this is also the reason why some crucial steps are skipped. Thanks Tensor Programming for the inspiration.

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AWS Machine Learning - AI

MARCH 13, 2025

We discuss the unique challenges MaestroQA overcame and how they use AWS to build new features, drive customer insights, and improve operational inefficiencies. For example, Can I speak to your manager? and I would like to speak to someone higher up dont share the same keywords, but are both asking for an escalation.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

This is where AWS and generative AI can revolutionize the way we plan and prepare for our next adventure. This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services.

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Martin Fowler

MARCH 5, 2019

In my recent client engagement, I foresaw that serverless architecture was a perfect fit. The idea of adopting serverless architecture, though, didn’t fly to our client well due to the fear of vendor lock-in. Let’s have a look into an example of building an event-driven architecture. generic cloud usage. Acknowledgements.

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Xebia

JANUARY 18, 2024

Deploy Secure Public Web Endpoints Welcome to Building Resilient Public Networking on AWS—our comprehensive blog series on advanced networking strategies tailored for regional evacuation, failover, and robust disaster recovery. We laid the groundwork for understanding the essentials that underpin the forthcoming discussions.

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AWS Machine Learning - AI

SEPTEMBER 3, 2024

That’s where the new Amazon EMR Serverless application integration in Amazon SageMaker Studio can help. In this post, we demonstrate how to leverage the new EMR Serverless integration with SageMaker Studio to streamline your data processing and machine learning workflows.

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CircleCI

NOVEMBER 7, 2022

This tutorial covers: Using the Jest framework to set up unit testing for a serverless application. The Serverless framework is an open-source framework written in Node.js that simplifies the development and deployment of AWS Lambda functions. It builds on the learnings from the Deploying a serverless application blog post.

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Mobilunity

DECEMBER 26, 2024

For medium to large businesses with outdated systems or on-premises infrastructure, transitioning to AWS can revolutionize their IT operations and enhance their capacity to respond to evolving market needs. AWS migration isnt just about moving data; it requires careful planning and execution. Need to hire skilled engineers?

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AWS Machine Learning - AI

APRIL 10, 2025

With this launch, you can now access Mistrals frontier-class multimodal model to build, experiment, and responsibly scale your generative AI ideas on AWS. AWS is the first major cloud provider to deliver Pixtral Large as a fully managed, serverless model. Take a look at the Mistral-on-AWS repo.

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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.

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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. Here’s the generated prompt from the example message).

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Linux Academy

JUNE 4, 2019

What is serverless framework? The Serverless Framework is an open-source project that replaces traditional platforms (hardware, operating systems) with a platform that can run in a cloud environment. Serverless is beneficial as it lets you focus on delivering a product, rather than managing typical IT problems. Why use it?

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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.

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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. The payload itself.

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