Dzone - DevOps

APRIL 9, 2025

Amazon Web Services (AWS) provides an expansive suite of tools to help developers build and manage serverless applications with ease. By abstracting the complexities of infrastructure, AWS enables teams to focus on innovation. Why Combine AI, ML, and Serverless Computing?

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CIO

MAY 30, 2024

As enterprises increasingly embrace serverless computing to build event-driven, scalable applications, the need for robust architectural patterns and operational best practices has become paramount. Thus, organizations can create flexible and resilient serverless architectures. optimize the overall performance.

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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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Generative AI Artificial Inteligence Knowledge Base AWS 123

AWS Machine Learning - AI

APRIL 29, 2025

At Data Reply and AWS, we are committed to helping organizations embrace the transformative opportunities generative AI presents, while fostering the safe, responsible, and trustworthy development of AI systems. Red teaming is critical for uncovering vulnerabilities before they are exploited.

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Generative AI Weak Development Team AWS Artificial Inteligence 72

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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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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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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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

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 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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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

APRIL 22, 2025

In December, we announced the preview availability for Amazon Bedrock Intelligent Prompt Routing , which provides a single serverless endpoint to efficiently route requests between different foundation models within the same model family. For example, when comparing between usage of Claude 3 Haiku and Claude 3.5 Haiku and Claude 3.5

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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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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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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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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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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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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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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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Generative AI AWS Technical Review Artificial Inteligence 109

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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Generative AI CTO Coach AWS Artificial Inteligence 113

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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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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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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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

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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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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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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AWS Machine Learning - AI

APRIL 3, 2024

In this post, we show how to build a contextual text and image search engine for product recommendations using the Amazon Titan Multimodal Embeddings model , available in Amazon Bedrock , with Amazon OpenSearch Serverless. Store embeddings into the Amazon OpenSearch Serverless as the search engine.

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AWS Machine Learning - AI

APRIL 9, 2025

They are available at no additional charge in AWS Regions where the Amazon Q Business service is offered. Log groups prefixed with /aws/vendedlogs/ will be created automatically. AWS follows an explicit deny overrides allow model, meaning that if you explicitly deny an action, it will take precedence over allow statements.

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Weak Development Team Metrics Systems Review AWS 90

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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AWS Artificial Inteligence Generative AI Lambda 139

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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Lambda AWS Software Review Serverless 130

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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Technical Review Serverless Systems Review Retail 42

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

MARCH 3, 2025

Designed for both image and document comprehension, Pixtral demonstrates advanced capabilities in vision-related tasks, including chart and figure interpretation, document question answering, multimodal reasoning, and instruction followingseveral of which are illustrated with examples later in this post. Lets explore an example.

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Insurance AWS eCommerce Software Review 109