Stackery

FEBRUARY 19, 2020

Too often serverless is equated with just AWS Lambda. Yes, it’s true: Amazon Web Services (AWS) helped to pioneer what is commonly referred to as serverless today with AWS Lambda, which was first announced back in 2015. Lambda is just one component of a modern serverless stack.

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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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Stackery

APRIL 11, 2019

Lately, I’ve seen some talk about an architectural pattern that I believe will become prevalent in the near future. 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. DynamoDB Tables and Aurora Serverless Databases).

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AWS Machine Learning - AI

JANUARY 22, 2025

We explain the end-to-end solution workflow, the prompts needed to produce the transcript and perform security analysis, and provide a deployable solution architecture. For a comprehensive guide to prompt engineering, refer to Prompt engineering techniques and best practices: Learn by doing with Anthropics Claude 3 on Amazon Bedrock.

Generative AI 111

Generative AI Video Analysis Technical Review 111

AWS Machine Learning - AI

APRIL 23, 2025

Designed with a serverless, cost-optimized architecture, the platform provisions SageMaker endpoints dynamically, providing efficient resource utilization while maintaining scalability. The following diagram illustrates the solution architecture. Key architectural decisions drive both performance and cost optimization.

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AWS Machine Learning - AI

NOVEMBER 6, 2024

This solution can serve as a valuable reference for other organizations looking to scale their cloud governance and enable their CCoE teams to drive greater impact. Oleg Chugaev is a Principal Solutions Architect and Serverless evangelist with 20+ years in IT, holding multiple AWS certifications. About the Authors Steven Craig is a Sr.

Generative AI 114

Generative AI Government Technical Review Innovation 114

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. The following diagram provides a detailed view of the architecture to enhance email support using generative AI.

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Knowledge Base Generative AI Technical Review Lambda 109

AWS Machine Learning - AI

NOVEMBER 22, 2023

In this post, we explore building a contextual chatbot for financial services organizations using a RAG architecture with the Llama 2 foundation model and the Hugging Face GPTJ-6B-FP16 embeddings model, both available in SageMaker JumpStart. For an in-depth understanding, refer to the LangChain documentation.

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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. The following diagram illustrates the solution architecture. You then display the top similar results.

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AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we evaluate different generative AI operating model architectures that could be adopted. Governance in the context of generative AI refers to the frameworks, policies, and processes that streamline the responsible development, deployment, and use of these technologies.

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Generative AI Organization Enterprise Artificial Inteligence 98

Modus Create

MAY 15, 2023

When serverless architecture became all the rage a few years ago, we wondered whether it was just marketing hype. Was serverless really cloud 2.0 Serverless architecture’s popularity has risen over the past 5 years. While serverless brings immense benefits to businesses, it’s important not to rush into it.

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Stackery

MAY 22, 2019

With Serverless, it’s not the technology that’s hard, it’s understanding the language of a new culture and operational model. Serverless architecture has coined some new terms and, more confusingly, re-used a few older terms with new meanings. This glossary will clarify some of them. For now, we’re sticking with ‘App’.

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Serverless Lambda AWS Resources 74

TechCrunch

MARCH 9, 2021

Kobeissi’s original concept for Capsule, meanwhile, was to create self-hosting microservices.

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Media Social Blockchain USP 246

AWS Machine Learning - AI

OCTOBER 1, 2024

We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. The aim of this post is to provide a comprehensive understanding of how to build a voice-based, contextual chatbot that uses the latest advancements in AI and serverless computing. We discuss this later in the post.

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Serverless Artificial Inteligence AWS Software Review 91

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. However, some components may incur additional usage-based costs.

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Stackery

MAY 29, 2019

If you’ve built a serverless application or two, you’re probably familiar with the benefits of serverless architecture. There’s another side to the serverless story: developer workflow. Understanding the benefits of serverless is easy, but building serverless apps well requires effective development workflows.

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Stackery

APRIL 1, 2020

A good software design tool enables rapid visualization of application architectures, much like a virtual whiteboard. A great design tool validates service architectures, their communication flows and the infrastructure required to execute them—and builds a scaffold that can be seamlessly taken forward into development.

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Serverless AWS Architecture Infrastructure 71

Xebia

MAY 21, 2024

Modernizing on AWS refers to migrating and transforming traditional applications, workloads, and infrastructure to leverage the benefits of cloud computing and AWS services. Adoption of Cloud-Native Technologies: Companies embrace cloud-native technologies such as containers, serverless computing, and microservices architecture.

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AWS Machine Learning - AI

APRIL 22, 2025

Seamless live stream acquisition The solution begins with an IP-enabled camera capturing the live event feed, as shown in the following section of the architecture diagram. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

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Media Knowledge Base AWS Systems Review 82

Dzone - DevOps

FEBRUARY 14, 2024

Among the most notable trends gaining traction is serverless architecture , offering developers a paradigm shift in how they approach application development. In this article, we delve into the world of serverless architecture, exploring its key concepts, benefits, and implications for the future of software development.

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Software Development Software Development Serverless 98

James Shore

MAY 31, 2021

Evolutionary System Architecture. What about your system architecture? By system architecture, I mean all the components that make up your deployed system. When you do, you get evolutionary system architecture. This is a decidedly unfashionable approach to system architecture. Programmers, Operations. They serve 1.3

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System Architecture Architecture Systems Review System 94

AWS Machine Learning - AI

MAY 31, 2024

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using the Amazon Web Services (AWS) tools without having to manage infrastructure. The following diagram depicts a high-level RAG architecture.

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AWS Machine Learning - AI

OCTOBER 15, 2024

In the following sections, we walk you through constructing a scalable, serverless, end-to-end Public Speaking Mentor AI Assistant with Amazon Bedrock, Amazon Transcribe , and AWS Step Functions using provided sample code. The following diagram shows our solution architecture.

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AWS Machine Learning - AI

MARCH 14, 2025

The architecture is complemented by essential supporting services, including AWS Key Management Service (AWS KMS) for security and Amazon CloudWatch for monitoring, creating a resilient, serverless container environment that alleviates the need to manage underlying infrastructure while maintaining robust security and high availability.

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AWS Machine Learning - AI

FEBRUARY 9, 2024

Because Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. The following diagram summarizes the solution architecture and key components.

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AWS Machine Learning - AI

DECEMBER 11, 2024

This enables sales teams to interact with our internal sales enablement collateral, including sales plays and first-call decks, as well as customer references, customer- and field-facing incentive programs, and content on the AWS website, including blog posts and service documentation.

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AWS Generative AI Technical Review Artificial Inteligence 109

AWS Machine Learning - AI

MARCH 20, 2025

Moreover, Amazon Bedrock offers integration with other AWS services like Amazon SageMaker , which streamlines the deployment process, and its scalable architecture makes sure the solution can adapt to increasing call volumes effortlessly. This is powered by the web app portion of the architecture diagram (provided in the next section).

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AWS Machine Learning - AI

MARCH 3, 2025

Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance. This architecture supports processing an arbitrary number of images of varying sizes within a large context window of 128k tokens. Refer to Requesting a quota increase for access to GPU instances.

Insurance 108

Insurance AWS eCommerce Software Review 108

Mike Roberts

MAY 22, 2018

I started writing “ Serverless Architectures ” in May 2016. Fast forward to two years later and the article has had more than half a million visits, regularly appears in the top five Google search results for “Serverless”, and helped launched Symphonia ?—?my What is Serverless? I thought a few folks might be interested.

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Serverless Architecture Lambda Microservices 40

Mike Roberts

MAY 22, 2018

I started writing “ Serverless Architectures ” in May 2016. Fast forward to two years later and the article has had more than half a million visits, regularly appears in the top five Google search results for “Serverless”, and helped launched Symphonia ?—?my What is Serverless? I thought a few folks might be interested.

Serverless 40

Serverless Architecture Lambda Microservices 40

Stackery

AUGUST 11, 2020

Serverless + JAMstack is where web app architectures are going. These are often referred to as static site generators, but I’m a fan of PayPal’s Jamund Ferguson rephrasing the term as static apps in the recent talk Bringing JAMstack to the Enterprise. Meaning, these are applications with dynamic interactivity.

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Serverless Lambda AWS Architecture 95

AWS Machine Learning - AI

MAY 17, 2024

The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events. The second task then asks the LLM to compare the generated response to the reference response using the rules and generate an evaluation score.

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AWS Machine Learning - AI

SEPTEMBER 26, 2024

This domain knowledge is traditionally captured in reference manuals, service bulletins, quality ticketing systems, engineering drawings, and more, but the quantity and complexity of documents is growing and takes time to learn. In RAG, these knowledge sources are often referred to as a knowledge base. Try it out!

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Artificial Inteligence Generative AI Knowledge Base AWS 117

DevOps.com

FEBRUARY 8, 2023

Serverless in production refers to the deployment and use of serverless architecture in a live, production environment. In this context, serverless refers to a cloud computing paradigm where the cloud provider manages the infrastructure and allocates resources as needed to run and scale applications and services.

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AWS Machine Learning - AI

AUGUST 26, 2024

In this post, we dive into the architecture and implementation details of GenASL, which uses AWS generative AI capabilities to create human-like ASL avatar videos. The following diagram shows a high-level overview of the architecture. This tool is essential for building and deploying serverless applications.

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AWS Machine Learning - AI

MARCH 5, 2025

These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques. However, building and deploying trustworthy AI assistants requires a robust ground truth and evaluation framework. 201% $12.2B

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AWS Machine Learning - AI

MARCH 20, 2025

Before we dive deep into the deployment of the AI agent, lets walk through the key steps of the architecture, as shown in the following diagram. Use the following AWS CloudFormation template , and refer to Create a stack from the CloudFormation console to launch the stack in your preferred AWS Region.

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Generative AI Systems Review System Lambda 116