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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Prisma Clud

JUNE 6, 2024

More than 25% of all publicly accessible serverless functions have access to sensitive data , as seen in internal research. The question then becomes, Are cloud serverless functions exposing your data? Just need a quick reference? Security Considerations for AWS Lambda Functions AWS’ main serverless offering is Lambda functions.

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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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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.

Software Development 85

Software Development Software Development Serverless 85

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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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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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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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

Altexsoft

SEPTEMBER 6, 2023

Serverless security has become a significant player in the B2B tech landscape. billion in 2021, the serverless security market is projected to surge to USD 5.1 Furthermore, as per recent data , 21% of enterprises have already integrated serverless technology and an additional 39% are exploring its potential. Let’s get started.

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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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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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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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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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Openxcell

JULY 25, 2023

Well, a web application architecture enables retrieving and presenting the desirable information you are looking for. Whether you are a seasoned developer, a creative designer, or a witty entrepreneur, understanding Web Application Architecture is paramount. And the importance of choosing the right architecture.

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Architecture Applications UI/UX Software Review 52

Stackery

DECEMBER 6, 2019

But after two days of discussing serverless development and AWS tooling with the many awesome folks who have visited the Stackery booth (plus the primer I attended on day one) I was actually feeling pretty limber for the marathon that was “Serverless SaaS Deep Dive: Building Serverless on AWS”. Serverless for SaaS.

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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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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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CIO

MARCH 26, 2024

Speaking at Mobile World Congress 2024 in Barcelona, Jason Cao, Huawei’s CEO of Digital Finance BU, acknowledged that digital financial services are “booming” and that the rise of open architecture as well as emerging technologies like generative AI will have an impact on key fields in the industry such as financial engagement and credit loans.

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Banking Disaster Recovery Strategy Backup 147

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

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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Modus Create

MARCH 10, 2021

Serverless architecture has grown more popular since Amazon Web Services (AWS) introduced Lambda. Serverless allows the developer to focus only on the code itself. The New LAMP Stack: Serverless on AWS. In this tutorial, I’ll be covering how to use Bref to build a serverless Laravel application. Step 1: AWS User.

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AWS Machine Learning - AI

AUGUST 13, 2024

Handling large volumes of data, extracting unstructured data from multiple paper forms or images, and comparing it with the standard or reference forms can be a long and arduous process, prone to errors and inefficiencies. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

Healthcare 118

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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

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

OCTOBER 21, 2024

Whether leveraging fine-tuned models like Meta Llama, Mistral Mixtral, and IBM Granite, or developing proprietary models based on popular open-source architectures, customers can now bring their custom models into Amazon Bedrock without the overhead of managing infrastructure or model lifecycle tasks. Mistral 7B, Mixtral 8x7B, and more.

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OpenCredo

FEBRUARY 11, 2022

Serverless computing, or functions-as-a-service, has picked up a lot of attention and speed due to its cost-effective pay-as-you-go price offering, multi-language/runtime support, as well as its easy learning curve without any need to provide the infrastructure layer. Writing serverless functions should also adhere to these same practices.

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Serverless Testing Software Review Lambda 52

ParkMyCloud

MAY 7, 2019

Curious why serverless is so popular – and why it won’t replace traditional servers in the cloud? In the current cloud infrastructure, top service providers are dedicating a great deal of effort to expand on this architecture as a new approach to a cloud solution that focuses on applications rather than infrastructure.

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AWS Machine Learning - AI

APRIL 23, 2024

However, to unlock the long-term success and viability of these AI-powered solutions, it is crucial to align them with well-established architectural principles. For details on all the fields and providing configuration of various vector stores supported by Knowledge Bases for Amazon Bedrock, refer to AWS::Bedrock::KnowledgeBase.

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Knowledge Base Scalability Applications Generative AI 121

Stackery

FEBRUARY 26, 2020

I wanted to share a fantastic talk from a recent Portland Serverless Architecture Meetup on AWS CloudFormation , how to get started, and how Stackery can help. Team Stackery has been hosting the PDX Serverless Architecture meetup at our Portland office since June of 2018, although the meetup began the year before.

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AWS Machine Learning - AI

NOVEMBER 20, 2024

Solution overview The solution presented in this post responds automatically to email inquiries using the following solution architecture. The knowledge base is set up to use Amazon OpenSearch Serverless as its vector store and an Amazon Titan embeddings text model on Amazon Bedrock to create the embeddings.

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Openxcell

JUNE 6, 2023

Microservices architecture of software is all the rage for its adaptability and ease of maintenance. In 2014, Uber, the popular cab hailing service provider made a major switch in their app architecture by switching from monolithic architecture to micro services architecture.

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Microservices Architecture Enterprise Software Review 52

AWS Machine Learning - AI

OCTOBER 31, 2024

By implementing this architectural pattern, organizations that use Google Workspace can empower their workforce to access groundbreaking AI solutions powered by Amazon Web Services (AWS) and make informed decisions without leaving their collaboration tool. In the following sections, we explain how to deploy this architecture.

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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

NOVEMBER 7, 2024

Shared components refer to the functionality and features shared by all tenants. API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well.

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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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AWS Machine Learning - AI

SEPTEMBER 17, 2024

Our solution uses an FSx for ONTAP file system as the source of unstructured data and continuously populates an Amazon OpenSearch Serverless vector database with the user’s existing files and folders and associated metadata. The following architecture diagram illustrates the various components of our solution.

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AWS Machine Learning - AI

FEBRUARY 19, 2024

The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses. In this post, we illustrate contextually enhancing a chatbot by using Knowledge Bases for Amazon Bedrock , a fully managed serverless service.

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