AWS Machine Learning - AI

APRIL 1, 2025

However, in the past, connecting these agents to diverse enterprise systems has created development bottlenecks, with each integration requiring custom code and ongoing maintenancea standardization challenge that slows the delivery of contextual AI assistance across an organizations digital ecosystem.

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Generative AI AWS Artificial Inteligence Software Review 134

AWS Machine Learning - AI

MARCH 4, 2025

To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. The solution incorporates the following key features: Using a Retrieval Augmented Generation (RAG) architecture, the system generates a context-aware detailed assessment.

Generative AI 107

Generative AI Technical Review Software Review Systems Review 107

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. The following diagram provides a detailed view of the architecture to enhance email support using generative AI. The workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base 100

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AWS Machine Learning - AI

JANUARY 13, 2025

The CIC program aims to foster innovation within the public sector by providing a collaborative environment where government entities can work closely with AWS consultants and university students to develop cutting-edge solutions using the latest cloud technologies. The following diagram illustrates the solution architecture.

Education 103

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AWS Machine Learning - AI

FEBRUARY 11, 2025

By using Amazon Q Business, which simplifies the complexity of developing and managing ML infrastructure and models, the team rapidly deployed their chat solution. Solution overview The following architecture diagram represents the high-level design of a solution proven effective in production environments for AWS Support Engineering.

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Xebia

OCTOBER 23, 2024

It provides Infrastructure as Code (IaC) using AWS Cloud Development Kit (CDK), allowing you to deploy and manage the necessary infrastructure effortlessly. Architecture Overview The accompanying diagram visually represents our infrastructure’s architecture, highlighting the relationships between key components.

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AWS Machine Learning - AI

NOVEMBER 13, 2024

Recognizing this need, we have developed a Chrome extension that harnesses the power of AWS AI and generative AI services, including Amazon Bedrock , an AWS managed service to build and scale generative AI applications with foundation models (FMs). The following diagram illustrates the architecture of the application.

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Dzone - DevOps

OCTOBER 4, 2023

Building Efficient Lambda Functions with Node.js: Unleashing the Power of Serverless Magic In the ever-evolving landscape of cloud computing, serverless architecture has emerged as a transformative paradigm, enabling developers to focus on code without the burden of managing infrastructure.

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AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. Choose Generative AI application development profile and continue.

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Xebia

APRIL 16, 2025

I summarized my key takeaways that can help you improve your serverless architectures. The AWS Toolkit for VS Code solves this problem by letting you develop and visualize your workflows directly in your IDE. This makes the development process much more efficient and improves the Developer Experience.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

Additionally, we use various AWS services, including AWS Amplify for hosting the front end, AWS Lambda functions for handling request logic, Amazon Cognito for user authentication, and AWS Identity and Access Management (IAM) for controlling access to the agent. The function uses a geocoding service or database to perform this lookup.

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AWS Machine Learning - AI

OCTOBER 29, 2024

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. Multiple programming language support – The GitHub repository provides the observability solution in both Python and Node.js

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Generative AI Applications AWS Knowledge Base 109

Dzone - DevOps

JUNE 21, 2023

Microservices architecture is becoming increasingly popular as it enables organizations to build complex, scalable applications by breaking them down into smaller, independent services. Each microservice performs a specific function within the application and can be developed, deployed, and scaled independently.

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AWS Machine Learning - AI

NOVEMBER 1, 2024

The architecture in the preceding figure illustrates two methods for dynamically retrieving inference profile ARNs based on tags. Lambda-based Method: This approach uses AWS Lambda as an intermediary between the calling client and the ResourceGroups API.

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AWS Machine Learning - AI

FEBRUARY 25, 2025

Developers can spend multiple cycles searching for solutions across forums, troubleshooting repetitive issues, or trying to identify the root cause. In organizations with multi-account AWS environments , teams often maintain a centralized AWS environment for developers to deploy applications.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

The following diagram illustrates the solution architecture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. The pre-annotation Lambda function can process the input manifest file before data is presented to annotators, enabling any necessary formatting or modifications.

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AWS Machine Learning - AI

JULY 11, 2024

This solution shows how Amazon Bedrock agents can be configured to accept cloud architecture diagrams, automatically analyze them, and generate Terraform or AWS CloudFormation templates. Solution overview Before we explore the deployment process, let’s walk through the key steps of the architecture as illustrated in Figure 1.

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AWS Machine Learning - AI

OCTOBER 11, 2024

Although traditional programmatic approaches offer automation capabilities, they often come with significant development and maintenance overhead, in addition to increasingly complex mapping rules and inflexible triage logic. The following diagram illustrates the solution architecture.

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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. Click here to open the AWS console and follow along.

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Dzone - DevOps

JULY 29, 2024

In this article, we'll walk through the process of creating and deploying a real-time AI-powered chatbot using serverless architecture. This approach not only streamlines development but also ensures scalability and cost-efficiency. Overview of the Project We'll be building a simple chatbot that interacts with users in real time.

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Perficient

FEBRUARY 17, 2025

Nine years ago, I was eager to be a developer but found no convincing platform. This led to my career as an Android developer, where I had the opportunity to learn the nuances of building mobile applications. Web Development Web Development : Focuses on building the user interface (UI) and user experience (UX) of applications.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

With the significant developments in the field of generative AI , intelligent applications powered by foundation models (FMs) can help users map out an itinerary through an intuitive natural conversation interface. Architecture The following figure shows the architecture of the solution.

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AWS Machine Learning - AI

MARCH 18, 2025

Personalized care plans By using the LLMs knowledge base and analytical capabilities, healthcare professionals can develop tailored care plans aligned with the patients specific needs and medical history. Solution overview The following diagram illustrates the solution architecture. Choose Test. Choose Test. Run the test event.

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Artificial Inteligence Technical Review Healthcare Systems Review 109

Tenable

FEBRUARY 13, 2024

Cybersecurity teams often struggle with securing cloud-native applications, which are becoming increasingly popular with developers. The good news is that deploying these applications on a serverless architecture can make it easier to protect them. Here’s why. What is serverless? How can serverless help?

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AWS Machine Learning - AI

APRIL 22, 2025

To address these challenges, Infosys partnered with Amazon Web Services (AWS) to develop the Infosys Event AI to unlock the insights generated during events. 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.

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Media Knowledge Base AWS Systems Review 75

Dzone - DevOps

JANUARY 16, 2024

Serverless architecture is a way of building and running applications without the need to manage infrastructure. AWS offers various serverless services, with AWS Lambda being one of the most prominent. Importance of Resiliency in Serverless Architecture As heavenly as serverless sounds, it isn't immune to failures.

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LaunchDarkly

JUNE 5, 2019

TrueCar had been hosting its internet presence in one or more colocation facilities with traditional business, design, development, and operational staff working to produce a world-class website experience for consumers. The solution that we devised emerged after the Amazon Web Services (AWS) launched Lambda@Edge in mid-2017.

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AWS Machine Learning - AI

DECEMBER 4, 2024

To address these challenges, we introduce Amazon Bedrock IDE , an integrated environment for developing and customizing generative AI applications. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE. Next, select Generative AI application development from the available profiles.

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AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. This solution can be applied to other dashboards at a later stage.

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AWS Machine Learning - AI

FEBRUARY 26, 2024

Our proposed architecture provides a scalable and customizable solution for online LLM monitoring, enabling teams to tailor your monitoring solution to your specific use cases and requirements. A modular architecture, where each module can intake model inference data and produce its own metrics, is necessary.

Artificial Inteligence 136

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Strategic Tech

JULY 21, 2020

Most organisations go through an architecture modernisation effort at some point as their systems drift into a state of intolerable maintenance costs and they diverge too far from modern technological advances. What architecture will be optimal for enabling that business vision? How are we going to deliver the new architecture?

Architecture 98

Architecture Technical Review Software Review Microservices 98

AWS Machine Learning - AI

MARCH 15, 2024

In this post, we show you how to build a speech-capable order processing agent using Amazon Lex, Amazon Bedrock, and AWS Lambda. Solution overview The following diagram illustrates our solution architecture. This can be done with a Lambda layer or by using a specific AMI with the required libraries. awscli>=1.29.57

Generative AI 139

Generative AI Lambda AWS Artificial Inteligence 139

RapidValue

JULY 31, 2019

Serverless architecture is another buzzword to hit the cloud-native space, but what is it, is it worthwhile and how can it work for you? Serverless architecture is on the rise and is rapidly gaining acceptance. What is Serverless Architecture? The adoption of serverless architecture is growing rapidly.

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AWS Machine Learning - AI

FEBRUARY 9, 2024

API gateways can provide loose coupling between model consumers and the model endpoint service, and flexibility to adapt to changing model, architectures, and invocation methods. In this post, we show you how to build an internal SaaS layer to access foundation models with Amazon Bedrock in a multi-tenant (team) architecture.

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Apiumhub

NOVEMBER 12, 2018

Lambda world Cádiz , one of the most important conferences on functional programming in Europe, took place in Cádiz on October 25 and 26. A software development team from Apiumhub was there attending some of the talks. Lambda World started with an unconference where several people gave lightning talks. Lambda World workshops.

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AWS Machine Learning - AI

APRIL 18, 2024

With Amazon Bedrock, teams can input high-level architectural descriptions and use generative AI to generate a baseline configuration of Terraform scripts. AWS Landing Zone architecture in the context of cloud migration AWS Landing Zone can help you set up a secure, multi-account AWS environment based on AWS best practices.

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AWS Machine Learning - AI

FEBRUARY 6, 2024

This post provides an overview of an end-to-end generative AI solution developed by Accenture for regulatory document authoring using SageMaker JumpStart and other AWS services. The following diagram illustrates the solution architecture. Amazon SQS enables a fault-tolerant decoupled architecture.

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