Xebia

OCTOBER 23, 2024

Architecture Overview The accompanying diagram visually represents our infrastructure’s architecture, highlighting the relationships between key components. We will also see how this new method can overcome most of the disadvantages we identified with the previous approach. Without further ado, let’s get into the business!

AWS 130

AWS Network Software Review Lambda 130

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.

Generative AI 129

Generative AI AWS Artificial Inteligence Software Review 129

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 92

Generative AI Technical Review Software Review Systems Review 92

AWS Machine Learning - AI

FEBRUARY 11, 2025

Solution overview The following architecture diagram represents the high-level design of a solution proven effective in production environments for AWS Support Engineering. The following diagram illustrates an example architecture for ingesting data through an endpoint interfacing with a large corpus.

Knowledge Base 80

Knowledge Base Lambda Enterprise AWS 80

AWS Machine Learning - AI

NOVEMBER 7, 2024

While organizations continue to discover the powerful applications of generative AI , adoption is often slowed down by team silos and bespoke workflows. It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 99

Generative AI AWS Artificial Inteligence Enterprise 99

AWS Machine Learning - AI

NOVEMBER 19, 2024

Organizations possess extensive repositories of digital documents and data that may remain underutilized due to their unstructured and dispersed nature. By using AI-driven solutions, organizations can overcome the limitations of manual email processing, streamlining operations and improving the overall customer experience.

Knowledge Base 85

Knowledge Base Generative AI Technical Review Lambda 85

AWS Machine Learning - AI

MARCH 20, 2025

Generative AI agents offer a powerful solution by automatically interfacing with company systems, executing tasks, and delivering instant insights, helping organizations scale operations without scaling complexity. This streamlined process enhances productivity and customer interactions across the organization.

Generative AI 94

Generative AI Systems Review System Lambda 94

AWS Machine Learning - AI

JANUARY 13, 2025

Given the value of data today, organizations across various industries are working with vast amounts of data across multiple formats. The architecture seamlessly integrates multiple AWS services with Amazon Bedrock, allowing for efficient data extraction and comparison. The following diagram illustrates the solution architecture.

Education 88

Education Report Technical Review Generative AI 88

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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Serverless Lambda AWS Architecture 91

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. The secondary container or process is referred to as the sidecar container or sidecar process.

Microservices 98

Microservices Architecture Lambda AWS 98

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.

Virtualization 76

Virtualization Lambda AWS Authentication 76

AWS Machine Learning - AI

OCTOBER 11, 2024

Modern organizations increasingly depend on robust cloud infrastructure to provide business continuity and operational efficiency. Inefficiencies in handling these events can lead to unplanned downtime, unnecessary costs, and revenue loss for organizations. The following diagram illustrates the solution architecture.

Cloud 88

Cloud AWS Serverless Lambda 88

AWS Machine Learning - AI

FEBRUARY 25, 2025

In organizations with multi-account AWS environments , teams often maintain a centralized AWS environment for developers to deploy applications. Solution overview Before we dive into the deployment process, lets walk through the key steps of the architecture as illustrated in the following figure.

Lambda 61

Lambda Generative AI AWS Software Review 61

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.

Software Review 121

Software Review Infrastructure Lambda Generative AI 121

Tenable

FEBRUARY 13, 2024

The good news is that deploying these applications on a serverless architecture can make it easier to protect them. Cloud-native architecture has opened up new avenues for developers, bringing individual components out of monolithic server configurations and making them readily available as consumable services. Here’s why.

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Serverless Architecture Applications Cloud 106

LaunchDarkly

JUNE 5, 2019

membership and service organizations, including USAA, AARP, American Express, AAA, and Sam’s Club. Many of TrueCar’s legacy codebases and features had grown organically over the previous ten years, and some of these were getting long in the tooth. TrueCar also powers car-buying programs for several hundred U.S.

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Lambda AWS Software Engineering Engineering 72

AWS Machine Learning - AI

NOVEMBER 21, 2024

Through custom human annotation workflows , organizations can equip annotators with tools for high-precision segmentation. The following diagram illustrates the solution architecture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video 80

Video Lambda AWS Generative AI 80

AWS Machine Learning - AI

MARCH 18, 2025

By integrating audio-to-text translation and LLM capabilities, healthcare organizations can unlock new efficiencies, enhance patient-provider communication, and ultimately deliver superior care while staying at the forefront of technological advancements in the industry. Choose Test. Choose Test. Run the test event.

Artificial Inteligence 96

Artificial Inteligence Technical Review Healthcare Systems Review 96

TechCrunch

MAY 3, 2022

Databases are growing at an exponential rate these days, and so when it comes to real-time data observability, organizations are often fighting a losing battle if they try to run analytics or any observability process in a centralized way. “Our special sauce is in this distributed mesh network of agents,” Unlu said.

Data 192

Data Artificial Inteligence Lambda Analytics 192

AWS Machine Learning - AI

APRIL 18, 2024

Migrating to the cloud is an essential step for modern organizations aiming to capitalize on the flexibility and scale of cloud resources. Organizations typically counter these hurdles by investing in extensive training programs or hiring specialized personnel, which often leads to increased costs and delayed migration timelines.

AWS 116

AWS Applications Lambda Knowledge Base 116

AWS Machine Learning - AI

DECEMBER 4, 2024

Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE.

Generative AI 94

Generative AI Applications Technical Review Software Review 94

AWS Machine Learning - AI

MARCH 15, 2024

As a result, businesses and organizations face challenges in swiftly and efficiently implementing such solutions. 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.

Generative AI 131

Generative AI Lambda AWS Artificial Inteligence 131

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.

Lambda 136

Lambda Generative AI AWS Microservices 136

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. A Lambda function with business logic invokes the primary Lambda function.

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AWS Lambda Performance Artificial Inteligence 117

Sunflower Lab

APRIL 12, 2018

Benefits of microservices architecture and business value it delivers to organizations planning to embrace enterprise agility through automated processes. The microservice architecture helps to reduce development complexity. There are several other benefits of using microservices architecture. What are microservices?

Microservices 68

Microservices Architecture Lambda AWS 68

AWS Machine Learning - AI

FEBRUARY 6, 2024

The following diagram illustrates the solution architecture. Amazon SQS enables a fault-tolerant decoupled architecture. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB. Another Lambda function gets triggered with a new message in the SQS queue.

Generative AI 114

Generative AI AWS Lambda Technical Review 114

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda 52

Lambda Software Review AWS Serverless 52

Xebia

MAY 21, 2024

Cloud modernization has become a prominent topic for organizations, and AWS plays a crucial role in helping them modernize their IT infrastructure, applications, and services. Adoption of Cloud-Native Technologies: Companies embrace cloud-native technologies such as containers, serverless computing, and microservices architecture.

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AWS Strategy Serverless Microservices 130

CIO

OCTOBER 18, 2023

Putting data to work to improve health outcomes “Predicting IDH in hemodialysis patients is challenging due to the numerous patient- and treatment-related factors that affect IDH risk,” says Pete Waguespack, director of data and analytics architecture and engineering for Fresenius Medical Care North America.

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Artificial Inteligence Analytics Machine Learning Artificial Intelligence 200

AWS Machine Learning - AI

JULY 3, 2024

The steps could be AWS Lambda functions that generate prompts, parse foundation models’ output, or send email reminders using Amazon SES. Overview of solution Figure 1: Solution architecture As shown in Figure 1, the workflow starts from the Amazon API Gateway , then goes through different steps in the Step Functions state machine.

AWS 126

AWS Artificial Inteligence Generative AI Lambda 126

AWS Machine Learning - AI

APRIL 24, 2024

They provide a strategic advantage for developers and organizations by simplifying infrastructure management, enhancing scalability, improving security, and reducing undifferentiated heavy lifting. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 120

Artificial Inteligence Lambda Knowledge Base IoT 120

Mike Roberts

NOVEMBER 14, 2017

Cold Starts This is Part 8 of Learning Lambda, a tutorial series about engineering using AWS Lambda. In this installment of Learning Lambda I discuss Cold Starts. In this installment of Learning Lambda I discuss Cold Starts. Way back in Part 3 I talked about the lifecycle of a Lambda function.

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Lambda Software Review AWS Systems Review 52

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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Serverless Architecture Cloud Development 47

Stackery

APRIL 27, 2020

Today we’re proud to share that Stackery has achieved the AWS Lambda Ready designation for continuous integration and delivery! This differentiates Stackery’s secure serverless delivery platform as fully integrated with AWS Lambda. More on Lambda Ready. More on Lambda Ready.

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Lambda AWS Serverless Continuous Integration 52

Xebia

SEPTEMBER 24, 2024

Imagine an organization where a legacy IAM role has been left with broad permissions, or a developer was temporarily granted permissions that haven’t been properly audited. Event rule target is Lambda function, that extract details from corresponding event. Once event is processed by Lambda, lambda publish message to SNS.

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Dzone - DevOps

FEBRUARY 10, 2023

In my day-to-day job, I support teams at different organizations and help them with their AWS challenges. Initial Architecture The team built a REST-based service by using API Gateway, AWS Lambda, and Amazon ElastiCache for Redis. They were validating their production setup and testing several failure scenarios.

Lambda 97

Lambda AWS Storage Architecture 97

Xebia

JANUARY 19, 2023

With this practical book, you’ll learn how to plan and build systems to serve your organization’s and customers’ needs by evaluating the best technologies available through the framework of the data engineering lifecycle. The data engineer is also expected to create agile data architectures that evolve as new trends emerge.

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Data Engineering Engineering Data Technical Review 130