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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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. Scalability: Serverless services automatically scale with the application's needs.

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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. This request contains the user’s message and relevant metadata.

Generative AI 120

Generative AI Lambda Applications AWS 120

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. Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. The Lambda function starts data ingestion by calling the StartIngestionJob API function.

Knowledge Base 107

Knowledge Base Artificial Inteligence Lambda AWS 107

AWS Machine Learning - AI

AUGUST 13, 2024

Solution overview To provide a high-level understanding of how the solution works before diving deeper into the specific elements and the services used, we discuss the architectural steps required to build our solution on AWS. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

Healthcare 123

Healthcare Artificial Inteligence Analysis Lambda 123

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 127

Software Review Infrastructure Lambda Generative AI 127

Blue Sentry

OCTOBER 4, 2023

AWS Event-Driven Architecture Overview Hi, I’m Todd Bernson – CTO at Blue Sentry Cloud and an AWS Ambassador with 12 AWS certifications. In this installment, I’ll be breaking down another common Cloud-native application architecture. AWS provides serverless compute in the form of AWS Lambda.

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AWS Architecture Lambda Serverless 52

Toptal

FEBRUARY 25, 2016

AWS Lambda offers a relatively thin service with a rich set of ancillary configuration options, making it possible to implement easily scalable and maintainable applications leveraging these services.

Lambda 91

Lambda AWS Architecture Scalability 91

Xebia

MAY 21, 2024

Many companies across various industries prioritize modernization in the cloud for several reasons, such as greater agility, scalability, reliability, and cost efficiency, enabling them to innovate faster and stay competitive in today’s rapidly evolving digital landscape.

AWS 130

AWS Strategy Serverless Microservices 130

AWS Machine Learning - AI

OCTOBER 29, 2024

We walk through the key components and services needed to build the end-to-end architecture, offering example code snippets and explanations for each critical element that help achieve the core functionality. Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability.

Generative AI 106

Generative AI Video Engineering Artificial Inteligence 106

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 128

Artificial Inteligence AWS Lambda Metrics 128

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 123

Generative AI AWS Lambda Technical Review 123

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.

AWS 125

AWS Lambda Performance Artificial Inteligence 125

AWS Machine Learning - AI

NOVEMBER 13, 2024

The following diagram illustrates an example solution architecture using AWS services. An AWS Lambda function is invoked when new documents are added to the Amazon Simple Storage Service (Amazon S3) bucket. An AWS Lambda function is invoked when new documents are added to the Amazon Simple Storage Service (Amazon S3) bucket.

Generative AI 93

Generative AI Analysis Lambda AWS 93

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 136

Generative AI Lambda AWS Artificial Inteligence 136

AWS Machine Learning - AI

OCTOBER 15, 2024

Scalability and reusability : Promote scalability and reusability across different AWS migration projects. Additionally, modular design facilitates scalability by allowing users to scale the migration operation up or down based on workload demands. Access to Amazon Bedrock models.

Lambda 91

Lambda Knowledge Base AWS Generative AI 91

RapidValue

JANUARY 5, 2020

One such service is their serverless computing service , AWS Lambda. For the uninitiated, Lambda is an event-driven serverless computing platform that lets you run code without managing or provisioning servers and involves zero administration. How does AWS Lambda Work. Why use AWS Lambda? Read on to know. zip or jar.

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Lambda Serverless AWS Architecture 61

The Agile Monkey

DECEMBER 22, 2022

However, these tools may not be suitable for more complex data or situations requiring scalability and robust business logic. In short, Booster is a Low-Code TypeScript framework that allows you to quickly and easily create a backend application in the cloud that is highly efficient, scalable, and reliable. WTF is Booster?

Scalability 98

Scalability AWS Authentication Open Source 98

AWS Machine Learning - AI

MARCH 7, 2024

The following diagram provides a simplified view of the solution architecture and highlights the key elements. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow invokes a Lambda function to generate a status report. height – The height of the image in pixels.

AWS 133

AWS Lambda Generative AI Report 133

LaunchDarkly

JUNE 5, 2019

Not only did TrueCar need to move their domain DNS entries, they also needed to revamp their entire architecture, software, and operational practices. To complicate issues, the legacy codebase and architecture had to remain in place while TrueCar built out a new platform for the transition. Lambda@Edge NodeJS goodness.

Lambda 73

Lambda AWS Software Engineering Engineering 73

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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Lambda Generative AI AWS Microservices 139

CIO

MAY 8, 2024

Serverless data integration solutions leverage cloud-based services, such as AWS Lambda, Google Cloud Functions, or Azure Functions, to execute data integration tasks on demand without needing dedicated servers or resource provisioning. However, it’s important to consider some potential drawbacks of serverless architecture.

Innovation 221

Innovation Artificial Inteligence Data Serverless 221

AWS Machine Learning - AI

OCTOBER 21, 2024

We use AWS Amplify , Amazon Cognito , Amazon API Gateway , AWS Lambda , and Amazon Bedrock with the Amazon Titan Image Generator G1 model to build an application to edit images using prompts. The architecture uses Amazon Cognito for user authentication and Amplify as the hosting environment for our frontend application.

Serverless 90

Serverless Applications Lambda AWS 90

AWS Machine Learning - AI

AUGUST 21, 2024

However, when building a scalable review analysis solution, businesses can achieve the most value by automating the review analysis workflow. The following reference architecture illustrates what an automated review analysis solution could look like. Review Lambda quotas and function timeout to create batches.

Technical Review 124

Technical Review Software Review Systems Review Generative AI 124

AWS Machine Learning - AI

NOVEMBER 18, 2024

The Step Functions state machine invokes AWS Lambda functions to get a findings summary and remediation steps through Amazon Bedrock. The workflow invokes a Lambda function and passes the GuardDuty findings details. The Lambda function calls Anthropic’s Claude 3 Sonnet model through Amazon Bedrock APIs with the input request.

Lambda 72

Lambda Cloud AWS Generative AI 72

AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval.

Generative AI 108

Generative AI AWS Artificial Inteligence Enterprise 108

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. Lambda World started with an unconference where several people gave lightning talks. Lambda World unconference . Lambda World workshops. The workshops were of a high level!

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Lambda Architecture Programming Weak Development Team 62

AWS Machine Learning - AI

OCTOBER 14, 2024

Verified Permissions is a scalable permissions management and authorization service for custom applications built by you. The application architecture for building the example chat-based Generative AI Claims application with fine-grained access controls is shown in the following diagram.

Generative AI 75

Generative AI Applications Lambda Policies 75

Dzone - DevOps

MAY 1, 2023

This was not only about rewriting applications, but the backend data stores were also redesigned in terms of dynamic scalability , high performance, and flexibility for event-driven architecture.

Serverless 72

Serverless Lambda Data Microservices 72

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 126

Artificial Inteligence Lambda Knowledge Base IoT 126

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 132

AWS Artificial Inteligence Generative AI Lambda 132

AWS Machine Learning - AI

APRIL 11, 2024

The following architecture diagram illustrates how you can use the Amazon Titan Multimodal Embeddings model with documents in an Amazon Simple Storage Service (Amazon S3) bucket for image gallery creation. An Amazon S3 object notification event invokes the embedding AWS Lambda function.

Artificial Inteligence 120

Artificial Inteligence Lambda AWS Machine Learning 120

AWS Machine Learning - AI

OCTOBER 21, 2024

In this second part, we dive into the architectural considerations and development lifecycle practices that can help you build robust, scalable, and secure intelligent agents. Either way, you can use the Amazon Bedrock console to quickly create a default AWS Lambda function to get started implementing your actions or tools.

Generative AI 87

Generative AI Artificial Inteligence Applications AWS 87

Xebia

JANUARY 19, 2023

The data engineer is also expected to create agile data architectures that evolve as new trends emerge. Building architectures that optimize performance and cost at a high level is no longer enough. Principles of a good Data Architecture Successful data engineering is built upon rock-solid architecture.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Event-driven compute with AWS Lambda is a good fit for compute-intensive, on-demand tasks such as document embedding and flexible large language model (LLM) orchestration, and Amazon API Gateway provides an API interface that allows for pluggable frontends and event-driven invocation of the LLMs.

Generative AI 86

Generative AI AWS Applications Serverless 86

AWS Machine Learning - AI

NOVEMBER 1, 2024

Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns. This scalable, programmatic approach eliminates inefficient manual processes, reduces the risk of excess spending, and ensures that critical applications receive priority. However, there are considerations to keep in mind.

Generative AI 131

Generative AI AWS Artificial Inteligence Budget 131

AWS Machine Learning - AI

OCTOBER 23, 2024

The solution’s scalability quickly accommodates growing data volumes and user queries thanks to AWS serverless offerings. Prerequisites To implement this solution, you need the following: An AWS account with permissions to create resources in Amazon Bedrock, Amazon Lex, Amazon Connect, and AWS Lambda.

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Lambda Knowledge Base Generative AI AWS 92