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. Give the project a name (for example, crm-agent ).

Generative AI 115

Generative AI Systems Review System Lambda 115

AWS Machine Learning - AI

MAY 1, 2025

For MCP implementation, you need a scalable infrastructure to host these servers and an infrastructure to host the large language model (LLM), which will perform actions with the tools implemented by the MCP server. We will deep dive into the MCP architecture later in this post.

Artificial Inteligence 114

Artificial Inteligence AWS Architecture Generative AI 114

AWS Machine Learning - AI

MARCH 13, 2025

Conversely, asynchronous event-driven systems offer greater flexibility and scalability through their distributed nature. While this approach may introduce more complexity in tracking and debugging workflows, it excels in scenarios requiring high scalability, fault tolerance, and adaptive behavior.

Artificial Inteligence 94

Artificial Inteligence Lambda Travel Generative AI 94

AWS Machine Learning - AI

JANUARY 13, 2025

Amazon SQS serves as a buffer, enabling the different components to send and receive messages in a reliable manner without being directly coupled, enhancing scalability and fault tolerance of the system. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 110

Education Report Technical Review Generative AI 110

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. It contains services used to onboard, manage, and operate the environment, for example, to onboard and off-board tenants, users, and models, assign quotas to different tenants, and authentication and authorization microservices.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

FEBRUARY 11, 2025

Although weather information is accessible through multiple channels, businesses that heavily rely on meteorological data require robust and scalable solutions to effectively manage and use these critical insights and reduce manual processes. Solution overview The diagram gives an overview and highlights the key components.

Virtualization 83

Virtualization Lambda AWS Authentication 83

AWS Machine Learning - AI

NOVEMBER 21, 2024

For example, in speech generation, an unnatural pause might last only a fraction of a second, but its impact on perceived quality is significant. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video 100

Video Lambda AWS Generative AI 100

AWS Machine Learning - AI

OCTOBER 29, 2024

Through code examples and step-by-step guidance, we demonstrate how you can seamlessly integrate this solution into your Amazon Bedrock application, unlocking a new level of visibility, control, and continual improvement for your generative AI applications.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

FEBRUARY 25, 2025

The solution is flexible and can be adapted for similar use cases beyond these examples. Although we focus on Terraform Cloud workspaces in this example, the same principles apply to GitLab CI/CD pipelines or other continuous integration and delivery (CI/CD) approaches executing IaC code.

Lambda 64

Lambda Generative AI AWS Software Review 64

AWS Machine Learning - AI

NOVEMBER 22, 2024

The map functionality in Step Functions uses arrays to execute multiple tasks concurrently, significantly improving performance and scalability for workflows that involve repetitive operations. We've worked with clients across the globe, for instance, our project with Example Corp involved a sophisticated upgrade of their system.

Generative AI 96

Generative AI AWS Technical Review Backup 96

AWS Machine Learning - AI

APRIL 1, 2025

This AI-driven approach is particularly valuable in cloud development, where developers need to orchestrate multiple services while maintaining security, scalability, and cost-efficiency. Visit our GitHub repository or Pypi package manager to explore example implementations and get started today.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

ParkMyCloud

MAY 20, 2019

Today’s entry into our exploration of public cloud prices focuses on AWS Lambda pricing. In this article, we’ll take a look at the Lambda pricing model, and some things you need to keep in mind when estimating costs for serverless infrastructure. How AWS Lambda Pricing Works. AWS Lambda pricing is based on what you use.

Lambda 82

Lambda AWS Serverless Microservices 82

AWS Machine Learning - AI

NOVEMBER 14, 2024

This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services. Here is an example from LangChain. Architecture The following figure shows the architecture of the solution.

Artificial Inteligence 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

MAY 2, 2025

Furthermore, the systems modular architecture facilitates seamless maintenance, updates, and scalability. By deploying each agent as a discrete Amazon Bedrock component, the system effectively harnesses the solutions scalability, responsiveness, and sophisticated model orchestration capabilities.

Real Estate 87

Real Estate Artificial Inteligence Knowledge Base Lambda 87

AWS Machine Learning - AI

APRIL 30, 2025

Because Amazon Bedrock is serverless, you dont have to manage infrastructure to securely integrate and deploy generative AI capabilities into your application, handle spiky traffic patterns, and enable new features like cross-Region inference, which helps provide scalability and reliability across AWS Regions. Anthropics Claude 3.5

Artificial Inteligence 95

Artificial Inteligence Technical Review Software Review Generative AI 95

AWS Machine Learning - AI

DECEMBER 4, 2024

For example, by the end of this tutorial, you will be able to query the data with prompts such as “Can you return our five top selling products this quarter and the principal customer complaints for each?” This includes setting up Amazon API Gateway , AWS Lambda functions, and Amazon Athena to enable querying the structured sales data.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

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. A Lambda function pulls the appropriate prompt template from the Lambda layer and formats model prompts by adding the customer input in the associated prompt template. awscli>=1.29.57

Generative AI 139

Generative AI Lambda AWS Artificial Inteligence 139

AWS Machine Learning - AI

JULY 11, 2024

Diagram analysis and query generation : The Amazon Bedrock agent forwards the architecture diagram location to an action group that invokes an AWS Lambda. An AWS account with the appropriate IAM permissions to create Amazon Bedrock agents and knowledge bases, Lambda functions, and IAM roles. Choose the default embeddings model.

Software Review 138

Software Review Infrastructure Lambda Generative AI 138

LaunchDarkly

JUNE 5, 2019

The solution that we devised emerged after the Amazon Web Services (AWS) launched Lambda@Edge in mid-2017. We had already been using the powerful Lambda platform for certain infrastructure tasks and heavy lifting in AWS. Lambda@Edge NodeJS goodness. In our initial testing, Lambda@Edge performed well, within a Region.

Lambda 72

Lambda AWS Software Engineering Engineering 72

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

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. The file saved on Amazon S3 creates an event that triggers a Lambda function. The function invokes the modules.

Artificial Inteligence 139

Artificial Inteligence AWS Lambda Metrics 139

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 129

AWS Lambda Performance Artificial Inteligence 129

Erik Bernhardsson

OCTOBER 18, 2022

Infinite scalability. I'm excited for a world where a normal software developer doesn't need to know about CIDR blocks to connect a Lambda with an RDS instance. Some (very small subset of) backend developers who run all their code in Lambda containers, even during development. I think we might be early though? Fewer constraints.

Cloud 273

Cloud Lambda Software Engineering AWS 273

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 endpoint lifecycle is orchestrated through dedicated AWS Lambda functions that handle creation and deletion.

Artificial Inteligence 66

Artificial Inteligence Open Source AWS Serverless 66

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.

Lambda 61

Lambda Serverless AWS Architecture 61

AWS Machine Learning - AI

NOVEMBER 14, 2024

Install dependencies and clone the example To get started, install the necessary packages on your local machine or on an EC2 instance. You can trigger the processing of these invoices using the AWS CLI or automate the process with an Amazon EventBridge rule or AWS Lambda trigger. Access to Anthropic’s Claude 3 Sonnet in Amazon Bedrock.

Software Review 110

Software Review Technical Review AWS Artificial Inteligence 110

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 137

Artificial Inteligence Lambda Knowledge Base IoT 137

AWS Machine Learning - AI

JULY 10, 2024

For example, a document might have complex semantic relationships in its sections or tables that require more advanced chunking techniques to accurately represent this relationship, otherwise the retrieved chunks might not address the user query. For example, if you’re using the Cohere Embeddings model, the maximum size of a chunk can be 512.

Knowledge Base 135

Knowledge Base Artificial Inteligence Lambda Applications 135

AWS Machine Learning - AI

FEBRUARY 9, 2024

For example, they may need to track the usage of FMs across teams, chargeback costs and provide visibility to the relevant cost center in the LOB. For example, if only specific FMs may be approved for use. The workflow steps are as follows: An Amazon EventBridge rule triggers a Lambda function ( bedrock_cost_tracking ) daily.

Lambda 144

Lambda Generative AI AWS Microservices 144

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. The original message ( example in Norwegian ) is sent to a Step Functions state machine using API Gateway. Here’s the generated prompt from the example message).

AWS 139

AWS Artificial Inteligence Generative AI Lambda 139

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!

Lambda 62

Lambda Architecture Programming Weak Development Team 62

AWS Machine Learning - AI

MARCH 7, 2024

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. In this example, the prompt for the background is “London city background.” The Step Functions workflow runs the following steps for each image: 5.1

AWS 142

AWS Lambda Generative AI Report 142

AWS Machine Learning - AI

AUGUST 21, 2024

We examine the approach in detail, provide examples, highlight key benefits and limitations, and discuss future opportunities for more advanced product review summarization through generative AI. Our example prompt requests the FM to generate the response in JSON format. Use top K to remove long tail low probability responses.

Technical Review 126

Technical Review Software Review Systems Review Lambda 126

AWS Machine Learning - AI

MARCH 7, 2025

The following screenshot shows an example of the output of the Mozart companion displaying the summary of changes between two legal documents, the excerpt from the original document version, the updated excerpt in the new document version, and the tracked changes represented with redlines.

Generative AI 97

Generative AI Technical Review Insurance Policies 97

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 94

Serverless Lambda Data AWS 94

AWS Machine Learning - AI

JULY 3, 2024

Amazon Lambda : to run the backend code, which encompasses the generative logic. In step 3, the frontend sends the HTTPS request via the WebSocket API and API gateway and triggers the first Amazon Lambda function. In step 5, the lambda function triggers the Amazon Textract to parse and extract data from pdf documents.

Artificial Inteligence 131

Artificial Inteligence Generative AI Lambda Healthcare 131

AWS Machine Learning - AI

MAY 17, 2024

This includes task context, data that you pass to the model, conversation and action history, instructions, and even examples. Example overview To illustrate this example, consider a retail company that allows purchasers to post product reviews on their website. Hence the example uses Step Functions for workflow orchestration.

Generative AI 137

Generative AI Artificial Inteligence Systems Review Software Review 137