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

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. AI-powered email processing engine – Central to the solution, this engine uses AI to analyze and process emails. When a customer sends an email, WorkMail receives it and invokes the next component in the workflow.

Knowledge Base 93

Knowledge Base Generative AI Technical Review Lambda 93

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. As a result, building such a solution is often a significant undertaking for IT teams.

Generative AI 106

Generative AI AWS Enterprise Artificial Inteligence 106

Xebia

JANUARY 19, 2023

The following is a review of the book Fundamentals of Data Engineering by Joe Reis and Matt Housley, published by O’Reilly in June of 2022, and some takeaway lessons. This book is as good for a project manager or any other non-technical role as it is for a computer science student or a data engineer.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

APRIL 1, 2025

Using a client-server architecture, MCP enables developers to expose their data through lightweight MCP servers while building AI applications as MCP clients that connect to these servers. In the first flow, a Lambda-based action is taken, and in the second, the agent uses an MCP server.

Generative AI 133

Generative AI AWS Artificial Inteligence Software Review 133

AWS Machine Learning - AI

JANUARY 13, 2025

The architecture seamlessly integrates multiple AWS services with Amazon Bedrock, allowing for efficient data extraction and comparison. The following diagram illustrates the solution architecture. The text summarization Lambda function is invoked by this new queue containing the extracted text.

Education 96

Education Report Technical Review Generative AI 96

Dzone - DevOps

MARCH 17, 2023

Fargate vs. Lambda has recently been a trending topic in the serverless space. Fargate and Lambda are two popular serverless computing options available within the AWS ecosystem. This blog aims to take a deeper look into the Fargate vs. This blog aims to take a deeper look into the Fargate vs. Lambda battle.

Lambda 98

Lambda Serverless AWS Microservices 98

AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. The following diagram illustrates the architecture of the application.

Generative AI 123

Generative AI AWS Lambda Authentication 123

Xebia

APRIL 16, 2025

I summarized my key takeaways that can help you improve your serverless architectures. From Lambda-lith to Step Function A common anti-pattern in serverless architecture is creating a “Lambda-lith” – a monolithic Lambda function that handles too many responsibilities.

AWS 130

AWS Lambda Serverless Architecture 130

AWS Machine Learning - AI

JULY 11, 2024

Agents for Amazon Bedrock automates the prompt engineering and orchestration of user-requested tasks. 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.

Software Review 128

Software Review Infrastructure Lambda Generative AI 128

AWS Machine Learning - AI

OCTOBER 29, 2024

The CloudFormation template provisions resources such as Amazon Data Firehose delivery streams, AWS Lambda functions, Amazon S3 buckets, and AWS Glue crawlers and databases. Yanyan graduated from Texas A&M University with a PhD in Electrical Engineering. versions, catering to different programming preferences.

Generative AI 104

Generative AI Applications AWS Knowledge Base 104

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.

Artificial Inteligence 54

Artificial Inteligence Technical Review Systems Review Software Review 54

AWS Machine Learning - AI

FEBRUARY 25, 2025

Solution overview Before we dive into the deployment process, lets walk through the key steps of the architecture as illustrated in the following figure. This function invokes another Lambda function (see the following Lambda function code ) which retrieves the latest error message from the specified Terraform Cloud workspace.

Lambda 63

Lambda Generative AI AWS Software Review 63

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.

Video 87

Video Lambda AWS Generative AI 87

AWS Machine Learning - AI

NOVEMBER 14, 2024

It enables you to privately customize the FM of your choice with your data using techniques such as fine-tuning, prompt engineering, and retrieval augmented generation (RAG) and build agents that run tasks using your enterprise systems and data sources while adhering to security and privacy requirements.

Artificial Inteligence 104

Artificial Inteligence Generative AI Travel AWS 104

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 72

Lambda AWS Software Engineering Engineering 72

AWS Machine Learning - AI

MARCH 18, 2025

Audio-to-text transcription The recorded audio files are securely transmitted to a speech-to-text engine, which converts the spoken words into text format. Solution overview The following diagram illustrates the solution architecture. Copying these sample files will trigger an S3 event invoking the AWS Lambda function audio-to-text.

Artificial Inteligence 104

Artificial Inteligence Technical Review Healthcare Systems Review 104

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 130

Artificial Inteligence AWS Lambda Metrics 130

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

APRIL 18, 2024

Traditionally, cloud engineers learning IaC would manually sift through documentation and best practices to write compliant IaC scripts. With Amazon Bedrock, teams can input high-level architectural descriptions and use generative AI to generate a baseline configuration of Terraform scripts.

AWS 123

AWS Applications Lambda Knowledge Base 123

TechCrunch

MAY 3, 2022

Edge Delta aims its tools at DevOps, site-reliability engineers and security teams — groups that focus on analyzing logs, metrics, events, traces and other large data troves, often in real time, to do their work.

Data 192

Data Artificial Inteligence Lambda Analytics 192

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

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 124

AWS Lambda Performance Artificial Inteligence 124

AWS Machine Learning - AI

MARCH 7, 2025

In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline. The following diagram illustrates the solution architecture. You can create a decoupled architecture with reusable components.

Generative AI 83

Generative AI Technical Review Insurance Policies 83

Erik Bernhardsson

NOVEMBER 30, 2021

My company, like most, spent far more money on engineer salaries than the cloud itself. This isn't exactly a new idea—Heroku launched in 2007, and AWS Lambda in 2014. Most engineers will never interact directly with cloud vendors, but through services on top of those. I'm not so sure? Predictions.

Cloud 351

Cloud AWS Weak Development Team Serverless 351

CloudZero

FEBRUARY 28, 2020

As an engineer, why would I? I can spin up a fleet of instances, a NoSQL database capable of millions of transactions per second, or even a flock of lambdas with instant scaling, as I please. I never used to care about the cost of the systems I built.

Team Building 72

Team Building Engineering Lambda Architecture 72

AWS Machine Learning - AI

AUGUST 21, 2024

You can apply robust prompt engineering techniques to instruct the model to perform your specified actions to minimize any bias or hallucinations in the response, and have the output in the specific format required. The following reference architecture illustrates what an automated review analysis solution could look like.

Technical Review 122

Technical Review Software Review Systems Review Lambda 122

AWS Machine Learning - AI

MAY 17, 2024

The process of designing and refining prompts to get specific responses from these models is called prompt engineering. The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events. Prompt engineering is an iterative process.

Generative AI 131

Generative AI Artificial Inteligence Systems Review Software Review 131

AWS Machine Learning - AI

APRIL 24, 2024

Conversational artificial intelligence (AI) assistants are engineered to provide precise, real-time responses through intelligent routing of queries to the most suitable AI functions. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 127

Artificial Inteligence Lambda Knowledge Base IoT 127

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

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.

Artificial Inteligence 200

Artificial Inteligence Analytics Machine Learning Artificial Intelligence 200

Stackery

APRIL 11, 2019

Lately, I’ve seen some talk about an architectural pattern that I believe will become prevalent in the near future. It will scale just fine… unless you hit your account-wide Lambda limit. 6.10, which is approaching EOL for AWS Lambda? What Skills Do Engineers Need For This New Technique? What if that’s Node.js

Serverless 104

Serverless Lambda AWS Banking 104

AWS Machine Learning - AI

MAY 15, 2024

In this blog post, we describe the architectural and operational details of how Amazon Ads implemented its generative AI-powered image creation solution on AWS. Next, we present the solution architecture and process flows for machine learning (ML) model building, deployment, and inferencing.

Generative AI 123

Generative AI Artificial Inteligence Advertising Technical Review 123

Altexsoft

DECEMBER 28, 2018

According to the RightScale 2018 State of the Cloud report, serverless architecture penetration rate increased to 75 percent. Aware of what serverless means, you probably know that the market of cloudless architecture providers is no longer limited to major vendors such as AWS Lambda or Azure Functions.

Serverless 68

Serverless Azure AWS Architecture 68

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. Internally, Amazon Bedrock uses embeddings stored in a vector database to augment user query context at runtime and enable a managed RAG architecture solution.

Knowledge Base 114

Knowledge Base Artificial Inteligence Applications Lambda 114

AWS Machine Learning - AI

APRIL 22, 2025

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. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

Media 60

Media Knowledge Base AWS Systems Review 60

Bernd Rucker

MAY 14, 2020

Powerful Serverless Function Orchestration using BPMN and Cloud-Native Workflow Technology Assume you want to coordinate multiple Lambdas to achieve a bigger goal. and how you can use BPMN and Camunda Cloud to orchestrate these three AWS Lambdas and provide an additional trip booking Lambda. Why Orchestration?

Lambda 52

Lambda AWS Cloud Hotels 52