AWS Machine Learning - AI

FEBRUARY 11, 2025

Enhancing AWS Support Engineering efficiency The AWS Support Engineering team faced the daunting task of manually sifting through numerous tools, internal sources, and AWS public documentation to find solutions for customer inquiries. To handle large volumes, the data is split into smaller chunks to mitigate Lambda function overload.

Knowledge Base 98

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AWS Machine Learning - AI

MARCH 4, 2025

Customizable Uses prompt engineering , which enables customization and iterative refinement of the prompts used to drive the large language model (LLM), allowing for refining and continuous enhancement of the assessment process. The WAFR reviewer, based on Lambda and AWS Step Functions , is activated by Amazon SQS.

Generative AI 115

Generative AI Technical Review Software Review Systems Review 115

Stackery

APRIL 11, 2019

I first heard about this pattern a few years ago at a ServerlessConf from a consultant who was helping a “big bank” convert to serverless. 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?

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Serverless Lambda AWS Banking 104

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. API Gateway is serverless and hence automatically scales with traffic. It’s serverless so you don’t have to manage the infrastructure. This implementation overcomes timeout limitations in synchronous REST requests.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. AI-powered email processing engine – Central to the solution, this engine uses AI to analyze and process emails.

Knowledge Base 107

Knowledge Base Generative AI Technical Review Lambda 107

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.

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Lambda Serverless AWS Microservices 98

Stackery

JULY 25, 2019

Starting today, any developer can locally debug and develop any Lambda function, in any language or framework, against live cloud resources with any IDE, for free. This capability can be obtained by installing the Stackery CLI either automatically via the Stackery VS Code Serverless Tools Plug-In or manually alongside any IDE.

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Lambda AWS Development Serverless 19

MagmaLabs

JULY 16, 2020

In the beginning, the documentation for AWS LAMBDAS can be intimidating at times, but don’t worry, in this post, I will help you with the first steps to create an AWS LAMBDA Function. What’s a Lambda Function??. AWS Lambda is a compute service that lets you run code without provisioning or managing servers.

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Lambda AWS How To Serverless 98

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. in bin packing, I'd go looking for a job at some serverless infrastructure provider right now. I'm not so sure? If I had a Ph. Predictions.

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Cloud AWS Weak Development Team Serverless 351

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.

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Stackery

JANUARY 24, 2019

The Principles define chaos engineering as: The discipline of experimenting on a distributed system in order to build confidence in the system’s capability to withstand turbulent conditions in production. Sometimes chaos engineering gets a bad reputation as ‘breaking things for fun.’. Throttled AWS lambda invocations.

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Serverless Engineering Lambda Open Source 72

Dzone - DevOps

FEBRUARY 5, 2023

Welcome to our tutorial on deploying a machine learning (ML) model on Amazon Web Services (AWS) Lambda using Docker. In this tutorial, we will walk you through the process of packaging an ML model as a Docker container and deploying it on AWS Lambda, a serverless computing service. So, let’s get started!

Artificial Inteligence 98

Artificial Inteligence Machine Learning Lambda AWS 98

Dzone - DevOps

MARCH 15, 2023

AWS Lambda is a serverless computing service provided by Amazon Web Services (AWS) that allows you to run code without provisioning or managing servers. is a JavaScript runtime built on Chrome’s V8 JavaScript engine. Together, AWS Lambda and Node.js

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Lambda AWS Serverless Engineering 91

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.

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Artificial Inteligence Open Source AWS Serverless 66

The Agile Monkey

JUNE 7, 2019

When serverless pops up in conversation, there is sometimes an uncomfortable silence in the room. This is possibly because the majority of us don’t know much about serverless. Serverless is the new paradigm for building applications. Hopefully, you’ll know more after you read this post!

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Serverless Lambda AWS Software Review 75

AWS Machine Learning - AI

MAY 1, 2025

By doing this, clients and servers can scale independently, making it a great fit for serverless orchestration powered by Lambda, AWS Fargate for Amazon ECS, or Fargate for Amazon EKS. The client invokes the LLM using a prompt engineered with the list of tools available on the MCP server (message of type user).

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Artificial Inteligence AWS Architecture Generative AI 114

Apiumhub

SEPTEMBER 27, 2023

This is the second post in a two-part series exploring the world of Serverless and Edge Runtime. In the previous post, we got familiar with serverless; the main focus of this post will be the Edge Runtime, where it can be useful, and what its caveats are. We’ll have to convert our code either to TypeScript, or Javascript.

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Serverless Software Review Lambda AWS 100

Erik Bernhardsson

OCTOBER 18, 2022

But we don't: When I compile code, I want to fire up 1000 serverless container and compile tiny parts of my code in parallel. Why is Bob in the ops team sending the engineers a bunch of shell commands they need to run to update their dev environment to support the latest Frobnicator version? Vertical toys.

Cloud 273

Cloud Lambda Software Engineering AWS 273

AWS Machine Learning - AI

OCTOBER 29, 2024

Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. The CloudFormation template provisions resources such as Amazon Data Firehose delivery streams, AWS Lambda functions, Amazon S3 buckets, and AWS Glue crawlers and databases.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

Stackery

NOVEMBER 4, 2019

I often get asked what software tools are ideal for a serverless developer. Serverless is, after all, about using a massive suite of platform tools to let you do minimal management. A smart-mouthed kid could say “all you need for serverless is a text editor, an AWS account, and a cup of coffee.”. Develop my lambda.

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Serverless Lambda AWS Course 16

O'Reilly Media - Ideas

JANUARY 22, 2019

From artificial intelligence to serverless to Kubernetes, here’s what on our radar. If your job or business relies on systems engineering and operations, be sure to keep an eye on the following trends in the months ahead. Knative vs. AWS Lambda vs. Microsoft Azure Functions vs. Google Cloud. Cloud-native infrastructure.

Systems Review 97

Systems Review Trends Engineering System 97

Stackery

SEPTEMBER 3, 2019

That’s right, while you were avoiding the back-to-school rush at Office Depot, cutting the crusts off PB&Js, and taking the layers out of mothballs (confession: I have never seen let alone used a single mothball), Serverless Summer School began winding down and is now over for the season. SSS: Serverless Confidence, AWS Proficiency.

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Serverless AWS Lambda Part-Time VPE 71

Stackery

OCTOBER 8, 2019

In new and quickly-expanding fields like serverless, long-standing experts are few and far between. I am excited to welcome Tim Wagner, the original leader of the serverless movement, to the Stackery Board of Directors. In many ways, we have them to thank for creating the environment that supports Stackery and the serverless ecosystem.

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Lambda AWS Serverless Blockchain 15

Stackery

MAY 29, 2019

If you’ve built a serverless application or two, you’re probably familiar with the benefits of serverless architecture. You can spin up these resources in a matter of minutes and add your own specific business logic (usually as AWS Lambda function code). There’s another side to the serverless story: developer workflow.

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Serverless Lambda Development AWS 71

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.

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Artificial Inteligence Generative AI Travel AWS 111

Stackery

MAY 19, 2019

When the team decided to do some intensive research into the possibilities and applications of serverless with AWS, they quickly found that Stackery addressed many of their areas for improvement. We sat down with Mark Allen, the co-founder, and CEO of Vydia to discuss their serverless journey with Stackery. Enter Stackery.

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Serverless Lambda AWS Video 73

Stackery

FEBRUARY 5, 2020

You know what they say: successful deploys are all alike; every unsuccessful deploy is unsuccessful in its own way (ok, no one actually says that, except engineers who have read way too much Russian literature, ahem ). brokenApi : Type : AWS::Serverless::Api. workingApi : Type : AWS::Serverless::Api. Engine : aurora.

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Serverless AWS How To Resources 98

Stackery

OCTOBER 14, 2019

re:Invent is more than a month away but there have already been some great guides for the event, and many of them focus on serverless. With AWS Lambda as one of the top technology keywords for this year’s event, there are many sessions to sift through – Here are some of my favorites. Danielle Heberling - Software Engineer at Stackery.

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Serverless Lambda AWS Microservices 13

CIO

MAY 8, 2024

Their AI engine can automatically learn data structures and relationships, simplifying the integration process and minimising the need for manual configuration. Serverless data integration The rise of serverless computing has also transformed the data integration landscape. billion by 2025.

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Innovation Artificial Inteligence Data Serverless 153

Stackery

FEBRUARY 12, 2020

Well-architect your way to better serverless applications” by @theburningmonk [link] — Vinny Carpenter ?? Great insights here from Tim Wagner, a trailblazer in serverless and a member of Stackery’s board : Public #cloud adoption has been one of THE most transformative IT changes in the last 20 years. ?

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Serverless Lambda AWS DevOps 71

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.

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Artificial Inteligence Technical Review Software Review Generative AI 95

Stackery

APRIL 24, 2019

One of the biggest challenges when adopting serverless today is mastering the developer workflow. These are common serverless questions, and the answers out there have been unsatisfying. Getting a smooth developer workflow is a challenge with serverless.” Comic by Randall Munroe of xkcd.com.

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Serverless How To AWS Lambda 69

Linux Academy

MARCH 29, 2019

The course has three new sections (and Lambda Versioning and Aliases plays an important part in the Lambda section): Deployment Pipelines. AWS Lambda, and. AWS Lambda and Serverless Concepts. And the possibility exists that you may encounter environments that are completely serverless. Lambda Versioning.

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Lambda AWS Serverless DevOps 60

Stackery

JUNE 11, 2019

Serverless has the potential to bring massive ops advantages to projects of all sizes, but while it presents great business benefits, we need to spare a thought for how teams develop on serverless. A frequent response I’ve received since is ‘Why not use the SAM CLI tools to do local serverless?’ What does SAM Local let me do?

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Lambda Serverless AWS Resources 58

AWS Machine Learning - AI

FEBRUARY 19, 2024

In this post, we illustrate contextually enhancing a chatbot by using Knowledge Bases for Amazon Bedrock , a fully managed serverless service. The integration of retrieval and generation also requires additional engineering effort and computational resources. You will use this Lambda layer code later to create the Lambda function.

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Knowledge Base Artificial Inteligence Applications Lambda 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. 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

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Generative AI Lambda AWS Artificial Inteligence 139

AWS Machine Learning - AI

APRIL 22, 2025

A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing. The chat assistant is powered by Amazon Bedrock and retrieves information from the Amazon OpenSearch Serverless index, enabling seamless access to session insights.

Media 79

Media Knowledge Base AWS Systems Review 79