Dzone - DevOps

AUGUST 15, 2023

When used to construct microservices, AWS Lambda provides a route to craft scalable and flexible cloud-based applications. AWS Lambda supports code execution without server provisioning or management, rendering it an appropriate choice for microservices architecture.

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Lambda Microservices AWS Construction 97

Dzone - DevOps

JULY 1, 2024

In this blog, we will use the AWS Generative AI Constructs Library to deploy a complete RAG application composed of the following components: Knowledge Bases for Amazon Bedrock : This is the foundation for the RAG solution. An S3 bucket: This will act as the data source for the Knowledge Base.

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Generative AI Construction AWS Knowledge Base 95

AWS Machine Learning - AI

NOVEMBER 14, 2024

This is where AWS and generative AI can revolutionize the way we plan and prepare for our next adventure. 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.

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Artificial Inteligence Generative AI Travel AWS 111

Xebia

MAY 2, 2023

In the coming paragraphs we will identify how we can write Infrastructure as Code (IaC) as well as the K8s workload definition for an application that will be deployed on AWS. We will combine the power of AWS CDK and cdk8s in one single codebase to deploy our infrastructure and application. Are we really doing it right?

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AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. AWS Prototyping developed an AWS Cloud Development Kit (AWS CDK) stack for deployment following AWS best practices.

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AWS Machine Learning - AI

FEBRUARY 25, 2025

This post demonstrates how you can use Amazon Bedrock Agents to create an intelligent solution to streamline the resolution of Terraform and AWS CloudFormation code issues through context-aware troubleshooting. This setup makes sure that AWS infrastructure deployments using IaC align with organizational security and compliance measures.

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Lambda Generative AI AWS Software Review 64

Xebia

AUGUST 29, 2023

VPC Lattice offers a new mechanism to connect microservices across AWS accounts and across VPCs in a developer-friendly way. Or if you have an existing landing zone with AWS Transit Gateway, do you already plan to replace it with VPC Lattice? You can also use AWS PrivateLink to inter-connect your VPCs across accounts.

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AWS Machine Learning - AI

MARCH 7, 2024

However, Amazon Bedrock and AWS Step Functions make it straightforward to automate this process at scale. Step Functions allows you to create an automated workflow that seamlessly connects with Amazon Bedrock and other AWS services. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow.

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AWS Machine Learning - AI

MAY 2, 2025

Because of this flexible, composable pattern, customers can construct efficient networks of interconnected agents that work seamlessly together. In the following sections, we demonstrate the step-by-step process of constructing this multi-agent system. import json import boto3 client = boto3.client('ses')

Real Estate 87

Real Estate Artificial Inteligence Knowledge Base Lambda 87

CircleCI

AUGUST 12, 2022

This tutorial covers: Defining your AWS CDK application and the AWS Lambda handler. Instead of deploying your cloud resources manually, you can use a solution like Terraform or AWS CDK that lets you manage your infrastructure code programmatically. Install AWS CLI. Configure AWS credentials. Prerequisites.

Lambda 52

Lambda AWS Construction Software Review 52

AWS Machine Learning - AI

MAY 7, 2024

Solution overview The entire infrastructure of the solution is provisioned using the AWS Cloud Development Kit (AWS CDK), which is an infrastructure as code (IaC) framework to programmatically define and deploy AWS resources. AWS CDK version 2.0

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Artificial Inteligence Meeting AWS Generative AI 131

Linux Academy

DECEMBER 5, 2019

The final day of AWS re:Invent, 2019. In our final day at AWS re:Invent, and last overview piece, we’re covering the final keynote in-depth. Overview of Werner Vogels Keynote: The Power of AWS Nitro. Under the hood, AWS continues to innovate and improve the performance of the latest generation of EC2 instances.

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AWS Artificial Inteligence Machine Learning Linux 19

CircleCI

AUGUST 17, 2022

This tutorial covers: Creating a new AWS CDK application. Adding a Lambda authorizer and defining CDK constructs. You can also learn how to automate AWS Lambda function deployments to AWS CDK. Developers do not need to learn a new programming language or a new tool to benefit from AWS CDK.

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Lambda AWS Construction Software Review 52

AWS Machine Learning - AI

MARCH 7, 2025

An AWS Batch job reads these documents, chunks them into smaller slices, then creates embeddings of the text chunks using the Amazon Titan Text Embeddings model through Amazon Bedrock and stores them in an Amazon OpenSearch Service vector database. Ryan Doty is a Solutions Architect Manager at AWS, based out of New York.

Generative AI 97

Generative AI Technical Review Insurance Policies 97

AWS Machine Learning - AI

SEPTEMBER 20, 2024

Infrastructure as code – You can use AWS CloudFormation or the AWS Cloud Development Kit (AWS CDK) to deploy and manage Amazon Bedrock agents. If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions.

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Generative AI Lambda Applications AWS 106

AWS Machine Learning - AI

AUGUST 15, 2024

QnABot on AWS (an AWS Solution) now provides access to Amazon Bedrock foundational models (FMs) and Knowledge Bases for Amazon Bedrock , a fully managed end-to-end Retrieval Augmented Generation (RAG) workflow. Deploying the QnABot solution builds the following environment in the AWS Cloud.

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AWS Machine Learning - AI

MAY 17, 2024

With prompt chaining, you construct a set of smaller subtasks as individual prompts. The event starts an AWS Step Functions workflow. Then construct an email response based on the sentiment you determine and enclose the email in JSON format. It invokes an AWS Lambda function with a token and waits for the token.

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Generative AI Artificial Inteligence Systems Review Software Review 137

Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add your Honeycomb environment’s API key to AWS Secrets Manager.

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Lambda AWS Data Serverless 52

Stackery

APRIL 11, 2019

It will scale just fine… unless you hit your account-wide Lambda limit. 6.10, which is approaching EOL for AWS Lambda? What if, instead, we could do the following: This may seem magical, but it’s possible using advanced mechanisms built into AWS API Gateway. What if that’s Node.js A Functionless Approach.

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Xebia

APRIL 23, 2024

In this blog post a single Lambda function is used to handle both incoming commands and incoming interactivity. Slack API reaching out to AWS Lambda. Creating your Handler using an AWS Lambda Function In this example I am going to use a Node.js AWS Lambda function to host the handler. ” message.

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Lambda AWS Authentication Construction 130

AWS Machine Learning - AI

SEPTEMBER 6, 2024

In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. The chatbot built by AWS GenAIIC would take in this tag data and retrieve insights.

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Stackery

JUNE 11, 2019

Here is my response to that question in the form of a dive into how the SAM CLI and how SAM local can indeed improve your development process of Lambdas, but require more to take advantage of the entire menu of AWS serverless…. Who is this Sam fellow and what does he have to do with AWS? Why would I want to run Lambdas locally?

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Lambda Serverless AWS Resources 58

Mike Roberts

DECEMBER 13, 2017

Lambda is a wonderful platform. The problems In Learning Lambda Part 9 , I described Lambda’s scaling behavior? Lambda can overwhelm downstream resources that do not have similar scaling properties. A thousand-times scaled Lambda could easily cause significant performance problems to a modest SQL database server.

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Lambda AWS Architecture Microservices 40

Mike Roberts

DECEMBER 13, 2017

Lambda is a wonderful platform. The problems In Learning Lambda Part 9 , I described Lambda’s scaling behavior? Lambda can overwhelm downstream resources that do not have similar scaling properties. A thousand-times scaled Lambda could easily cause significant performance problems to a modest SQL database server.

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Lambda AWS Architecture Microservices 40

AWS Machine Learning - AI

SEPTEMBER 4, 2024

The agent queries the product information stored in an Amazon DynamoDB table, using an API implemented as an AWS Lambda function. The agent uses an API backed by Lambda to get product information. Lastly, the Lambda function looks up product data from DynamoDB.

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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.

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Lambda Software Review AWS Serverless 52

AWS Machine Learning - AI

OCTOBER 24, 2024

These agents work with AWS managed infrastructure capabilities and Amazon Bedrock , reducing infrastructure management overhead. The agent can recommend software and architecture design best practices using the AWS Well-Architected Framework for the overall system design. What are the top five most expensive products?

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Generative AI Artificial Inteligence Applications Knowledge Base 97

AWS Machine Learning - AI

OCTOBER 2, 2024

In this post, we share AWS guidance that we have learned and developed as part of real-world projects into practical guides oriented towards the AWS Well-Architected Framework , which is used to build production infrastructure and applications on AWS. To learn more, see Log Amazon Bedrock API calls using AWS CloudTrail.

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AWS Machine Learning - AI

JUNE 21, 2024

To accomplish this, eSentire built AI Investigator, a natural language query tool for their customers to access security platform data by using AWS generative artificial intelligence (AI) capabilities. The additional benefit of SageMaker notebook instances is its streamlined integration with eSentire’s AWS environment.

Artificial Inteligence 126

Artificial Inteligence Generative AI AWS Serverless 126

AWS Machine Learning - AI

OCTOBER 14, 2024

In this post, the term region doesn’t refer to an AWS Region , but rather to a business-defined region. The Claims Agent Helper retrieves claim records from Claims DB and constructs a claims list object. The ID token will be passed through an API gateway and a proxy Lambda through SessionAttributes on the invoke_agent call.

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AWS Machine Learning - AI

DECEMBER 6, 2023

A prompt is constructed from the concatenation of a system message with a context that is formed of the relevant chunks of documents extracted in step 2, and the input question itself. Deploy the solution To install this solution in your AWS account, complete the following steps: Clone the repository on GitHub.

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Artificial Inteligence Analytics Knowledge Base Lambda 126

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.

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Lambda Software Review AWS Serverless 40

CloudGeometry

FEBRUARY 7, 2022

The AWS Well-Architected Framework is one such approach that helps adopt architectural best practices (whether or not you run on AWS) and adapt continuously. Isolation vs. Authentication & Authorization Isolation is a fundamental choice in a SaaS architecture because security and reliability are not a single construct.

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AWS Machine Learning - AI

SEPTEMBER 12, 2024

Solution overview You will construct a RAG QnA system on a SageMaker notebook using the Llama3-8B model and BGE Large embedding model. Prerequisites To implement this solution, you need the following: An AWS account with privileges to create AWS Identity and Access Management (IAM) roles and policies.

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Artificial Inteligence Applications Generative AI AWS 134

Stackery

JUNE 13, 2019

Back in Part I of Deploying a Serverless Data Processing Workflow with AWS Step Functions , Nuatu mentioned one key benefit of using step functions is their visibility into business critical workflows. To set myself as a subscriber to each SNS topic, I’ll configure an Anything Resource with AWS::SNS::Subscription definitions.

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Serverless AWS Lambda Data 53

Stackery

JULY 1, 2020

Modern applications are constructed via collections of managed services. Lambda Function ? Resource-Level Access Controls are granted in AWS via IAM statements. In the above example, we are adding permission for a Lambda Function to create, read, update, and delete items inside the table. AWS Secrets Manager ).

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O'Reilly Media - Ideas

MAY 3, 2022

A virtual art museum for NFTs is still under construction, but it exists, and you can visit it. QR codes are awful. Are they less awful when they’re animated ? It doesn’t sound like it should work, but playing games with the error correction built into the standard allows the construction of animated QR codes.

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Artificial Inteligence Trends Energy Software Review 122