AWS Machine Learning - AI

MARCH 13, 2025

This post will discuss agentic AI driven architecture and ways of implementing. Agentic AI architecture Agentic AI architecture is a shift in process automation through autonomous agents towards the capabilities of AI, with the purpose of imitating cognitive abilities and enhancing the actions of traditional autonomous agents.

Artificial Inteligence 95

Artificial Inteligence Lambda Travel Generative AI 95

AWS Machine Learning - AI

FEBRUARY 11, 2025

Additionally, we use various AWS services, including AWS Amplify for hosting the front end, AWS Lambda functions for handling request logic, Amazon Cognito for user authentication, and AWS Identity and Access Management (IAM) for controlling access to the agent. The function uses a geocoding service or database to perform this lookup.

Virtualization 85

Virtualization Lambda AWS Authentication 85

AWS Machine Learning - AI

APRIL 1, 2025

Accelerate building on AWS What if your AI assistant could instantly access deep AWS knowledge, understanding every AWS service, best practice, and architectural pattern? Lets create an architecture that uses Amazon Bedrock Agents with a custom action group to call your internal API.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

AWS Machine Learning - AI

APRIL 1, 2025

However, in the past, connecting these agents to diverse enterprise systems has created development bottlenecks, with each integration requiring custom code and ongoing maintenancea standardization challenge that slows the delivery of contextual AI assistance across an organizations digital ecosystem.

Generative AI 134

Generative AI AWS Artificial Inteligence Software Review 134

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. Then the user interacts with the chat application using natural language.

Generative AI 117

Generative AI Systems Review System Lambda 117

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 132

Generative AI AWS Lambda Authentication 132

AWS Machine Learning - AI

NOVEMBER 1, 2024

As enterprises increasingly embrace generative AI , they face challenges in managing the associated costs. The architecture in the preceding figure illustrates two methods for dynamically retrieving inference profile ARNs based on tags. Dhawal Patel is a Principal Machine Learning Architect at AWS.

Generative AI 142

Generative AI AWS Artificial Inteligence Budget 142

Stackery

FEBRUARY 19, 2020

Too often serverless is equated with just AWS Lambda. Yes, it’s true: Amazon Web Services (AWS) helped to pioneer what is commonly referred to as serverless today with AWS Lambda, which was first announced back in 2015. Lambda is just one component of a modern serverless stack.

Lambda 91

Lambda Serverless AWS Architecture 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 following diagram illustrates the solution architecture. Click here to open the AWS console and follow along.

Artificial Inteligence 67

Artificial Inteligence Open Source AWS Serverless 67

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 83

Media Knowledge Base AWS Systems Review 83

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 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

DECEMBER 4, 2024

The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE. Solution architecture The architecture in the preceding figure shows how Amazon Bedrock IDE orchestrates the data flow. The following figure illustrates the workflow from initial user interaction to final response.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

MAY 1, 2025

These tools are integrated as an API call inside the agent itself, leading to challenges in scaling and tool reuse across an enterprise. We will deep dive into the MCP architecture later in this post.

Artificial Inteligence 57

Artificial Inteligence AWS Architecture Generative AI 57

CIO

FEBRUARY 3, 2023

Top RPA tools RPA tools have grown to be parts of larger ecosystems that map out and manage the enterprise computing architecture. Deeper integration across both desktop platforms and mobile brings their tool to the edges of any enterprise network. RPA tools are also starting to take on roles managing the cloud.

Tools 218

Tools Open Source Lambda Weak Development Team 218

AWS Machine Learning - AI

MAY 30, 2024

CBRE’s data environment, with 39 billion data points from over 300 sources, combined with a suite of enterprise-grade technology can deploy a range of AI solutions to enable individual productivity all the way to broadscale transformation. The following figure illustrates the core architecture for the NLQ capability.

AWS 129

AWS Lambda Performance Artificial Inteligence 129

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 131

Generative AI AWS Lambda Technical Review 131

TechCrunch

MAY 3, 2022

The modern architecture of databases makes this complicated, with information potentially distributed across Kubernetes containers, Lambda, ECS and EC2 and more.

Data 192

Data Artificial Inteligence Lambda Analytics 192

Crunchbase News

MAY 15, 2024

Building AI infrastructure While most people like to concentrate on the newest AI tool to help generate emails or mimic their own voice, investors are looking at much of the architecture underneath generative AI that makes it work. In February, Lambda hit unicorn status after a $320 million Series C at a $1.5 billion valuation.

Lambda 126

Lambda Artificial Intelligence Artificial Inteligence Generative AI 126

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. Connect with him on LinkedIn.

Generative AI 102

Generative AI Technical Review Insurance Policies 102

AWS Machine Learning - AI

FEBRUARY 19, 2024

Integrating proprietary enterprise data from internal knowledge bases enables chatbots to contextualize their responses to each user’s individual needs and interests. The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses.

Knowledge Base 134

Knowledge Base Artificial Inteligence Applications Lambda 134

AWS Machine Learning - AI

FEBRUARY 9, 2024

Enterprises are seeking to quickly unlock the potential of generative AI by providing access to foundation models (FMs) to different lines of business (LOBs). 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.

Lambda 144

Lambda Generative AI AWS Microservices 144

AWS Machine Learning - AI

MARCH 27, 2024

This blog post discusses how BMC Software added AWS Generative AI capabilities to its product BMC AMI zAdviser Enterprise. BMC AMI zAdviser Enterprise provides a wide range of DevOps KPIs to optimize mainframe development and enable teams to proactvely identify and resolve issues. The email is sent to subscribers.

DevOps 121

DevOps Enterprise Artificial Inteligence KPI 121

AWS Machine Learning - AI

APRIL 11, 2024

Advances in generative artificial intelligence (AI) have given rise to intelligent document processing (IDP) solutions that can automate the document classification, and create a cost-effective classification layer capable of handling diverse, unstructured enterprise documents. Categorizing documents is an important first step in IDP systems.

Artificial Inteligence 134

Artificial Inteligence Lambda AWS Machine Learning 134

CIO

APRIL 25, 2023

Five years later, transformer architecture has evolved to create powerful models such as ChatGPT. ChatGPT was trained with 175 billion parameters; for comparison, GPT-2 was 1.5B (2019), Google’s LaMBDA was 137B (2021), and Google’s BERT was 0.3B (2018). GPT stands for generative pre-trained transformer.

Generative AI 174

Generative AI ChatGPT Artificial Inteligence Artificial Intelligence 174

AWS Machine Learning - AI

MAY 17, 2024

The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events. It invokes an AWS Lambda function with a token and waits for the token. The Lambda function builds an email message along with the link to an Amazon API Gateway URL.

Generative AI 137

Generative AI Artificial Inteligence Systems Review Software Review 137

AWS Machine Learning - AI

JULY 3, 2024

Image 1: High-level overview of the AI-assistant and its different components Architecture The overall architecture and the main steps in the content creation process are illustrated in Image 2. Amazon Lambda : to run the backend code, which encompasses the generative logic. In his spare time, he loves playing beach volleyball.

Artificial Inteligence 132

Artificial Inteligence Generative AI Lambda Healthcare 132

Sunflower Lab

APRIL 12, 2018

Benefits of microservices architecture and business value it delivers to organizations planning to embrace enterprise agility through automated processes. The microservice architecture helps to reduce development complexity. There are several other benefits of using microservices architecture. What are microservices?

Microservices 68

Microservices Architecture Lambda AWS 68

Stackery

APRIL 27, 2020

Today we’re proud to share that Stackery has achieved the AWS Lambda Ready designation for continuous integration and delivery! This differentiates Stackery’s secure serverless delivery platform as fully integrated with AWS Lambda. More on Lambda Ready. More on Lambda Ready. Why did we receive the designation?

Lambda 52

Lambda AWS Serverless Continuous Integration 52

AWS Machine Learning - AI

FEBRUARY 8, 2024

Generative AI agents are a versatile and powerful tool for large enterprises. The following diagram illustrates the solution architecture. Each action group can specify one or more API paths, whose business logic is run through the AWS Lambda function associated with the action group.

Knowledge Base 140

Knowledge Base Insurance Lambda AWS 140

CIO

NOVEMBER 2, 2023

To be sure, enterprise cloud budgets continue to increase, with IT decision-makers reporting that 31% of their overall technology budget will go toward cloud computing and two-thirds expecting their cloud budget to increase in the next 12 months, according to the Foundry Cloud Computing Study 2023.

Strategy 211

Strategy Cloud Data Center Budget 211

AWS Machine Learning - AI

MAY 14, 2024

We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic. The following diagram illustrates the solution architecture and workflow. Pre-annotation Lambda function The process starts with an AWS Lambda function. Here, we use the on-demand option.

Generative AI 121

Generative AI Artificial Inteligence AWS Applications 121

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

AUGUST 15, 2024

Enterprises with contact center operations are looking to improve customer satisfaction by providing self-service, conversational, interactive chat bots that have natural language understanding (NLU). The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index.

Artificial Inteligence 126

Artificial Inteligence Generative AI Knowledge Base Lambda 126

CIO

MAY 8, 2024

According to a recent report by InformationWeek , enterprises with a strong AI strategy are 3 times more likely to report above-average data integration success. However, it’s important to consider some potential drawbacks of serverless architecture. billion by 2025.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

Erik Bernhardsson

NOVEMBER 30, 2021

This has been an amazing source of products, that have been battle-tested at Amazon, Google, and Microsoft scale, and it makes sense that those tools are a great match for their big enterprise customers. This isn't exactly a new idea—Heroku launched in 2007, and AWS Lambda in 2014. Transactional databases is another very exciting area.

Cloud 351

Cloud AWS Weak Development Team Serverless 351

Lacework

MARCH 31, 2022

It’s common for enterprise security teams to augment default security detections with threat intelligence from various providers to stay up to date on infrastructure, and tools used by adversaries. To begin, let’s create a Lambda function to fetch a URL feed of malicious domains. client("s3") return s3.put_object(Bucket=bucketName,

Lambda 98

Lambda Firewall Cloud AWS 98

AWS Machine Learning - AI

MARCH 20, 2025

Moreover, Amazon Bedrock offers integration with other AWS services like Amazon SageMaker , which streamlines the deployment process, and its scalable architecture makes sure the solution can adapt to increasing call volumes effortlessly. This is powered by the web app portion of the architecture diagram (provided in the next section).

Generative AI 93

Generative AI Artificial Inteligence Metrics AWS 93