Xebia

JANUARY 26, 2025

This blog explores how to optimize feature branch workflows, maintain encapsulated logical stacks, and apply best practices like resource naming to improve clarity, scalability, and cost-effectiveness. The CheckoutProcess name describes what it is, a role used by, for example, a lambda function that processes the checkout.

Weak Development Team 162

Weak Development Team Serverless Lambda Resources 162

AWS Machine Learning - AI

MARCH 13, 2025

Alternatively, asynchronous choreography follows an event-driven pattern where agents operate autonomously, triggered by events or state changes in the system. These systems are composed of multiple AI agents that converse with each other or execute complex tasks through a series of choreographed or orchestrated processes.

Artificial Inteligence 94

Artificial Inteligence Lambda Travel Generative AI 94

AWS Machine Learning - AI

OCTOBER 29, 2024

Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability. AWS Lambda is an event-driven compute service that lets you run code for virtually any type of application or backend service without provisioning or managing servers.

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Generative AI Video Engineering Artificial Inteligence 111

AWS Machine Learning - AI

MAY 1, 2025

Organizations implementing agents and agent-based systems often experience challenges such as implementing multiple tools, function calling, and orchestrating the workflows of the tool calling. 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 4, 2025

As systems scale, conducting thorough AWS Well-Architected Framework Reviews (WAFRs) becomes even more crucial, offering deeper insights and strategic value to help organizations optimize their growing cloud environments. This scalability allows for more frequent and comprehensive reviews.

Generative AI 115

Generative AI Technical Review Software Review Systems Review 115

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. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval. The tenant management component is responsible for managing and administering these tenants within the system.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

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

APRIL 30, 2025

Consider this: when you sign in to a software system, a log is recorded to make sure theres an accurate record of activityessential for accountability and security. An accountant will select specific transactions in both systems and choose Generate AI Rule. When complete, raw data is stored into an encrypted S3 bucket.

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Artificial Inteligence Technical Review Software Review Generative AI 95

AWS Machine Learning - AI

NOVEMBER 22, 2024

Using Amazon Bedrock, you can easily experiment with and evaluate top FMs for your use case, privately customize them with your data using techniques such as fine-tuning and Retrieval Augmented Generation (RAG), and build agents that execute tasks using your enterprise systems and data sources.

Generative AI 96

Generative AI AWS Technical Review Backup 96

AWS Machine Learning - AI

NOVEMBER 21, 2024

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 100

Video Lambda AWS Generative AI 100

AWS Machine Learning - AI

MAY 2, 2025

The role of financial assistant This post explores a financial assistant system that specializes in three key tasks: portfolio creation, company research, and communication. Portfolio creation begins with a thorough analysis of user requirements, where the system determines specific criteria such as the number of companies and industry focus.

Real Estate 87

Real Estate Artificial Inteligence Knowledge Base Lambda 87

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. She specializes in Generative AI, distributed systems, and cloud computing.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Provide the troubleshooting steps to the user.

Lambda 64

Lambda Generative AI AWS Software Review 64

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Although the implementation is straightforward, following best practices is crucial for the scalability, security, and maintainability of your observability infrastructure.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

APRIL 23, 2025

By using Mixtral-8x7B for abstractive summarization and title generation, alongside a BERT-based NER model for structured metadata extraction, the system significantly improves the organization and retrieval of scanned documents. 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

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? get topics).

Scalability 98

Scalability AWS Authentication Open Source 98

AWS Machine Learning - AI

MARCH 15, 2024

However, existing solutions can often fall into two categories: rule-based systems that demand substantial time and effort for setup and upkeep, or rigid systems that lack the flexibility required for human-like interactions with customers. This can be done with a Lambda layer or by using a specific AMI with the required libraries.

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Generative AI Lambda AWS Artificial Inteligence 139

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

CIO

JANUARY 16, 2023

-based IT team can focus on building business value using a plethora of AWS services, including Amazon Aurora, Amazon SageMaker, Amazon Elastic Kubernetes, as well as other SaaS tools such as Automation Anywhere and IDeaS for the cloud-based revenue management system Choice built called Choice Max, also on AWS.

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Hotels Sustainability Cloud Data Center 217

AWS Machine Learning - AI

FEBRUARY 6, 2024

By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format. The user-friendly system also employs encryption for security. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB.

Generative AI 130

Generative AI AWS Lambda Technical Review 130

Honeycomb

DECEMBER 12, 2019

Enter AWS Lambda. Amazon’s marketing of Lambda focuses on its use cases for data pipelines and as the basis of serverless API backends, but doesn’t dwell on what the service actually is: CPUs on demand, sold in 100ms increments. We use Lambda to accelerate the “secondary” part of secondary storage queries.

Lambda 86

Lambda Storage Serverless Performance 86

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

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.

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AWS Lambda Performance Artificial Inteligence 129

Xebia

MAY 21, 2024

Many companies across various industries prioritize modernization in the cloud for several reasons, such as greater agility, scalability, reliability, and cost efficiency, enabling them to innovate faster and stay competitive in today’s rapidly evolving digital landscape.

AWS 130

AWS Strategy Serverless Microservices 130

AWS Machine Learning - AI

APRIL 24, 2024

With AWS generative AI services like Amazon Bedrock , developers can create systems that expertly manage and respond to user requests. An AI assistant is an intelligent system that understands natural language queries and interacts with various tools, data sources, and APIs to perform tasks or retrieve information on behalf of the user.

Artificial Inteligence 137

Artificial Inteligence Lambda Knowledge Base IoT 137

AWS Machine Learning - AI

DECEMBER 4, 2024

The system will take a few minutes to set up your project. This includes setting up Amazon API Gateway , AWS Lambda functions, and Amazon Athena to enable querying the structured sales data. Note that generative AI systems are nondeterministic, so responses will not be the same every time.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

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. Image processing workflow When the DynamoDB table is updated, DynamoDB Streams triggers a Lambda function to start a new Step Functions workflow.

AWS 142

AWS Lambda Generative AI Report 142

AWS Machine Learning - AI

MARCH 7, 2025

This action invokes an AWS Lambda function to retrieve the document embeddings from the OpenSearch Service database and present them to Anthropics Claude 3 Sonnet FM, which is accessed through Amazon Bedrock. In the future, Verisk intends to use the Amazon Titan Embeddings V2 model.

Generative AI 97

Generative AI Technical Review Insurance Policies 97

AWS Machine Learning - AI

APRIL 11, 2024

Categorizing documents is an important first step in IDP systems. As new document templates and types emerge in business workflows, you can simply invoke the Amazon Bedrock API to dynamically vectorize them and append to their IDP systems to rapidly enhance document classification capabilities.

Artificial Inteligence 133

Artificial Inteligence Lambda AWS Machine Learning 133

AWS Machine Learning - AI

JULY 3, 2024

The system is built upon Amazon Bedrock and leverages LLM capabilities to generate curated medical content for disease awareness. For this reason, our system has been augmented with additional guardrails for fact-checking and rules evaluation. Amazon Lambda : to run the backend code, which encompasses the generative logic.

Artificial Inteligence 131

Artificial Inteligence Generative AI Lambda Healthcare 131

AWS Machine Learning - AI

MAY 17, 2024

This involves building a human-in-the-loop process where humans play an active role in decision making alongside the AI system. For most reviews, the system auto-generates a reply using an LLM. However, if the review or LLM-generated response contains uncertainty around toxicity or tone, the system flags it for a human reviewer.

Generative AI 137

Generative AI Artificial Inteligence Systems Review Software Review 137

AWS Machine Learning - AI

JULY 10, 2024

Parsing documents is important for RAG applications because it enables the system to understand the structure and context of the information contained within the documents. In the next section, we discuss custom processing using Lambda function provided by Knowledge bases for Amazon Bedrock.

Knowledge Base 135

Knowledge Base Artificial Inteligence Lambda Applications 135

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. A Lambda function generates a prompt that includes system instructions, the original message, and other needed information such as the current date and time.

AWS 139

AWS Artificial Inteligence Generative AI Lambda 139

AWS Machine Learning - AI

SEPTEMBER 20, 2024

The ReAct approach enables agents to generate reasoning traces and actions while seamlessly integrating with company systems through action groups. 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.

Generative AI 106

Generative AI Lambda Applications AWS 106

AWS Machine Learning - AI

FEBRUARY 19, 2024

One way to enable more contextual conversations is by linking the chatbot to internal knowledge bases and information systems. Managing these interdependent parts can introduce complexities in system development and deployment. You will use this Lambda layer code later to create the Lambda function.

Knowledge Base 130

Knowledge Base Artificial Inteligence Applications Lambda 130

AWS Machine Learning - AI

MARCH 20, 2025

The Asure team was manually analyzing thousands of call transcripts to uncover themes and trends, a process that lacked scalability. Staying ahead in this competitive landscape demands agile, scalable, and intelligent solutions that can adapt to changing demands. The following screenshots show the UI.

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Generative AI Artificial Inteligence Metrics AWS 87

High Scalability

MARCH 8, 2019

There was already a payment system — it was called the credit card. Don't miss all that the Internet has to say on Scalability, click below and become eventually consistent with all scalability knowledge (which means this post has many more items to read so please keep on reading). So many more quotes.

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Scalability Internet Telecommunications Lambda 58