Dzone - DevOps

MAY 1, 2023

With the growth of the application modernization demands, monolithic applications were refactored to cloud-native microservices and serverless functions with lighter, faster, and smaller application portfolios for the past years.

Serverless 94

Serverless Lambda Data AWS 94

AWS Machine Learning - AI

NOVEMBER 7, 2024

Access to car manuals and technical documentation helps the agent provide additional context for curated guidance, enhancing the quality of customer interactions. The workflow includes the following steps: Documents (owner manuals) are uploaded to an Amazon Simple Storage Service (Amazon S3) bucket.

Lambda 115

Lambda Enterprise Automotive Knowledge Base 115

AWS Machine Learning - AI

APRIL 9, 2025

For instance, consider an AI-driven legal document analysis system designed for businesses of varying sizes, offering two primary subscription tiers: Basic and Pro. Meanwhile, the business analysis interface would focus on text summarization for analyzing various business documents. This is illustrated in the following figure.

Artificial Inteligence 100

Artificial Inteligence Generative AI AWS Applications 100

AWS Machine Learning - AI

OCTOBER 29, 2024

Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times. Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability.

Generative AI 99

Generative AI Video Engineering Artificial Inteligence 99

The Crazy Programmer

SEPTEMBER 16, 2019

Its structure of saving the data is different because it stores data in a document which is like JSON. It uses the most popular document store database model. High scalability, sharding and availability with built-in replication makes it more robust. Basic database model used in this is document store. application.

Serverless 31

Serverless Backup Scalability Business Intelligence 31

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

NOVEMBER 22, 2024

Since Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. Furthermore, our solutions are designed to be scalable, ensuring that they can grow alongside your business.

Generative AI 74

Generative AI AWS Technical Review Backup 74

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.

Serverless 71

Serverless AWS Lambda Part-Time VPE 71

AWS Machine Learning - AI

MARCH 14, 2025

Whether processing invoices, updating customer records, or managing human resource (HR) documents, these workflows often require employees to manually transfer information between different systems a process thats time-consuming, error-prone, and difficult to scale. The following diagram illustrates the solution architecture.

AWS 119

AWS Generative AI Linux Groups 119

AWS Machine Learning - AI

MARCH 7, 2025

Mozart, the leading platform for creating and updating insurance forms, enables customers to organize, author, and file forms seamlessly, while its companion uses generative AI to compare policy documents and provide summaries of changes in minutes, cutting the change adoption time from days or weeks to minutes.

Generative AI 78

Generative AI Technical Review Insurance Policies 78

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. On the other hand, using serverless solutions from scratch can be time-consuming and require a lot of effort to set up and manage. To know more about events, refer to the official documentation.

Scalability 98

Scalability AWS Authentication Open Source 98

AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. There might also be costs associated with using Google services.

Generative AI 112

Generative AI Lambda Applications AWS 112

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

Gorilla Logic

SEPTEMBER 16, 2021

In this article, we are going to compare the leading cloud providers of serverless computing frameworks so that you have enough intel to make a sound decision when choosing one over the others. Scalability, Limits, and Restrictions. Documentation. You can find a comprehensive list in the AWS Lambda documentation here.

Serverless 70

Serverless Lambda Cloud Azure 70

AWS Machine Learning - AI

NOVEMBER 7, 2024

API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 100

Generative AI AWS Artificial Inteligence Enterprise 100

AWS Machine Learning - AI

DECEMBER 11, 2024

This enables sales teams to interact with our internal sales enablement collateral, including sales plays and first-call decks, as well as customer references, customer- and field-facing incentive programs, and content on the AWS website, including blog posts and service documentation.

AWS 85

AWS Generative AI Technical Review Artificial Inteligence 85

AWS Machine Learning - AI

OCTOBER 29, 2024

Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. For a detailed breakdown of the features and implementation specifics, refer to the comprehensive documentation in the GitHub repository. However, some components may incur additional usage-based costs.

Generative AI 97

Generative AI Applications AWS Knowledge Base 97

Xebia

DECEMBER 13, 2024

Scalability: GCP tools offer a cohesive platform to build, manage, and scale RAG systems. No Internal Data Access: Without access to proprietary datasets or internal company documents, responses are generic and lack personalization. Starting with a basic level, vector search is often a key component powering a RAG setup.

Google Cloud 130

Google Cloud Artificial Inteligence Cloud Scalability 130

AWS Machine Learning - AI

JANUARY 29, 2025

Intelligent document processing , translation and summarization, flexible and insightful responses for customer support agents, personalized marketing content, and image and code generation are a few use cases using generative AI that organizations are rolling out in production.

Generative AI 76

Generative AI Organization Enterprise Artificial Inteligence 76

Stackery

JUNE 26, 2019

When I browse Stackery’s documentation and blog, I see some great writing that I know not everyone has read. Learn what Serverless is… and isn’t. This post was inspired by reading an article on serverless as a general topic that managed to get almost every detail wrong. Local Development with Stackery. Get Over the VPC Roadbump.

Serverless 61

Serverless Lambda Development Microservices 61

AWS Machine Learning - AI

MARCH 5, 2025

For example, consider how the following source document chunk from the Amazon 2023 letter to shareholders can be converted to question-answering ground truth. To convert the source document excerpt into ground truth, we provide a base LLM prompt template. Further, Amazons operating income and Free Cash Flow (FCF) dramatically improved.

Generative AI 74

Generative AI Systems Review Artificial Inteligence Software Review 74

Kaseya

AUGUST 7, 2020

Switch to Serverless Computing. Serverless computing is a more recent development that offers an array of potential benefits ranging from cost savings and easier scalability, to faster deployment of new applications. With serverless computing, you ‘pay as you use’ for backend services. Move from VMs to Containerization.

Infrastructure 128

Infrastructure Serverless Hardware Budget 128

AWS Machine Learning - AI

APRIL 10, 2025

AWS is the first major cloud provider to deliver Pixtral Large as a fully managed, serverless model. This capability makes it particularly effective in analyzing documents, detailed charts, graphs, and natural images, accommodating a broad range of practical applications.

Generative AI 73

Generative AI AWS Technical Review Artificial Inteligence 73

AWS Machine Learning - AI

OCTOBER 1, 2024

We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. The aim of this post is to provide a comprehensive understanding of how to build a voice-based, contextual chatbot that uses the latest advancements in AI and serverless computing. We discuss this later in the post.

Serverless 75

Serverless Artificial Inteligence AWS Software Review 75

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. Where does serverless come from?

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Serverless Azure AWS Architecture 68

Xicom

MARCH 16, 2021

Nowadays, the cliche “serverless architecture” is the latest addition in the technology wordbook, prevailing following the launch of AWS (Amazon Web Services) Lambada in 2014. While the gospel truth is serverless, architecture proffers the promise of writing codes without any ongoing server administration apprehension.

Serverless 59

Serverless Lambda Development Microservices 59

Xebia

MAY 14, 2024

" That was indeed my feedback to the team: include in the documentation the reason why the service was created and when to use it instead of the existing options. The first question that came to my mind upon learning about this service was: "Why is Microsoft launching another service to run containers?" Kubernetes Cluster).

Azure 130

Azure Microservices Serverless Software Review 130

AWS Machine Learning - AI

AUGUST 5, 2024

Prerequisites To implement the solution provided in this post, you should have the following: An active AWS account and familiarity with FMs, Amazon Bedrock, and OpenSearch Serverless. An S3 bucket where your documents are stored in a supported format (.txt,md,html,doc/docx,csv,xls/.xlsx,pdf). txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

Knowledge Base 114

Knowledge Base AWS Generative AI Artificial Inteligence 114

AWS Machine Learning - AI

SEPTEMBER 26, 2024

This domain knowledge is traditionally captured in reference manuals, service bulletins, quality ticketing systems, engineering drawings, and more, but the quantity and complexity of documents is growing and takes time to learn. How can I trace the reasoning of my model back to source documents to build user trust?” “How

Artificial Inteligence 94

Artificial Inteligence Generative AI Knowledge Base AWS 94

AWS Machine Learning - AI

JULY 1, 2024

Organizations strive to implement efficient, scalable, cost-effective, and automated customer support solutions without compromising the customer experience. Select the S3 bucket where you uploaded the Amazon shareholder documents and choose Choose. Select the embedding model to vectorize the documents. Create an Amazon Lex bot.

Knowledge Base 112

Knowledge Base Artificial Inteligence Generative AI AWS 112

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Our solution uses an FSx for ONTAP file system as the source of unstructured data and continuously populates an Amazon OpenSearch Serverless vector database with the user’s existing files and folders and associated metadata. The RAG Retrieval Lambda function stores conversation history for the user interaction in an Amazon DynamoDB table.

Generative AI 80

Generative AI AWS Applications Serverless 80

AWS Machine Learning - AI

FEBRUARY 29, 2024

Knowledge Bases for Amazon Bedrock automates synchronization of your data with your vector store, including diffing the data when it’s updated, document loading, and chunking, as well as semantic embedding. It then employs a language model to generate a response by considering both the retrieved documents and the original query.

Knowledge Base 126

Knowledge Base Artificial Inteligence Study AWS 126

AWS Machine Learning - AI

AUGUST 2, 2024

The Product Stewardship department is responsible for managing a large collection of regulatory compliance documents. Example questions might be “What are the restrictions for CMR substances?”, “How long do I need to keep the documents related to a toluene sale?”, or “What is the reach characterization ratio and how do I calculate it?”

Artificial Inteligence 103

Artificial Inteligence Generative AI Energy Knowledge Base 103

AWS Machine Learning - AI

MAY 30, 2024

To serve their customers, Vitech maintains a repository of information that includes product documentation (user guides, standard operating procedures, runbooks), which is currently scattered across multiple internal platforms (for example, Confluence sites and SharePoint folders).

Artificial Inteligence 116

Artificial Inteligence Technical Review Development Team Review Software Review 116

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. Embeddings are created for documents and user questions. The document embeddings are split into chunks and stored as indexes in a vector database. Choose Next.

Knowledge Base 108

Knowledge Base Artificial Inteligence Applications Lambda 108

Codegiant

OCTOBER 31, 2024

Their focus was on creating a robust tech stack that would ensure scalability, maintainability, and performance. Document Hub : Automatically generates API documentation and can be utilized for various other documentation needs. However, the complexity of this setup raised concerns about costs and management.

Development Team Review 75

Development Team Review Technical Review Minimum Viable Product Scalability 75

AWS Machine Learning - AI

JUNE 18, 2024

Many companies across all industries still rely on laborious, error-prone, manual procedures to handle documents, especially those that are sent to them by email. Intelligent automation presents a chance to revolutionize document workflows across sectors through digitization and process optimization.

Generative AI 107

Generative AI Artificial Inteligence AWS Technical Review 107