AWS Machine Learning - AI

DECEMBER 4, 2024

They have structured data such as sales transactions and revenue metrics stored in databases, alongside unstructured data such as customer reviews and marketing reports collected from various channels. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

OCTOBER 29, 2024

Use case overview The organization in this scenario has noticed that during customer calls, some actions often get skipped due to the complexity of the discussions, and that there might be potential to centralize customer data to better understand how to improve customer interactions in the long run.

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Generative AI Video Engineering Artificial Inteligence 111

AWS Machine Learning - AI

MARCH 5, 2025

These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques. Generative AI question-answering applications are pushing the boundaries of enterprise productivity. 201% $12.2B

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Generative AI Systems Review Software Review Artificial Inteligence 76

Netlify

FEBRUARY 18, 2021

The development workflow provided by Netlify is becoming second nature to many web developers: Write and test code locally. Review automated preview builds. This, along with the principles of a Jamstack architecture , where the user interface is compiled in advance, also enables improvements like atomic and immutable deploys.

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Serverless Software Review Web Development Testing 123

AWS Machine Learning - AI

NOVEMBER 6, 2024

The emergence of generative AI has ushered in a new era of possibilities, enabling the creation of human-like text, images, code, and more. The solution we explore consists of two main components: a Python application for the UI and an AWS deployment architecture for hosting and serving the application securely. See the README.md

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Generative AI AWS Artificial Inteligence Applications 119

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. The following diagram provides a detailed view of the architecture to enhance email support using generative AI.

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Knowledge Base Generative AI Technical Review Lambda 108

AWS Machine Learning - AI

APRIL 9, 2025

For example, consider a text summarization AI assistant intended for academic research and literature review. Software-as-a-service (SaaS) applications with tenant tiering SaaS applications are often architected to provide different pricing and experiences to a spectrum of customer profiles, referred to as tiers.

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Artificial Inteligence Generative AI AWS Applications 128

AWS Machine Learning - AI

NOVEMBER 22, 2024

With Bedrock Flows, you can quickly build and execute complex generative AI workflows without writing code. Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. Today, we are excited to announce the general availability of Amazon Bedrock Flows (previously known as Prompt Flows).

Generative AI 122

Generative AI Artificial Inteligence Knowledge Base AWS 122

Xebia

AUGUST 17, 2023

Leveraging Serverless and Generative AI for Image Captioning on GCP In today’s age of abundant data, especially visual data, it’s imperative to understand and categorize images efficiently. TL;DR We’ve built an automated, serverless system on Google Cloud Platform where: Users upload images to a Google Cloud Storage Bucket.

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Serverless Generative AI Google Cloud Technical Review 130

Stackery

APRIL 13, 2020

I recently joined Stackery from Puppet: a company that specializes in great automation software for the globe’s biggest enterprise IT operations teams. Software infrastructure automation is hard work that’s unnoticed if it’s working well and under-appreciated when it’s not. What’s New? . Delivery & Promotion.

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Serverless Software Review AWS Infrastructure 98

CIO

MAY 8, 2024

This helps reduce the points of failure due to human intervention. This is crucial for extracting insights from text-based data sources like social media feeds, customer reviews, and emails. Serverless data integration The rise of serverless computing has also transformed the data integration landscape. billion by 2025.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

AWS Machine Learning - AI

APRIL 23, 2025

Archival data in research institutions and national laboratories represents a vast repository of historical knowledge, yet much of it remains inaccessible due to factors like limited metadata and inconsistent labeling. The following diagram illustrates the solution architecture. To address these challenges, a U.S.

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Artificial Inteligence Open Source AWS Serverless 67

Palo Alto Networks

OCTOBER 22, 2024

According to the Unit 42 Cloud Threat Report : The rate of cloud migration shows no sign of slowing down—from $370 billion in 2021, with predictions to reach $830 billion in 2025—with many cloud-native applications and architectures already having had time to mature.

Cloud 105

Cloud Artificial Inteligence Software Review Systems Review 105

AWS Machine Learning - AI

NOVEMBER 7, 2024

In the first part of the series, we showed how AI administrators can build a generative AI software as a service (SaaS) gateway to provide access to foundation models (FMs) on Amazon Bedrock to different lines of business (LOBs). API Gateway is serverless and hence automatically scales with traffic.

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Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

DECEMBER 11, 2024

In the same spirit of using generative AI to equip our sales teams to most effectively meet customer needs, this post reviews how weve delivered an internally-facing conversational sales assistant using Amazon Q Business. Not only that, but our sales teams devise action plans that they otherwise might have missed without AI assistance.

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AWS Generative AI Technical Review Artificial Inteligence 107

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. As a result, we only have to think about our code, architecture and which services to use.

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Serverless Lambda AWS Software Review 75

Confluent

FEBRUARY 27, 2019

With serverless being all the rage, it brings with it a tidal change of innovation. or invest in a vendor-agnostic layer like the serverless framework ? or invest in a vendor-agnostic layer like the serverless framework ? What is more, as the world adopts the event-driven streaming architecture, how does it fit with serverless?

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Serverless Lambda AWS Systems Review 109

AWS Machine Learning - AI

APRIL 22, 2025

Some of the challenges in capturing and accessing event knowledge include: Knowledge from events and workshops is often lost due to inadequate capture methods, with traditional note-taking being incomplete and subjective. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

Media 80

Media Knowledge Base AWS Systems Review 80

AWS Machine Learning - AI

APRIL 30, 2025

FloQasts software (created by accountants, for accountants) brings AI and automation innovation into everyday accounting workflows. 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.

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Artificial Inteligence Technical Review Software Review Generative AI 67

AWS Machine Learning - AI

APRIL 3, 2024

In this post, we show how to build a contextual text and image search engine for product recommendations using the Amazon Titan Multimodal Embeddings model , available in Amazon Bedrock , with Amazon OpenSearch Serverless. All the code for this post is available in the GitHub repo. Review and prepare the dataset.

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Serverless Artificial Inteligence Engineering Generative AI 134

AWS Machine Learning - AI

MAY 17, 2024

In this blog post, you will learn about prompt chaining, how to break a complex task into multiple tasks to use prompt chaining with an LLM in a specific order, and how to involve a human to review the response generated by the LLM. For most reviews, the system auto-generates a reply using an LLM.

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Generative AI Artificial Inteligence Systems Review Software Review 137

Xebia

MAY 21, 2024

This involves updating existing systems to take advantage of modern cloud-native architectures, technologies, and best practices, which always follow the six Pillars of AWS Well Architecture Framework: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

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AWS Strategy Serverless Microservices 130

AWS Machine Learning - AI

AUGUST 28, 2024

For example, using an AI-based coding companion such as Amazon Q Developer can boost development productivity by up to 30 percent. GitHub (Cloud) is a popular development platform that helps teams build, scale, and deliver software used by more than 100 million developers and over 4 million organizations worldwide.

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Generative AI Software Review Cloud AWS 126

AWS Machine Learning - AI

MARCH 20, 2025

Before we dive deep into the deployment of the AI agent, lets walk through the key steps of the architecture, as shown in the following diagram. Update the due date for a JIRA ticket. Deploy the solution Complete the following deployment steps: Download the code from GitHub. Review and choose Create project to confirm.

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Generative AI Systems Review System Lambda 115

AWS Machine Learning - AI

NOVEMBER 22, 2023

Advantages of using SageMaker JumpStart With SageMaker JumpStart, ML practitioners can choose from a broad selection of state-of-the-art models for use cases such as content writing, image generation, code generation, question answering, copywriting, summarization, classification, information retrieval, and more.

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Artificial Inteligence Serverless Engineering Machine Learning 124

Mobilunity

APRIL 22, 2025

How will these changes impact long-term operational efficiency and software development? What Is DevOps DevOps integrates Development and Operations teams to streamline the software development lifecycle. It leads to faster, more reliable software releases and improved system stability. Initial Cost & Effort. Complexity.

DevOps 40

DevOps Software Review Development Team Review Technical Review 40

Netlify

JULY 19, 2021

The Jamstack ecosystem is brimming with serverless data layer options. Let’s review some key components of Jamstack architecture. Allow the browser to access or process data at runtime using APIs — this could be client-side calls, serverless functions, your own backend, or a third-party service.

Technical Review 135

Technical Review Serverless Enterprise Software Review 135

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.

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Serverless Azure AWS Architecture 68

James Shore

MAY 31, 2021

To share your thoughts, join the AoAD2 open review mailing list. Evolutionary System Architecture. What about your system architecture? By system architecture, I mean all the components that make up your deployed system. When you do, you get evolutionary system architecture. Programmers, Operations. They serve 1.3

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System Architecture Architecture Systems Review System 94

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.

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Serverless Artificial Inteligence AWS Software Review 91

AWS Machine Learning - AI

MARCH 3, 2025

Unlike many open source alternatives, Pixtral 12B achieves strong results in text-based benchmarkssuch as instruction following, coding, and mathematical reasoningwithout sacrificing its proficiency in multimodal tasks. Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance.

Insurance 106

Insurance AWS eCommerce Software Review 106

Stackery

DECEMBER 23, 2019

Serverless can bring opportunities by making DevOps more accessible to folks new to the industry. But many technologists, seasoned or otherwise, hear a lot about serverless but don’t always know how to get started. Oftentimes, I’d be limited in how much I can help them out due to my role’s credentials and my experience-level.

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Serverless Software Review Technical Review Lambda 12

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).

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Generative AI Artificial Inteligence Metrics AWS 89

AWS Machine Learning - AI

FEBRUARY 11, 2025

Solution overview The following architecture diagram represents the high-level design of a solution proven effective in production environments for AWS Support Engineering. The following diagram illustrates an example architecture for ingesting data through an endpoint interfacing with a large corpus.

Knowledge Base 99

Knowledge Base Lambda Enterprise AWS 99

CIO

AUGUST 2, 2023

Analyze app architecture thoroughly Carefully assess the app being modernized to understand its architecture, dependencies, and requirements. This approach seldom meets objectives and can easily get abandoned due to budget cuts, overspending, or loss of interest, he notes. Bavare considers this approach to be very effective.

Cloud 148

Cloud Fractional CTO Microservices Software Review 148

Datavail

AUGUST 4, 2021

The advantages of moving analytics to AWS Cloud include: Lower IT costs: Cloud migrations save businesses the costs of on-premises hardware, software licenses, and ongoing support and maintenance. The AWS Auto Scaling feature lets you define rules to automatically adjust your capacity, so the system never goes down due to heavy demand.

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AWS Technical Review Analytics Development Team Review 98

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.

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Generative AI Organization Enterprise Artificial Inteligence 95