AWS Machine Learning - AI

MARCH 13, 2025

MaestroQA also offers a logic/keyword-based rules engine for classifying customer interactions based on other factors such as timing or process steps including metrics like Average Handle Time (AHT), compliance or process checks, and SLA adherence. The following architecture diagram demonstrates the request flow for AskAI.

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Generative AI CTO Coach AWS Artificial Inteligence 104

AWS Machine Learning - AI

OCTOBER 29, 2024

All of this data is centralized and can be used to improve metrics in scenarios such as sales or call centers. Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times. Adam Raffe is a Principal Solutions Architect at AWS.

Generative AI 105

Generative AI Video Engineering Artificial Inteligence 105

CIO

DECEMBER 20, 2024

With a wide range of services, including virtual machines, Kubernetes clusters, and serverless computing, Azure requires advanced management strategies to ensure optimal performance, enhanced security, and cost efficiency. Datadog provides real-time performance metrics, logs, and security insights across Azure environments.

Azure 88

Azure Analysis Cloud Resources 88

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 73

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

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 100

Generative AI Applications Technical Review Software Review 100

O'Reilly Media - Ideas

JANUARY 14, 2025

The data in each graph is based on OReillys units viewed metric, which measures the actual use of each item on the platform. Interest in Data Lake architectures rose 59%, while the much older Data Warehouse held steady, with a 0.3% Usage of material about Software Architecture rose 5.5% Finally, ETL grew 102%.

Trends 130

Trends Technology Security Artificial Inteligence 130

AWS Machine Learning - AI

APRIL 3, 2024

Amazon OpenSearch Service now supports the cosine similarity metric for k-NN indexes. 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.

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Serverless Artificial Inteligence Engineering Generative AI 119

Confluent

FEBRUARY 13, 2019

Part 1 of this series discussed why you need to embrace event-first thinking, while this article builds a rationale for different styles of event-driven architectures and compares and contrasts scaling, persistence and runtime models. In this way, we don’t think about solution architecture in just one dimension. Data evolution.

Architecture 92

Architecture Programming Microservices Serverless 92

AWS Machine Learning - AI

APRIL 9, 2025

By monitoring utilization metrics, organizations can quantify the actual productivity gains achieved with Amazon Q Business. Tracking metrics such as time saved and number of queries resolved can provide tangible evidence of the services impact on overall workplace productivity.

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Weak Development Team Metrics AWS Systems Review 57

OverOps

DECEMBER 18, 2018

Observability and Responsibility for Serverless. Some might think that when you go serverless, it means that there’s no need to think about operating or debugging your systems. Metrics, logging, monitoring, and reliability. If you ask Charity Majors , Ops Engineer and CEO at Honeycomb.io, that’s a huge misconception.

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Conference Serverless Weak Development Team DevOps 185

DevOps.com

DECEMBER 6, 2022

Organizations are increasingly using distributed tracing to monitor their complex, microservice-based architectures. Microservices and serverless applications can grow exponentially, which makes observing them at scale very challenging.

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Microservices Serverless Architecture Applications 135

Trigent

APRIL 7, 2022

serverless. Enter serverless computing. By adhering to some basic rules, services and applications can be deployed onto serverless systems. Some of the top-rated serverless solutions are AWS-Lambda and Google-Cloud-functions. Having said this, one must tread cautiously when going in for serverless architecture.

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Serverless Cloud Architecture Software Review 52

ParkMyCloud

MAY 7, 2019

Curious why serverless is so popular – and why it won’t replace traditional servers in the cloud? In the current cloud infrastructure, top service providers are dedicating a great deal of effort to expand on this architecture as a new approach to a cloud solution that focuses on applications rather than infrastructure.

Serverless 58

Serverless Lambda Google Cloud Azure 58

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

AWS Machine Learning - AI

MAY 31, 2024

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using the Amazon Web Services (AWS) tools without having to manage infrastructure. The following diagram depicts a high-level RAG architecture.

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Knowledge Base Artificial Inteligence AWS Serverless 125

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.

Generative AI 82

Generative AI Technical Review Insurance Policies 82

Stackery

DECEMBER 6, 2019

But after two days of discussing serverless development and AWS tooling with the many awesome folks who have visited the Stackery booth (plus the primer I attended on day one) I was actually feeling pretty limber for the marathon that was “Serverless SaaS Deep Dive: Building Serverless on AWS”. Serverless for SaaS.

Serverless 52

Serverless Lambda Microservices AWS 52

CloudGeometry

MARCH 3, 2022

Second, there is no one-size-fits-all SaaS architecture (the second principle is a corollary of the first). The challenge is to build common ground between business and architecture so as to translate business assumptions into critical technical solution inputs. This is known as a unit metric.

Metrics 130

Metrics Architecture Cloud Strategy 130

AWS Machine Learning - AI

APRIL 23, 2024

However, to unlock the long-term success and viability of these AI-powered solutions, it is crucial to align them with well-established architectural principles. To support this, Knowledge Bases for Amazon Bedrock now supports private network policies for Amazon OpenSearch Serverless.

Knowledge Base 122

Knowledge Base Scalability Applications Generative AI 122

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 75

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we evaluate different generative AI operating model architectures that could be adopted. Generative AI architecture components Before diving deeper into the common operating model patterns, this section provides a brief overview of a few components and AWS services used in the featured architectures.

Generative AI 80

Generative AI Organization Enterprise Artificial Inteligence 80

AWS Machine Learning - AI

AUGUST 26, 2024

In this post, we dive into the architecture and implementation details of GenASL, which uses AWS generative AI capabilities to create human-like ASL avatar videos. The following diagram shows a high-level overview of the architecture. This tool is essential for building and deploying serverless applications.

Generative AI 115

Generative AI AWS 3D Video 115

Gorilla Logic

SEPTEMBER 5, 2019

In this Fn Project tutorial, you will learn the basic features of Fn Project by creating a serverless cloud and installing it on your own infrastructure. This will illustrate some of the most useful concepts of Fn Project and help you get familiarized with this lightweight and simple serverless platform. . What is Serverless? .

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Serverless Cloud Software Review Azure 12

Mike Roberts

DECEMBER 6, 2017

the Functions-as-a-Service (FaaS) platform which is the core of AWS’ larger Serverless service suite. Traffic shaping / canary deployment was pre-announced at Serverless Conf NYC in October, and this is now available. out-of-the-box metric?—?‘concurrent Let’s dig in! It’s no longer a niche technology for enthusiasts?—?it’s

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Serverless Lambda AWS Software Review 52

Netlify

SEPTEMBER 7, 2021

As the adoption of Jamstack architecture goes mainstream in enterprises worldwide, there’s a growing need to centralize application management using the tools that are already in place. Serverless function invocation information and performance monitoring. User agent analytics and troubleshooting. Datadog Integration.

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Serverless Comparison Enterprise Applications 97

CIO

JANUARY 10, 2024

Optimizing cloud investments requires close collaboration with the rest of the business to understand current and future needs, building effective FinOps teams, partnering with providers, and ongoing monitoring of key performance metrics. We need hard metrics because we’re running 800 instances of cloud computers.

Cloud 187

Cloud Technical Review Fractional CTO CTO Coach 187

CIO

NOVEMBER 29, 2023

If you choose not to use a cloud provider’s native services in order to remain agnostic, you lose many of the ‘better, cheaper, faster’ business case metrics,” says Holcombe. Architectural lock-in is when the application relies on multiple managed services from the cloud provider.

Cloud 187

Cloud Technical Review Software Review Systems Review 187

AWS Machine Learning - AI

JANUARY 29, 2025

Amazon Bedrock Custom Model Import enables the import and use of your customized models alongside existing FMs through a single serverless, unified API. This serverless approach eliminates the need for infrastructure management while providing enterprise-grade security and scalability. Review the model response and metrics provided.

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Generative AI Artificial Inteligence AWS Technical Review 102

Cloudera

JANUARY 17, 2024

It allows developers to interactively design data flows in a drag and drop designer, which can be deployed as continuously running, auto-scaling flow deployments or event-driven serverless functions. In this blog we will dive into how CDF-PC’s support for NiFi reporting tasks can be used to monitor key metrics in Prometheus and Grafana.

Metrics 106

Metrics Authentication Report Construction 106

The Agile Monkey

NOVEMBER 27, 2018

Utilizing AWS Hosted Technologies to Bootstrap a Simple Cloud E-Commerce Solution A Very Brief Serverless Introduction There are plenty of blog posts and documentation that give introductions to serverless architectures in general and specific providers and technologies. They also mesh neatly with CI/CD solutions like CircleCI.

Serverless 40

Serverless AWS Architecture Microservices 40

AWS Machine Learning - AI

NOVEMBER 14, 2024

Architecture The following figure shows the architecture of the solution. Being serverless, it allows secure integration and deployment of generative AI capabilities without managing infrastructure. The workflow of the solution uses the following steps.

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Artificial Inteligence Generative AI Travel AWS 104

Xebia

JUNE 7, 2022

Combining these two trends in the market explains why technologies such as Serverless became popular. Serverless helps in reducing the amount of moving parts you must manage as a development team. . Per Container App, the scaling metrics can be specified based on a number of rules that are different for each technology.

Azure 130

Azure Microservices Serverless Applications 130

Perficient

MARCH 13, 2023

Operators are based on the controller pattern which is at the core of the Kubernete’s architecture and enable declarative configuration through the use of Custom Resource Definitions (CRD). A less-know feature is the ability to leverage Cluster Monitoring to collect your own application metrics.

Serverless 83

Serverless Azure Metrics AWS 83

AWS Machine Learning - AI

MARCH 3, 2025

Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance. This architecture supports processing an arbitrary number of images of varying sizes within a large context window of 128k tokens. License agreements are a critical decision factor when using open-weights models.

Insurance 89

Insurance AWS eCommerce Software Review 89

Stackery

NOVEMBER 25, 2019

In addition to setting up shop in the Expo hall with the team to chat with re:Invent guests about their current serverless development workflows (and how Stackery can supercharge it), I made sure to attend some choice presentations this week. That’s serverless for ya! I’ll get back to this with an aside/caveat in a moment. lightbulb ).

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Serverless AWS Scalability Resources 10

Modus Create

JUNE 20, 2023

Serverless architecture Search results for “serverless architecture” over the past 5 years (2/24/2023) Serverless architecture allows developers to create products without managing the underlying infrastructure. Here’s what’s capturing the attention of global enterprises in 2023. billion in value.

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Trends Development Serverless Technical Review 75