CIO

FEBRUARY 4, 2025

This surge is driven by the rapid expansion of cloud computing and artificial intelligence, both of which are reshaping industries and enabling unprecedented scalability and innovation. However, the rapid pace of growth also highlights the urgent need for more sustainable and efficient resource management practices.

Sustainability 156

Sustainability Technical Review Architecture Fractional CTO 156

Abhishek Tiwari

DECEMBER 22, 2024

Alibaba has constructed a sophisticated microservices architecture to address the challenges of serving its vast user base and handling complex business operations. This article draws from research by Luo et al.,

Microservices 59

Microservices Architecture Construction Scalability 59

CIO

DECEMBER 9, 2024

Many legacy applications were not designed for flexibility and scalability. Services are delivered faster and with stronger security and a higher degree of engagement, and it frees up skilled resources to focus on more strategic endeavors.

Cloud 147

Cloud Meeting Architecture Software Engineering 147

CIO

NOVEMBER 27, 2024

With data existing in a variety of architectures and forms, it can be impossible to discern which resources are the best for fueling GenAI. With the right hybrid data architecture, you can bring AI models to your data instead of the other way around, ensuring safer, more governed deployments.

Data 147

Data How To Government Architecture 147

CIO

MARCH 26, 2025

But when managed the right way, it can substantially boost the value of IT resources, while minimizing the risks stemming from migrating away from outdated IT platforms. At Lemongrass, he is responsible for platform and enterprise architecture, product management capability and platform enablement of the delivery service team.

Backup 181

Backup Weak Development Team Applications System 181

Dzone - DevOps

MARCH 26, 2025

Leveraging Kafkas distributed architecture ensures high scalability, rapid event processing, and improved system resilience. Ultimately, this approach enhances operational efficiency by enabling proactive, intelligent automation that minimizes downtime and optimizes resource management.

How To 92

How To Scalability Architecture Resources 92

AWS Machine Learning - AI

MARCH 4, 2025

To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. The solution incorporates the following key features: Using a Retrieval Augmented Generation (RAG) architecture, the system generates a context-aware detailed assessment.

Generative AI 103

Generative AI Technical Review Software Review Systems Review 103

CIO

MARCH 18, 2025

Just as building codes are consulted before architectural plans are drawn, security requirements must be established early in the development process. Security in design review Conversation starter : How do we identify and address security risks in our architecture? The how: Building secure digital products 1.

Software Review 148

Software Review Technical Advisors Technical Review Systems Review 148

CIO

JUNE 24, 2024

Without the right cloud architecture, enterprises can be crushed under a mass of operational disruption that impedes their digital transformation. What’s getting in the way of transformation journeys for enterprises? The initial stages involve meticulous planning, analysis, and strategizing.

Architecture 164

Architecture Innovation Enterprise Cloud 164

OTS Solutions

DECEMBER 4, 2023

Private cloud architecture is an increasingly popular approach to cloud computing that offers organizations greater control, security, and customization over their cloud infrastructure. What is Private Cloud Architecture? Why is Private Cloud Architecture important for Businesses?

Architecture 130

Architecture Cloud Disaster Recovery Scalability 130

AWS Machine Learning - AI

NOVEMBER 1, 2024

Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns. This scalable, programmatic approach eliminates inefficient manual processes, reduces the risk of excess spending, and ensures that critical applications receive priority.

Generative AI 134

Generative AI AWS Artificial Inteligence Budget 134

Xebia

DECEMBER 16, 2024

Initially, our industry relied on monolithic architectures, where the entire application was a single, simple, cohesive unit. Ever increasing complexity To overcome these limitations, we transitioned to Service-Oriented Architecture (SOA). Up until now, Bicep was a domain-specific language for Azure resource deployments.

Software Development 130

Software Development Software Cloud Development 130

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we explore how to deploy distilled versions of DeepSeek-R1 with Amazon Bedrock Custom Model Import, making them accessible to organizations looking to use state-of-the-art AI capabilities within the secure and scalable AWS infrastructure at an effective cost. 8B ) and DeepSeek-R1-Distill-Llama-70B (from base model Llama-3.3-70B-Instruct

Generative AI 126

Generative AI Artificial Inteligence AWS Technical Review 126

Cloudera

JANUARY 7, 2025

Leveraging Clouderas hybrid architecture, the organization optimized operational efficiency for diverse workloads, providing secure and compliant operations across jurisdictions while improving response times for public health initiatives. Scalability: Choose platforms that can dynamically scale to meet fluctuating workload demands.

Cloud 82

Cloud Data Scalability Compliance 82

CIO

MARCH 31, 2025

Core challenges for sovereign AI Resource constraints Developing and maintaining sovereign AI systems requires significant investments in infrastructure, including hardware (e.g., Many countries face challenges in acquiring or developing the necessary resources, particularly hardware and energy to support AI capabilities.

Technical Review 117

Technical Review Artificial Inteligence Compliance Open Source 117

The Crazy Programmer

JULY 14, 2024

When you are planning to build your network, there is a possibility you may come across two terms “Network Architecture and Application Architecture.” In today’s blog, we will look at the difference between network architecture and application architecture in complete detail.

Architecture 100

Architecture Network Applications Scalability 100

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 92

Artificial Inteligence Lambda Travel Generative AI 92

AWS Machine Learning - AI

NOVEMBER 6, 2024

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. The AWS deployment architecture makes sure the Python application is hosted and accessible from the internet to authenticated users. See the README.md

Generative AI 117

Generative AI AWS Artificial Inteligence Applications 117

CIO

DECEMBER 20, 2024

Azures growing adoption among companies leveraging cloud platforms highlights the increasing need for effective cloud resource management. Enterprises must focus on resource provisioning, automation, and monitoring to optimize cloud environments. Automation helps optimize resource allocation and minimize operational inefficiencies.

Azure 88

Azure Analysis Cloud Resources 88

CIO

MARCH 16, 2025

From a developer perspective, integrating multiple mini-apps into a cohesive super-app presents hurdles as each mini-app has distinct functional requirements and dependencies, adding complexity that necessitates considerable resource allocation to maintain and update multiple mini-apps simultaneously.

Mobile 99

Mobile Banking Scalability Compliance 99

AWS Machine Learning - AI

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. 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.

Knowledge Base 125

Knowledge Base Scalability Applications Generative AI 125

CIO

MAY 30, 2024

As enterprises increasingly embrace serverless computing to build event-driven, scalable applications, the need for robust architectural patterns and operational best practices has become paramount. Enterprises and SMEs, all share a common objective for their cloud infra – reduced operational workloads and achieve greater scalability.

Serverless 174

Serverless Cloud Scalability Architecture 174

AWS Machine Learning - AI

NOVEMBER 7, 2024

Depending on the use case and data isolation requirements, tenants can have a pooled knowledge base or a siloed one and implement item-level isolation or resource level isolation for the data respectively. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures.

Generative AI 109

Generative AI AWS Enterprise Artificial Inteligence 109

Perficient

AUGUST 6, 2024

Understanding Microservices Architecture: Benefits and Challenges Explained Microservices architecture is a transformative approach in backend development that has gained immense popularity in recent years. What is Monolithic Architecture? This flexibility allows for efficient resource management and cost savings.

Microservices 103

Microservices Architecture eCommerce Authentication 103

CIO

MARCH 5, 2025

To answer this, we need to look at the major shifts reshaping the workplace and the network architectures that support it. The Foundation of the Caf-Like Branch: Zero-Trust Architecture At the heart of the caf-like branch is a technological evolution thats been years in the makingzero-trust security architecture.

WAN 103

WAN IoT Network Architecture 103

CIO

DECEMBER 9, 2024

Many legacy applications were not designed for flexibility and scalability. Services are delivered faster and with stronger security and a higher degree of engagement, and it frees up skilled resources to focus on more strategic endeavors.

Cloud 88

Cloud Meeting Architecture Software Engineering 88

AWS Machine Learning - AI

NOVEMBER 6, 2024

However, Cloud Center of Excellence (CCoE) teams often can be perceived as bottlenecks to organizational transformation due to limited resources and overwhelming demand for their support. Limited scalability – As the volume of requests increased, the CCoE team couldn’t disseminate updated directives quickly enough.

Generative AI 102

Generative AI Government Technical Review Innovation 102

Cloudera

DECEMBER 4, 2024

The Cloudera AI Inference service is a highly scalable, secure, and high-performance deployment environment for serving production AI models and related applications. Conclusion In this first post, we introduced the Cloudera AI Inference service, explained why we built it, and took a high-level tour of its architecture.

Artificial Inteligence 73

Artificial Inteligence Architecture Machine Learning Metrics 73

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we evaluate different generative AI operating model architectures that could be adopted. A centralized model may introduce bottlenecks that slow down time-to-market, so organizations need to adequately resource the team with sufficient personnel and automated processes to meet the demand from various LOBs efficiently.

Generative AI 82

Generative AI Organization Enterprise Artificial Inteligence 82

AWS Machine Learning - AI

MARCH 13, 2025

Amazon Bedrocks broad choice of FMs from leading AI companies, along with its scalability and security features, made it an ideal solution for MaestroQA. MaestroQA integrated Amazon Bedrock into their existing architecture using Amazon Elastic Container Service (Amazon ECS).

Generative AI 107

Generative AI CTO Coach AWS Artificial Inteligence 107

TechCrunch

SEPTEMBER 27, 2021

As more enterprises migrate to cloud-based architectures, they are also taking on more applications (because they can) and, as a result of that, more complex workloads and storage needs. Machine learning and other artificial intelligence applications add even more complexity.

Artificial Inteligence 246

Artificial Inteligence Applications Cloud Artificial Intelligence 246

Openxcell

JANUARY 20, 2025

The inner transformer architecture comprises a bunch of neural networks in the form of an encoder and a decoder. It is an LLM model tool that simplifies development by condensing all the resources (tools, components, and interfaces) in one space. USE CASES: To develop custom AI workflow and transformer architecture-based AI agents.

Artificial Inteligence 105

Artificial Inteligence Tools Open Source Architecture 105

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 128

AWS Generative AI Linux Groups 128

AWS Machine Learning - AI

SEPTEMBER 26, 2024

To accelerate iteration and innovation in this field, sufficient computing resources and a scalable platform are essential. In this post, we share an ML infrastructure architecture that uses SageMaker HyperPod to support research team innovation in video generation.

Case Study 115

Case Study Video Training Scalability 115

AWS Machine Learning - AI

OCTOBER 31, 2024

By implementing this architectural pattern, organizations that use Google Workspace can empower their workforce to access groundbreaking AI solutions powered by Amazon Web Services (AWS) and make informed decisions without leaving their collaboration tool. In the following sections, we explain how to deploy this architecture.

Generative AI 120

Generative AI Lambda Applications AWS 120

AWS Machine Learning - AI

MARCH 18, 2025

Example 1: Enforce the use of a specific guardrail and its numeric version The following example illustrates the enforcement of exampleguardrail and its numeric version 1 during model inference: { "Version": "2012-10-17", "Statement": [ { "Sid": "InvokeFoundationModelStatement1", "Effect": "Allow", "Action": [ "bedrock:InvokeModel", "bedrock:InvokeModelWithResponseStream" (..)

Policies 86

Policies Generative AI Resources AWS 86

CIO

AUGUST 5, 2022

In a survey that saw participation of over 1,000 IT decision makers across North America, Europe, Middle East and Asia-Pacific, 94% of respondents said their organizations had notable, avoidable cloud spend due to a combination of factors including underused, overprovisioned resources, and lack of skills to utilize cloud infrastructure.

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Report Enterprise Cloud Survey 187