Xebia

APRIL 2, 2024

Selecting the right architectural serving pattern is paramount in creating the most business value from your model. In this blog we will discuss the most common serving architectures 1 ; batch predicting, on-demand synchronous serving and streaming serving. How to choose your serving architecture? It doesn’t have to be.

Machine Learning 162

Machine Learning Artificial Inteligence Architecture Data 162

DevOps.com

DECEMBER 30, 2024

IDPs have been the talk of the town. But what does an IDP actually look like? Bill Doerrfeld explains.

Architecture 113

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CIO

JANUARY 7, 2025

It prevents vendor lock-in, gives a lever for strong negotiation, enables business flexibility in strategy execution owing to complicated architecture or regional limitations in terms of security and legal compliance if and when they rise and promotes portability from an application architecture perspective.

Cloud 147

Cloud Strategy Architecture Policies 147

AWS Machine Learning - AI

APRIL 9, 2025

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. The user prompt is then routed to the LLM associated with the task category of the reference prompt that has the closest match.

Artificial Inteligence 129

Artificial Inteligence Generative AI AWS Applications 129

CIO

SEPTEMBER 14, 2023

With this in mind, we embarked on a digital transformation that enables us to better meet customer needs now and in the future by adopting a lightweight, microservices architecture. We found that being architecturally led elevates the customer and their needs so we can design the right solution for the right problem.

Architecture 158

Architecture Technical Review Microservices Engineering 158

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 118

Generative AI Technical Review Software Review Systems Review 118

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 123

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Palo Alto Networks

OCTOBER 21, 2024

Hollie Hennessy, Principal Analyst, Omdia Our remote access solution features a simple, browser-based architecture with an integrated jump server that reduces deployment complexity, making secure remote access management easier for both users and administrators.

Compliance 111

Compliance Virtualization Conference Generative AI 111

CIO

MARCH 26, 2025

The meaning of legacy system modernization can be a bit challenging to pin down because IT leaders often use the term to refer to two fundamentally different processes. 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

The Crazy Programmer

JULY 18, 2021

The concept of Zero Trust Architecture (ZTA) is that no implicit user trust is provided to accounts or devices based on their location or the location of the network or apps. To comply with the Zero Trust architecture model, each user or device must be properly approved and authenticated while connecting to a corporate network.

Technology 336

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CIO

DECEMBER 11, 2024

By modern, I refer to an engineering-driven methodology that fully capitalizes on automation and software engineering best practices. Not my original quote, but a cardinal sin of cloud-native data architecture is copying data from one location to another. He is currently a technology advisor to multiple startups and mid-size companies.

Data 167

Data Technical Review Software Review Weak Development Team 167

CIO

JANUARY 3, 2025

Because of the adoption of containers, microservices architectures, and CI/CD pipelines, these environments are increasingly complex and noisy. IT leaders are looking for good AI content that their employees can reference, plus opportunities for employees to develop AI skills.

Organization 158

Organization Artificial Inteligence Artificial Intelligence DevOps 158

AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. For instructions on how to start your Amazon Bedrock batch inference job, refer to Enhance call center efficiency using batch inference for transcript summarization with Amazon Bedrock.

Scalability 129

Scalability Lambda Generative AI AWS 129

Martin Fowler

OCTOBER 20, 2022

Pretty much all the practitioners I favor in Software Architecture are deeply suspicious of any kind of general law in the field. Good software architecture is very context-specific, analyzing trade-offs that resolve differently across a wide range of environments. We often see how inattention to the law can twist system architectures.

Technical Advisors 280

Technical Advisors Software Review Architecture Journal 280

AWS Machine Learning - AI

JANUARY 13, 2025

For more on MuleSofts journey to cloud computing, refer to Why a Cloud Operating Model? The following diagram shows the reference architecture for various personas, including developers, support engineers, DevOps, and FinOps to connect with internal databases and the web using Amazon Q Business.

Generative AI 106

Generative AI AWS Innovation Knowledge Base 106

AWS Machine Learning - AI

MARCH 3, 2025

Tuning model architecture requires technical expertise, training and fine-tuning parameters, and managing distributed training infrastructure, among others. These recipes are processed through the HyperPod recipe launcher, which serves as the orchestration layer responsible for launching a job on the corresponding architecture.

Artificial Inteligence 98

Artificial Inteligence Generative AI AWS Training 98

CIO

MARCH 13, 2025

Although organizations have embraced microservices-based applications, IT leaders continue to grapple with the need to unify and gain efficiencies in their infrastructure and operations across both traditional and modern application architectures.

Virtualization 103

Virtualization Microservices Architecture Policies 103

AWS Machine Learning - AI

NOVEMBER 7, 2024

Shared components refer to the functionality and features shared by all tenants. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. A centralized service that exposes APIs for common prompt-chaining architectures to your tenants can accelerate development.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

CIO

JUNE 27, 2024

It arrives alongside the announcement of SAP’s Open Reference Architecture project as part of the EU’s IPCEI-CIS initiative. Manifesto is “more than a declaration of our current contributions; it’s a promise to continue driving open innovation and collaboration at a significant scale,” says SAP CTO.

Open Source 191

Open Source Architecture Linux Exercises 191

Hacker Earth Developers Blog

DECEMBER 4, 2024

Example: Ask a group of candidates to design an architecture for a scalable web application. Feedback and Reference checks Use references and peer feedback to validate interpersonal skills. Example questions for references: “Can you describe how they handled disagreements or conflicts within the team?” “How

Recruiting 130

Recruiting Technical Review Software Review Exercises 130

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we evaluate different generative AI operating model architectures that could be adopted. Governance in the context of generative AI refers to the frameworks, policies, and processes that streamline the responsible development, deployment, and use of these technologies.

Generative AI 98

Generative AI Organization Enterprise Artificial Inteligence 98

AWS Machine Learning - AI

JANUARY 29, 2025

DeepSeek-R1 distilled variations From the foundation of DeepSeek-R1, DeepSeek AI has created a series of distilled models based on both Metas Llama and Qwen architectures, ranging from 1.570 billion parameters. The current supported model formats focus on Llama-based architectures. 8B 128K model to 8 Units for a Llama 3.1

Generative AI 132

Generative AI Artificial Inteligence AWS Technical Review 132

CIO

NOVEMBER 7, 2024

Phase one involved organizing, establishing the foundational framework, convening the Responsible AI Steering Committee, understanding model limitations, building third-party partnerships, and setting up our internal instance while assessing our tech architecture. I think we’re very much on our way.

Artificial Inteligence 180

Artificial Inteligence Development Generative AI Artificial Intelligence 180

CIO

OCTOBER 13, 2023

The data architect also “provides a standard common business vocabulary, expresses strategic requirements, outlines high-level integrated designs to meet those requirements, and aligns with enterprise strategy and related business architecture,” according to DAMA International’s Data Management Body of Knowledge.

Data 199

Data Data Engineering Database Administration Artificial Inteligence 199

AWS Machine Learning - AI

APRIL 16, 2025

The following diagram is the solution architecture. For the full list of available kernels, refer to available Amazon SageMaker kernels. For more information, refer to Run container with base LLM. Refer to the previous optional section on separating adapter weights from base model weights to customize your own language model.

Artificial Inteligence 101

Artificial Inteligence Generative AI AWS Storage 101

TechCrunch

MARCH 9, 2022

The startup’s name is a reference to the two fictional characters that are often used as archetypes for hypothetical thought experiments in areas like cryptography and quantum physics. Similarly, the breakthrough building block of Alice&Bob’s system also has a theoretical reference in it.

Hardware 239

Hardware Architecture Technology Research 239

AWS Machine Learning - AI

NOVEMBER 20, 2024

For a comprehensive overview of metadata filtering and its benefits, refer to Amazon Bedrock Knowledge Bases now supports metadata filtering to improve retrieval accuracy. The following diagram illustrates high level RAG architecture with dynamic metadata filtering. Finally, the generated response is returned to the user.

Artificial Inteligence 117

Artificial Inteligence Applications Knowledge Base Generative AI 117

Palo Alto Networks

OCTOBER 30, 2024

Much of the early work of these AI safety institutes has understandably focused on the cybersecurity of the most powerful large language models (LLMs) and generative AI systems, collectively referred to here as GenAI. These models are increasingly being integrated into applications and networks across every sector of the economy.

Security 105

Security Artificial Inteligence Infrastructure Government 105

AWS Machine Learning - AI

NOVEMBER 6, 2024

Raj is also a machine learning specialist and works with AWS customers to design, deploy, and manage their AWS workloads and architectures. YaduKishore Tatavarthi is a Senior Partner Solutions Architect at Amazon Web Services, supporting customers and partners worldwide.

Software Review 119

Software Review Artificial Inteligence Generative AI AWS 119

AWS Machine Learning - AI

NOVEMBER 19, 2024

Solution overview This section outlines the architecture designed for an email support system using generative AI. The following diagram provides a detailed view of the architecture to enhance email support using generative AI. Refer to the GitHub repository for deployment instructions.

Knowledge Base 109

Knowledge Base Generative AI Technical Review Lambda 109

AWS Machine Learning - AI

MARCH 13, 2025

Model Variants The current DeepSeek model collection consists of the following models: DeepSeek-V3 An LLM that uses a Mixture-of-Experts (MoE) architecture. These models retain their existing architecture while gaining additional reasoning capabilities through a distillation process. deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B

Artificial Inteligence 107

Artificial Inteligence AWS Machine Learning Load Balancer 107

AWS Machine Learning - AI

OCTOBER 11, 2024

Event-driven operations management Operational events refer to occurrences within your organization’s cloud environment that might impact the performance, resilience, security, or cost of your workloads. The following diagram illustrates the solution architecture. The full code repository is available in the accompanying GitHub repo.

Cloud 97

Cloud AWS Serverless Policies 97

CIO

MAY 9, 2024

Thursday’s partnership, according to the companies, will help them jointly provide generative AI use cases and services to enterprises for business processes and platform architecture. Through the Value Generation partnership initiative, IBM intends to provide next-generation reference architectures that enable a clean core approach.

Artificial Inteligence 167

Artificial Inteligence Generative AI Automotive Architecture 167

Perficient

MARCH 31, 2025

However, enabling external users to access raw data while maintaining security and lineage integrity requires a well-thought-out architecture. This blog outlines a reference architecture to achieve this balance. Recommended Architecture 1. Allow external users to access raw data without compromising governance.

Data 52

Data Architecture Government Policies 52

TechCrunch

JANUARY 19, 2022

The startup’s rail vehicle architecture aims to solve a few problems: carbon emissions in freight, supply chain constraints of trucking and limits of railway freight. In the U.S., In the U.S., “When that becomes a problem is when you’re figuring out where to park that big train, and the answer is, not many places.”

Engineering 305

Engineering Transportation Technical Review Systems Review 305

AWS Machine Learning - AI

NOVEMBER 6, 2024

This solution can serve as a valuable reference for other organizations looking to scale their cloud governance and enable their CCoE teams to drive greater impact. This freed up the CCoE to focus their time on high-value tasks by reducing repetitive requests from each business unit. About the Authors Steven Craig is a Sr.

Generative AI 114

Generative AI Government Technical Review Innovation 114

AWS Machine Learning - AI

MARCH 26, 2025

Its improved architecture, based on the Multimodal Diffusion Transformer (MMDiT), combines multiple pre-trained text encoders for enhanced text understanding and uses QK-normalization to improve training stability. Finally, use the generated images as reference material for 3D artists to create fully realized game environments.

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Generative AI Games Development AWS 113