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

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 89

Generative AI Technical Review Software Review Systems Review 89

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 115

Scalability Lambda Generative AI AWS 115

AWS Machine Learning - AI

MARCH 3, 2025

To achieve optimal performance for specific use cases, customers are adopting and adapting these FMs to their unique domain requirements. Tuning model architecture requires technical expertise, training and fine-tuning parameters, and managing distributed training infrastructure, among others.

Artificial Inteligence 80

Artificial Inteligence Generative AI AWS Training 80

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. Organizations are choosing these platforms based on effective cost, performance, and scalability.”

Open Source 191

Open Source Architecture Linux Exercises 191

AWS Machine Learning - AI

NOVEMBER 20, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Artificial Inteligence 110

Artificial Inteligence Applications Knowledge Base Generative AI 110

TechCrunch

NOVEMBER 8, 2022

Increasingly, as Moore’s law rears its ugly head, computer chip developers are adopting “chiplet” architectures to scale their hardware’s processing power. “Process” in chip lingo refers to an architectural platform; TSMC began mass-producing 5 nm chips in 2020.

Automotive 209

Automotive Energy Architecture Hardware 209

AWS Machine Learning - AI

JANUARY 22, 2025

Security and compliance regulations require that security teams audit the actions performed by systems administrators using privileged credentials. Video recordings cant be easily parsed like log files, requiring security team members to playback the recordings to review the actions performed in them.

Generative AI 104

Generative AI Video Analysis Technical Review 104

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

Cloudera

JANUARY 7, 2025

While multi-cloud generally refers to the use of multiple cloud providers, hybrid encompasses both cloud and on-premises integrations, as well as multi-cloud setups. A leading meal kit provider migrated its data architecture to Cloudera on AWS, utilizing Cloudera’s Open Data Lakehouse capabilities.

Cloud 82

Cloud Data Scalability Compliance 82

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 98

Generative AI AWS Innovation Knowledge Base 98

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Evaluation, on the other hand, involves assessing the quality and relevance of the generated outputs, enabling continual improvement. versions, catering to different programming preferences.

Generative AI 105

Generative AI Applications AWS Knowledge Base 105

AWS Machine Learning - AI

NOVEMBER 19, 2024

Seamlessly integrate with APIs – Interact with existing business APIs to perform real-time actions such as transaction processing or customer data updates directly through email. Solution overview This section outlines the architecture designed for an email support system using generative AI.

Knowledge Base 95

Knowledge Base Generative AI Technical Review AWS 95

AWS Machine Learning - AI

NOVEMBER 27, 2024

To maximize performance and optimize training, organizations frequently need to employ advanced distributed training strategies. In a transformer architecture, such layers are the embedding layers and the multilayer perceptron (MLP) layers. and prior Llama models) and Mistral model architectures for context parallelism.

Training 102

Training Artificial Inteligence AWS Machine Learning 102

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.

Artificial Inteligence 71

Artificial Inteligence AWS Machine Learning Load Balancer 71

AWS Machine Learning - AI

DECEMBER 23, 2024

To address this, customers often begin by enhancing generative AI accuracy through vector-based retrieval systems and the Retrieval Augmented Generation (RAG) architectural pattern, which integrates dense embeddings to ground AI outputs in relevant context.

Generative AI 122

Generative AI Artificial Inteligence AWS Knowledge Base 122

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 81

Generative AI Organization Enterprise Artificial Inteligence 81

AWS Machine Learning - AI

MAY 30, 2024

CBRE, in parallel, completed UAT testing to confirm it performed as expected. The following figure illustrates the core architecture for the NLQ capability. Following steps 5 and 6 in the architecture, the relevant tables schema is sent as input context to the model to generate a SQL query according to the input NLQ.

AWS 123

AWS Lambda Performance Artificial Inteligence 123

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.

Cloud 93

Cloud AWS Serverless Microservices 93

AWS Machine Learning - AI

OCTOBER 16, 2024

For some content, additional screening is performed to generate subtitles and captions. The general architecture of the metadata pipeline consists of two primary steps: Generate transcriptions of audio tracks: use speech recognition models to generate accurate transcripts of the audio content.

Media 111

Media Video Artificial Inteligence Generative AI 111

AWS Machine Learning - AI

NOVEMBER 13, 2024

The following diagram illustrates the architecture of the application. Authentication is performed against the Amazon Cognito user pool. For more details about the authentication and authorization flows, refer to Accessing AWS services using an identity pool after sign-in.

Generative AI 123

Generative AI AWS Lambda Authentication 123

Erik Bernhardsson

DECEMBER 12, 2023

When possible, refer all matters to committees for “further study and consideration” Attempt to make committees as large as possible — never less than five. Refer back to matters decided upon at the last meeting and attempt to re-open the question of the advisability of that decision.

Software Review 277

Software Review Weak Development Team Technical Advisors Software 277

The Crazy Programmer

SEPTEMBER 19, 2021

Most of the manufacturing companies of CPU processors are working hard to improve the performance of CPUs. And to increase the performance at a high level, they used various techniques and enhanced the technology they used. Hyper-threading technology is used to increase the speed and performance of the CPU. Hyperthreading.

Virtualization 237

Virtualization Operating System Performance 3D 237

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

AWS Machine Learning - AI

MARCH 3, 2025

Response latency refers to the time between the user finishing their speech and beginning to hear the AI assistants response. For a full list of available Local Zones, refer to the Local Zones locations page. To determine the storage types that are supported, refer to the Compute and storage section in AWS Local Zones features.

AWS 68

AWS Artificial Inteligence Technical Review Systems Review 68

TechCrunch

MARCH 20, 2023

The visual reference tool is probably handy for set directors that want to visualize props for certain scenes. This includes animal handling, children’s safety, copyright law objects, stunt performance requirements and even COVID safety measures. For instance, what the feather will look like at the beginning of “Forrest Gump.”

Film 246

Film Analysis B2B Industry 246

AWS Machine Learning - AI

MARCH 11, 2025

DeepSeek-R1 uses a Mixture of Experts (MoE) architecture and is 671 billion parameters in size. The MoE architecture allows activation of 37 billion parameters, enabling efficient inference by routing queries to the most relevant expert clusters. For details, refer to Create an AWS account.

Artificial Inteligence 68

Artificial Inteligence AWS Generative AI Metrics 68

AWS Machine Learning - AI

MARCH 3, 2025

Overview of Pixtral 12B Pixtral 12B, Mistrals inaugural VLM, delivers robust performance across a range of benchmarks, surpassing other open models and rivaling larger counterparts, according to Mistrals evaluation. Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance.

Insurance 82

Insurance AWS eCommerce Software Review 82

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. However, building and deploying trustworthy AI assistants requires a robust ground truth and evaluation framework.

Generative AI 72

Generative AI Systems Review Artificial Inteligence Software Review 72

Xebia

OCTOBER 23, 2024

Architecture Overview The accompanying diagram visually represents our infrastructure’s architecture, highlighting the relationships between key components. ClouDNS Documentation : Refer to the official ClouDNS documentation for detailed insights into their DNS hosting services and configurations.

AWS 130

AWS Network Software Review Lambda 130

Xebia

MARCH 13, 2025

These are the four reasons one would adopt a feature store: Prevent repeated feature development work Fetch features that are not provided through customer input Prevent repeated computations Solve train-serve skew These are the issues addressed by what we will refer to as the Offline and Online Feature Store.

Training 130

Training Artificial Inteligence Machine Learning Data 130

DevOps.com

OCTOBER 11, 2022

Microservices are frequently referred to as a variant or derivative of service-oriented architecture (SOA), if not essentially the same thing. Microservices architecture […]. While there are similarities and both are designed around the concept of services, that’s where the similarities end.

SOA 144

SOA Microservices Architecture Continuous Delivery 144

AWS Machine Learning - AI

MARCH 14, 2025

This capability enables Anthropics Claude models to identify whats on a screen, understand the context of UI elements, and recognize actions that should be performed such as clicking buttons, typing text, scrolling, and navigating between applications. The following diagram illustrates the solution architecture.

AWS 104

AWS Generative AI Linux Groups 104

TechCrunch

MARCH 9, 2021

“We think Capsule’s value will lie in its exceptional user experience, quality, performance, ease of use and high quality engineering that draws on advanced technologies such as TIC and IPFS without saddling bloat,” he says. Kobeissi’s original concept for Capsule, meanwhile, was to create self-hosting microservices.

Media 246

Media Social Blockchain USP 246

Netflix Tech

NOVEMBER 12, 2024

This counting service, built on top of the TimeSeries Abstraction, enables distributed counting at scale while maintaining similar low latency performance. In this context, they refer to a count very close to accurate, presented with minimal delays. Today, we’re excited to present the Distributed Counter Abstraction.

Windows 100

Windows Systems Review Performance Infrastructure 100

CIO

OCTOBER 8, 2024

Always monitor cost, performance and quality. Leverage this knowledge in your architecture and designs. The landing phase The virtual team will be at a high level of performance with the new, emerging tech. It’s time to publish architectural patterns, best practices and promote sensible adoption. Again: Start small.

Technology 187

Technology Weak Development Team Architecture Virtualization 187

AWS Machine Learning - AI

MARCH 27, 2025

Amazon Bedrock cross-Region inference capability that provides organizations with flexibility to access foundation models (FMs) across AWS Regions while maintaining optimal performance and availability. Instead, the system dynamically routes traffic across multiple Regions, maintaining optimal resource utilization and performance.

Artificial Inteligence 81

Artificial Inteligence AWS Technical Review Policies 81