AWS Machine Learning - AI

NOVEMBER 15, 2024

With the QnABot on AWS (QnABot), integrated with Microsoft Azure Entra ID access controls, Principal launched an intelligent self-service solution rooted in generative AI. This data includes manuals, communications, documents, and other content across various systems like SharePoint, OneNote, and the company’s intranet.

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Generative AI AWS Groups Artificial Inteligence 113

AWS Machine Learning - AI

DECEMBER 24, 2024

To simplify infrastructure setup and accelerate distributed training, AWS introduced Amazon SageMaker HyperPod in late 2023. In this blog post, we showcase how you can perform efficient supervised fine tuning for a Meta Llama 3 model using PEFT on AWS Trainium with SageMaker HyperPod. You can also customize your distributed training.

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AWS Artificial Inteligence Generative AI Training 106

AWS Machine Learning - AI

DECEMBER 11, 2024

Earlier this year, we published the first in a series of posts about how AWS is transforming our seller and customer journeys using generative AI. Field Advisor serves four primary use cases: AWS-specific knowledge search With Amazon Q Business, weve made internal data sources as well as public AWS content available in Field Advisors index.

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AWS Generative AI Technical Review Artificial Inteligence 107

CIO

FEBRUARY 11, 2025

Technology leaders in the financial services sector constantly struggle with the daily challenges of balancing cost, performance, and security the constant demand for high availability means that even a minor system outage could lead to significant financial and reputational losses. Architecture complexity. Legacy infrastructure.

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CIO

DECEMBER 3, 2024

Generally speaking, a healthy application and data architecture is at the heart of successful modernisation. Only three employees were left to maintain the IT system and run the company’s core processes at the time. IBM and Amazon Web Services (AWS) have partnered up to make this easier. Learn more about NTT DATA and Edge AI

Industry 183

Industry AWS Banking Agile 183

AWS Machine Learning - AI

MAY 2, 2025

David Copland, from QARC, and Scott Harding, a person living with aphasia, used AWS services to develop WordFinder, a mobile, cloud-based solution that helps individuals with aphasia increase their independence through the use of AWS generative AI technology. The following diagram illustrates the solution architecture on AWS.

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AWS Machine Learning - AI

MARCH 20, 2025

Companies of all sizes face mounting pressure to operate efficiently as they manage growing volumes of data, systems, and customer interactions. Users can access these AI capabilities through their organizations single sign-on (SSO), collaborate with team members, and refine AI applications without needing AWS Management Console access.

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Generative AI Systems Review System Lambda 115

AWS Machine Learning - AI

MAY 1, 2025

Organizations implementing agents and agent-based systems often experience challenges such as implementing multiple tools, function calling, and orchestrating the workflows of the tool calling. We will deep dive into the MCP architecture later in this post.

Artificial Inteligence 114

Artificial Inteligence AWS Architecture Generative AI 114

Hacker Earth Developers Blog

APRIL 16, 2025

Today, when code is produced quickly through AI, the true value lies in designing, refining, and optimizing systems. Our role now goes beyond writing code; we must also ensure that our systems remain efficient and reliable. AI-generated code can sometimes be verbose or lack the architectural discipline required for complex systems.

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Software Architecture System Design System Architecture 130

AWS Machine Learning - AI

APRIL 1, 2025

AWS App Studio is a generative AI-powered service that uses natural language to build business applications, empowering a new set of builders to create applications in minutes. App Studio customers, including both enterprises and system integrators, have shared the need for portability and reusability across App Studio instances.

AWS 101

AWS Software Review Technical Review Generative AI 101

CIO

DECEMBER 11, 2024

Organizations must decide on their hosting provider, whether it be an on-prem setup, cloud solutions like AWS, GCP, Azure or specialized data platform providers such as Snowflake and Databricks. Not my original quote, but a cardinal sin of cloud-native data architecture is copying data from one location to another.

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Data Technical Review Software Review Weak Development Team 167

CIO

DECEMBER 30, 2024

Smaller models, on the other hand, are more tailored, allowing businesses to create AI systems that are precise, efficient, robust, and built around their unique needs, he adds. Reasoning also helps us use AI as more of a decision support system, he adds. Multi-agent systems Sure, AI agents are interesting.

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Fractional CTO Software Development CTO Coach Architecture 212

CIO

FEBRUARY 4, 2025

Capital One built Cloud Custodian initially to address the issue of dev/test systems left running with little utilization. The result was a compromised availability architecture. Architects must combine functional requirements with multiple other long-term requirements to build sustainable systems. Long-term value creation.

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Sustainability Technical Review Architecture Fractional CTO 156

AWS Machine Learning - AI

APRIL 1, 2025

AI agents extend large language models (LLMs) by interacting with external systems, executing complex workflows, and maintaining contextual awareness across operations. Through this architecture, MCP enables users to build more powerful, context-aware AI agents that can seamlessly access the information and tools they need.

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Generative AI AWS Artificial Inteligence Software Review 134

AWS Machine Learning - AI

APRIL 29, 2025

Red teaming , an adversarial exploit simulation of a system used to identify vulnerabilities that might be exploited by a bad actor, is a crucial component of this effort. In this post, we explore how AWS services can be seamlessly integrated with open source tools to help establish a robust red teaming mechanism within your organization.

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Generative AI Weak Development Team AWS Artificial Inteligence 73

CIO

NOVEMBER 26, 2024

Legacy systems and technical debt Barrier: Legacy systems, often deeply embedded in an organization’s operations, pose a significant challenge to IT modernization. These outdated systems are not only costly to maintain but also hinder the integration of new technologies, agility, and business value delivery.

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Weak Development Team Compliance Culture Budget 183

CIO

APRIL 15, 2025

Merchants had to navigate complex toll systems imposed by regional rulers, much as cloud providers impose egress fees that make it costly to move data between platforms. However, as companies expand their operations and adopt multi-cloud architectures, they are faced with an invisible but powerful challenge: Data gravity.

Strategy 164

Strategy Cloud Data Technical Review 164

AWS Machine Learning - AI

NOVEMBER 1, 2024

Organizations can now label all Amazon Bedrock models with AWS cost allocation tags , aligning usage to specific organizational taxonomies such as cost centers, business units, and applications. To address these challenges, Amazon Bedrock has launched a capability that organization can use to tag on-demand models and monitor associated costs.

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Generative AI AWS Artificial Inteligence Budget 141

TechCrunch

MARCH 9, 2022

As organizations continue to build out their digital architecture, a new category of enterprise software has emerged to help them manage that process. “Enterprise architecture today is very much about the scaffolding in the organization,” he said.

Architecture 246

Architecture Enterprise Network Organization 246

CIO

DECEMBER 9, 2024

Generally speaking, a healthy application and data architecture is at the heart of successful modernisation. Only three employees were left to maintain the IT system and run the companys core processes at the time. IBM and Amazon Web Services (AWS) have partnered up to make this easier. Learn more about NTT DATA and Edge AI

Industry 147

Industry Banking AWS Agile 147

AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

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Scalability Lambda Generative AI AWS 128

AWS Machine Learning - AI

MARCH 14, 2025

Organizations across industries struggle with automating repetitive tasks that span multiple applications and systems of record. Rather than build custom integrations for each system, developers can now create agents that perceive and interact with existing interfaces in a managed, secure way.

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AWS Generative AI Linux Groups 134

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. Monitoring – Monitors system performance and user activity to maintain operational reliability and efficiency.

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Knowledge Base Generative AI Technical Review Lambda 107

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.

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Cloud Strategy Architecture Policies 147

AWS Machine Learning - AI

APRIL 10, 2025

Training a frontier model is highly compute-intensive, requiring a distributed system of hundreds, or thousands, of accelerated instances running for several weeks or months to complete a single job. Larger clusters, more failures, smaller MTBF As cluster size increases, the entropy of the system increases, resulting in a lower MTBF.

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Training Artificial Inteligence Hardware Systems Review 112

AWS Machine Learning - AI

OCTOBER 16, 2024

This post shows how DPG Media introduced AI-powered processes using Amazon Bedrock and Amazon Transcribe into its video publication pipelines in just 4 weeks, as an evolution towards more automated annotation systems. Video data analysis with AI wasn’t required for generating detailed, accurate, and high-quality metadata.

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Media Video Artificial Inteligence Generative AI 117

AWS Machine Learning - AI

MARCH 13, 2025

This post will discuss agentic AI driven architecture and ways of implementing. Alternatively, asynchronous choreography follows an event-driven pattern where agents operate autonomously, triggered by events or state changes in the system.

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Artificial Inteligence Lambda Travel Generative AI 94

CIO

NOVEMBER 23, 2022

Enterprise architecture definition Enterprise architecture (EA) is the practice of analyzing, designing, planning, and implementing enterprise analysis to successfully execute on business strategies. It can also help businesses navigate complex IT structures or to make IT more accessible to other business units.

Architecture 193

Architecture Enterprise Agile Artificial Inteligence 193

AWS Machine Learning - AI

MARCH 3, 2025

Hybrid architecture with AWS Local Zones To minimize the impact of network latency on TTFT for users regardless of their locations, a hybrid architecture can be implemented by extending AWS services from commercial Regions to edge locations closer to end users. Next, create a subnet inside each Local Zone.

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AWS Artificial Inteligence Technical Review Systems Review 79

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. We provide practical examples for both SCP modifications and AWS Control Tower implementations.

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Artificial Inteligence AWS Technical Review Policies 117

AWS Machine Learning - AI

JANUARY 13, 2025

Amazon Q Business as a web experience makes AWS best practices readily accessible, providing cloud-centered recommendations quickly and making it straightforward to access AWS service functions, limits, and implementations. MuleSoft from Salesforce provides the Anypoint platform that gives IT the tools to automate everything.

Generative AI 105

Generative AI AWS Innovation Knowledge Base 105

CIO

MAY 1, 2025

For Marc, the certification is not just a compliance checkboxits an affirmation of Cranes commitment to structured, scalable, and resilient systems. You cant eliminate all risk, he says, but you can mitigate itor at least increase visibilityacross systems, processes, and people.

Innovation 120

Innovation Enterprise WAN Backup 120

AWS Machine Learning - AI

APRIL 30, 2025

This advancement makes sophisticated agent architectures more accessible and economically viable across a broader range of applications and scales of deployment. We recommend referring to the Submit a model distillation job in Amazon Bedrock in the official AWS documentation for the most up-to-date and comprehensive information.

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Artificial Inteligence Generative AI AWS Training 112

AWS Machine Learning - AI

NOVEMBER 6, 2024

Prerequisites Before you dive into the integration process, make sure you have the following prerequisites in place: AWS account – You’ll need an AWS account to access and use Amazon Bedrock. You can interact with Amazon Bedrock using AWS SDKs available in Python, Java, Node.js, and more.

Software Review 119

Software Review Artificial Inteligence Generative AI AWS 119

CIO

MARCH 20, 2025

Built on top of EXLerate.AI, EXLs AI orchestration platform, and Amazon Web Services (AWS), Code Harbor eliminates redundant code and optimizes performance, reducing manual assessment, conversion and testing effort by 60% to 80%. The EXLerate.AI With the right expertise and data, AI can drive meaningful transformation across industries.

Artificial Inteligence 139

Artificial Inteligence Enterprise Insurance Artificial Intelligence 139

AWS Machine Learning - AI

APRIL 10, 2025

Solution overview To evaluate the effectiveness of RAG compared to model customization, we designed a comprehensive testing framework using a set of AWS-specific questions. The following diagram illustrates the solution architecture. At the time of writing, Amazon Nova model fine-tuning is exclusively available in us-east-1.

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Case Study Artificial Inteligence Study Generative AI 122

AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times.

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Generative AI Video Engineering Artificial Inteligence 111