CIO

DECEMBER 11, 2024

Not my original quote, but a cardinal sin of cloud-native data architecture is copying data from one location to another. Without this setup, there is a risk of building models that are too slow to respond to customers, exhibit training-serving skew over time and potentially harm customers due to lack of production model monitoring.

Data 167

Data Technical Review Software Review Weak Development Team 167

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. To convert the source document excerpt into ground truth, we provide a base LLM prompt template.

Generative AI 75

Generative AI Systems Review Software Review Artificial Inteligence 75

CIO

JANUARY 8, 2025

This involves the integration of digital technologies into its planning and operations like adopting cloud computing to sustain and scale infrastructure seamlessly, using AI to improve user experience through natural language communication, enhancing data analytics for data-driven decision making and building closed-loop automated systems using IoT.

Culture 167

Culture Innovation Technical Review Leadership 167

Luis Goncalves

APRIL 11, 2025

While launching a startup is difficult, successfully scaling requires an entirely different skillset, strategy framework, and operational systems. This isn’t merely about hiring more salespeopleit’s about creating scalable systems efficiently converting prospects into customers. What Does Scaling a Startup Really Mean?

Weak Development Team 165

Weak Development Team Technical Review Sustainability Systems Review 165

AWS Machine Learning - AI

NOVEMBER 15, 2024

Principal wanted to use existing internal FAQs, documentation, and unstructured data and build an intelligent chatbot that could provide quick access to the right information for different roles. This allowed fine-tuned management of user access to content and systems.

Generative AI 113

Generative AI AWS Groups Artificial Inteligence 113

Xebia

APRIL 1, 2025

Generative AI like GitHub Copilot can help to put these foundations in place and works really well for those kind of supporting system. The rest of the time is spend on preparations, discussions, architectural work, documentation, etc. Use what works for your application.

Software Review 130

Software Review Technical Review Systems Review Generative AI 130

AWS Machine Learning - AI

JANUARY 13, 2025

Manually reviewing and processing this information can be a challenging and time-consuming task, with a margin for potential errors. This is where intelligent document processing (IDP), coupled with the power of generative AI , emerges as a game-changing solution.

Education 102

Education Report Technical Review Generative AI 102

AWS Machine Learning - AI

NOVEMBER 19, 2024

Organizations possess extensive repositories of digital documents and data that may remain underutilized due to their unstructured and dispersed nature. Solution overview This section outlines the architecture designed for an email support system using generative AI.

Knowledge Base 99

Knowledge Base Generative AI Technical Review Lambda 99

AWS Machine Learning - AI

APRIL 9, 2025

For example, consider a text summarization AI assistant intended for academic research and literature review. For instance, consider an AI-driven legal document analysis system designed for businesses of varying sizes, offering two primary subscription tiers: Basic and Pro. This is illustrated in the following figure.

Artificial Inteligence 122

Artificial Inteligence Generative AI AWS Applications 122

AWS Machine Learning - AI

MARCH 18, 2025

Audio-to-text translation The recorded audio is processed through an advanced speech recognition (ASR) system, which converts the audio into text transcripts. Data integration and reporting The extracted insights and recommendations are integrated into the relevant clinical trial management systems, EHRs, and reporting mechanisms.

Artificial Inteligence 109

Artificial Inteligence Technical Review Healthcare Systems Review 109

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 104

Generative AI Applications Technical Review Software Review 104

AWS Machine Learning - AI

OCTOBER 17, 2024

During re:Invent 2023, we launched AWS HealthScribe , a HIPAA eligible service that empowers healthcare software vendors to build their clinical applications to use speech recognition and generative AI to automatically create preliminary clinician documentation. Speaker role identification (clinician or patient).

AWS 108

AWS Artificial Inteligence Generative AI Machine Learning 108

The Crazy Programmer

APRIL 6, 2021

The architecture of pdflayer is built using the combination of various powerful PDF rendering engines. This makes the platform most productive, reliable, and cost-effective for developers to process a large number of documents in a shorter span of time. Here’s a catch! What makes pdflayer discernible from other APIs?

Software Review 162

Software Review Technical Review Systems Review Development 162

CIO

APRIL 15, 2025

CIO s Isaac Sacolick outlines seven types of tech debt that could cripple your business , including data debt, open source dependency debt, and architectural debt. Inadequate documentation: If poorly documented, even well-written code will cost your team and their successors wasted time and effort down the line.

Technical Advisors 113

Technical Advisors Technical Review Weak Development Team Software Review 113

AWS Machine Learning - AI

DECEMBER 11, 2024

In the same spirit of using generative AI to equip our sales teams to most effectively meet customer needs, this post reviews how weve delivered an internally-facing conversational sales assistant using Amazon Q Business. The following screenshot shows an example of an interaction with Field Advisor.

AWS 99

AWS Generative AI Technical Review Artificial Inteligence 99

AWS Machine Learning - AI

MARCH 20, 2025

Today, were excited to announce the general availability of Amazon Bedrock Data Automation , a powerful, fully managed feature within Amazon Bedrock that automate the generation of useful insights from unstructured multimodal content such as documents, images, audio, and video for your AI-powered applications. billion in 2025 to USD 66.68

Data 111

Data Generative AI Artificial Inteligence Compliance 111

AWS Machine Learning - AI

FEBRUARY 6, 2024

A key part of the submission process is authoring regulatory documents like the Common Technical Document (CTD), a comprehensive standard formatted document for submitting applications, amendments, supplements, and reports to the FDA. The tedious process of compiling hundreds of documents is also prone to errors.

Generative AI 127

Generative AI AWS Lambda Technical Review 127

AWS Machine Learning - AI

JANUARY 22, 2025

Security teams in highly regulated industries like financial services often employ Privileged Access Management (PAM) systems to secure, manage, and monitor the use of privileged access across their critical IT infrastructure. However, the capturing of keystrokes into a log is not always an option.

Generative AI 108

Generative AI Video Analysis Technical Review 108

CIO

AUGUST 21, 2024

Intrusion detection/prevention systems (IDS/IPS) can detect when an intruder succeeds in breaching those systems, while application security tools prevent unauthorized access to specific apps. Such measures are indicators of a company that takes cloud security seriously and invests in reducing risk for clients.

Systems Review 187

Systems Review Strategy Cloud Authentication 187

AWS Machine Learning - AI

JANUARY 13, 2025

Enterprises provide their developers, engineers, and architects with a range of knowledge bases and documents, such as usage guides, wikis, and tools. This includes integrating data and systems and automating workflows and processes, and the creation of incredible digital experiencesall on a single, user-friendly platform.

Generative AI 101

Generative AI AWS Innovation Knowledge Base 101

TechCrunch

MARCH 30, 2022

If teams don’t do their due diligence, they risk omitting from design documents important mechanical equipment, like exhaust fans and valves, for example, or failing to size electrical circuits appropriately for loads. But the field of architecture is notoriously slow to adopt new processes.

Technical Review 237

Technical Review Real Estate Construction Software Review 237

Xebia

AUGUST 3, 2021

Should the team not be able to make all of these architectural decisions by themselves? Gone are the days of making well-thought documents who are reviewed and tested by colleagues in the organization. Organizing architecture guided by two perspectives. As a starter, we see architecture as a function.

Architecture 130

Architecture Organization Technical Review Software Review 130

Netflix Tech

MARCH 10, 2020

We had an interesting challenge on our hands: we needed to build the core of our app from scratch, but we also needed data that existed in many different systems. Leveraging Hexagonal Architecture We needed to support the ability to swap data sources without impacting business logic , so we knew we needed to keep them decoupled.

Architecture 138

Architecture Transportation Microservices Testing 138

CIO

JANUARY 1, 2025

You have to make decisions on your systems as early as possible, and not go down the route of paralysis by analysis, he says. Every three years, Koletzki reviews his strategy, and in 2018 decided it was time to move to the cloud. A GECAS Oracle ERP system was upgraded and now runs in Azure, managed by a third-party Oracle partner.

Strategy 152

Strategy Azure Technical Review Systems Review 152

AWS Machine Learning - AI

APRIL 10, 2025

On the Configure data source page, provide the following information: Specify the Amazon S3 location of the documents. On the Review and create page, review the settings and choose Create Knowledge Base. The following diagram illustrates the solution architecture. Under Knowledge Bases, choose Create. Choose Next.

Case Study 115

Case Study Artificial Inteligence Study Generative AI 115

Xebia

SEPTEMBER 14, 2021

Should the team not be able to make all of these architectural decisions by themselves? Gone are the days of making well-thought documents who are reviewed and tested by colleagues in the organization. Organizing architecture guided by two perspectives. As a starter, we see architecture as a function.

Architecture 130

Architecture Organization Technical Review Software Review 130

AWS Machine Learning - AI

FEBRUARY 11, 2025

Amazon Q Business , a new generative AI-powered assistant, can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in an enterprises systems. Large-scale data ingestion is crucial for applications such as document analysis, summarization, research, and knowledge management.

Knowledge Base 90

Knowledge Base Lambda Enterprise AWS 90

AWS Machine Learning - AI

NOVEMBER 20, 2024

By narrowing down the search space to the most relevant documents or chunks, metadata filtering reduces noise and irrelevant information, enabling the LLM to focus on the most relevant content. This approach narrows down the search space to the most relevant documents or passages, reducing noise and irrelevant information.

Artificial Inteligence 114

Artificial Inteligence Applications Knowledge Base Generative AI 114

Tenable

NOVEMBER 29, 2024

1 - Best practices for secure AI system deployment Looking for tips on how to roll out AI systems securely and responsibly? The guide “ Deploying AI Systems Securely ” has concrete recommendations for organizations setting up and operating AI systems on-premises or in private cloud environments. and the U.S. and the U.S.

Artificial Inteligence 75

Artificial Inteligence Research Generative AI Technical Review 75

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

CIO

SEPTEMBER 17, 2024

CIOs often have a love-hate relationship with enterprise architecture. In the State of Enterprise Architecture 2023 , only 26% of respondents fully agreed that their enterprise architecture practice delivered strategic benefits, including improved agility, innovation opportunities, improved customer experiences, and faster time to market.

Agile 218

Agile Enterprise CTO Coach Technical Review 218

AWS Machine Learning - AI

AUGUST 22, 2024

Verisk’s Discovery Navigator product is a leading medical record review platform designed for property and casualty claims professionals, with applications to any industry that manages large volumes of medical records. This allows reviewers to access necessary information in minutes, compared to the hours spent doing this manually.

Generative AI 110

Generative AI Technical Review Software Review Systems Review 110

Altexsoft

MAY 29, 2020

So, developers often build bridges – Application Programming Interfaces – to have one system get access to the information or functionality of another. These specifications make up the API architecture. Over time, different API architectural styles have been released. Tight coupling to the underlying system.

Architecture 142

Architecture Microservices Systems Review Weak Development Team 142

CIO

FEBRUARY 18, 2025

Assessment : Deciphers and documents the business logic, dependencies and functionality of legacy code. Governance: Maps data flows, dependencies, and transformations across different systems. Auto-corrects errors iteratively, flagging only critical issues for human review.

Software Review 78

Software Review Artificial Inteligence Government Data 78

AWS Machine Learning - AI

DECEMBER 6, 2023

Such data often lacks the specialized knowledge contained in internal documents available in modern businesses, which is typically needed to get accurate answers in domains such as pharmaceutical research, financial investigation, and customer support. In Part 1, we review the RAG design pattern and its limitations on analytical questions.

Artificial Inteligence 124

Artificial Inteligence Analytics Knowledge Base Lambda 124

AWS Machine Learning - AI

APRIL 1, 2025

Accelerate building on AWS What if your AI assistant could instantly access deep AWS knowledge, understanding every AWS service, best practice, and architectural pattern? Skip hours of documentation research and immediately access ready-to-use patterns for complex services such as Amazon Bedrock Knowledge Bases.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

AWS Machine Learning - AI

OCTOBER 29, 2024

This post guides you through implementing a queue management system that automatically monitors available job slots and submits new jobs as slots become available. Solution overview The solution presented in this post uses batch inference in Amazon Bedrock to process many requests efficiently using the following solution architecture.

Scalability 121

Scalability Lambda Generative AI AWS 121