Approaches to Broadband-Based Economic Development at the broadband conference 2018

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CCG Gateway to the Feasibility Charrette Process

This document introduces a broadband feasibility charrette conference that will help community leaders and consultants jumpstart broadband planning. The conference uses new models like community surveys, GIS mapping, finance models, and best practices. It will inform attendees about technology choices to maximize community benefits. The agenda includes introductions to fiber networks, wireless networks, broadband planning, and ownership models. Time is allotted for questions and discussion to help communities explore broadband options.

2020 Broadband County Profiles

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Figuring out Community Return on Public Investment in Broadband

This document outlines how to quantify the potential return on investment (ROI) of improved broadband access in a community. It provides steps to: 1) Calculate the current and potential economic value to the community based on the number of served vs unserved households and estimated $1,850 annual benefits per household; 2) Estimate the current and potential increase in total home values from improved broadband access based on median home value and estimated 3% increase; and 3) Compare the results to other communities to assess broadband access goals and progress over time. The document also provides a bonus equation to estimate potential government revenue and health care cost savings from the community benefits.

Finley Engineering Broadband Planning

This document discusses the requirements for conducting a feasibility study for a broadband project. It explains that a feasibility study should gather data on the current broadband market, providers, and quality of service. It should also assess community interest and the types of business structures, funding options, and costs that could be involved. Conducting a thorough feasibility study that evaluates multiple technology, design, funding, and partnership options provides the best chance of a successful broadband network project. Experience in feasibility studies is important for finding the right solution.

Mn rural broadband coalition presentation

The Minnesota Rural Broadband Coalition was formed in 2015 to advocate for improved broadband access across rural Minnesota. It now includes over 80 member organizations from industries like healthcare, education, and agriculture. In 2018, the Coalition lobbied the state legislature to fund the Border-to-Border Broadband Development Grant Program with $51.48 million but only received $15 million, which was then vetoed. Looking ahead to 2019, the Coalition will continue advocating for stable, long-term funding to achieve Minnesota's broadband speed goals and help close the digital divide for unserved and underserved rural areas.

Broadband in Southeast MN 2021 survey

This document summarizes responses from counties, cities, and townships in southeast Minnesota about broadband access and issues in their areas. Availability of service is lacking in many rural areas. Even where service exists, functionality is often insufficient for tasks like remote work and schooling due to slow speeds and unreliable connections. Respondents cited high costs, challenging terrain, and low population density as barriers to improving or expanding service. Most rely on internet providers to make upgrades but have limited ability to influence them. Funding sources for improvements include grants, ARPA funds, and partnerships between jurisdictions and providers. Addressing equity of access and affordability were also raised as ongoing issues.

This document discusses broadband initiatives in Chisago County, Minnesota. It provides statistics from a 2016 county-wide broadband survey showing high demand for improved broadband services. It then details two recent successful broadband projects in Sunrise and Fish Lake Townships that expanded high-speed internet access. Both projects were public-private partnerships between the townships, CenturyLink as the internet provider, and funding from a Minnesota Border to Border Broadband Development Grant, which provided around 40-45% of the total project costs. The document concludes by emphasizing the need to continue these partnership models to expand broadband to other areas in the county.

SMIF Regional Broadband Forum: Le Sueur Count Broadband Initative

The Le Sueur County broadband initiative started in April 2018 at a regional broadband summit. Since then, the county has received various grants and funding totaling over $5.5 million to expand broadband access through fiber, fixed wireless, and other technologies. This includes a Blandin grant of $1.8 million and $3.7 million from the CARES Act. Most townships also contributed funds. The funding is being used to support economic development for local businesses by improving technology access and training, as well as projects for telemedicine, virtual communities, and a county-wide website. Conversations continue on further expanding broadband access when additional funding sources are identified.

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The rural areas of Shropshire and Herefordshire have connectivity problems due to their sparse populations and remote locations. Incumbent providers favor more profitable urban areas, leaving many rural communities with poor broadband and mobile coverage. The Herefordshire Community Networks CIC is addressing this issue by building fiber networks in hard to reach rural communities like Dewsall/Callow. Through a combination of community shares and public funding, they are able to install fiber networks at a lower cost than incumbent providers and achieve higher subscriber rates. Their model demonstrates that with local champions and alternative funding approaches, world-class connectivity can be achieved even in remote rural areas.

Tools for Broadband Investment 4.24.14

Utah Broadband Project

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Copenhagen_Consensus

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Three Rivers Rural Broadband Report

Robert Hiett

Rural Policy Towards 2020 - Audrey Roy (DEFRA RCPU)

Provider Partnership Strategies

This document outlines various partnership strategies for expanding broadband access in Minnesota. It describes partnerships between: 1) small and large internet providers and local governments like counties, townships, and economic development regions; 2) businesses contributing funds to connect their areas; and 3) tribes partnering with providers and federal agencies. Examples of successful partnerships providing broadband to unserved areas are provided. The document encourages organizing communities to identify interested areas and providers, demonstrating demand, and contributing funds to support applications for state broadband development grants.

MN Broadband regional meeting in west central

The document summarizes Minnesota's broadband development timeline and policies from 2008 to the present. It outlines the state's statutory broadband goals, the role of the Office of Broadband Development and task forces, broadband mapping, and the Border to Border broadband grant program. The grant program has provided broadband access to over 56,800 homes and businesses since 2014. Current federal funding opportunities and the potential impacts of infrastructure legislation are also mentioned.

Lucy Stevens - Green Growth Diagnostics for Africa

Lucy Stevens, Practical Action Presentation given at “Unlocking Investment in Africa’s Renewables: What are the Binding Constraints?” event, organised by the Institute of Development Studies and held on 19 January 2017 at the Wellcome Collection, London. For more information, please visit http://www.ids.ac.uk/events/unlocking-investment-in-africa-s-renewables-what-are-the-binding-constraints.

Update on MN Office of Broadband Development

Broadband Presentation for MN PUC

This document discusses broadband expansion goals in Minnesota. It outlines the state's goals that by 2022 all businesses and homes have access to broadband with minimum speeds of 25 Mbps download and 3 Mbps upload and by 2026 access to speeds of 100 Mbps download and 20 Mbps upload. As of 2021, 96.4% of unserved and 96.5% of underserved households were in rural areas. The document also lists challenges around supply shortages, workforce shortages, and affordability as well as inequities with some student populations still lacking internet access essential for learning.

Broadband 101 for Rural Connect Broadband Summer

Broadband 101 provides an overview of broadband trends, technologies, and the current state of broadband in South Central Minnesota. Key points include: (1) The FCC's definition of broadband has increased to 25/3 Mbps and mobile is not a substitute for fixed broadband. (2) Minnesota goals are 25/3 Mbps by 2022 and 100/20 Mbps by 2026. (3) Federal subsidies through programs like CAF II and ACAM are aimed at improving broadband but may not achieve statewide goals. (4) The region shows wide variations in connectivity and reliance on technologies like fixed wireless in rural areas.

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Barry Rawn - Green Growth Diagnostics for Africa

Barry Rawn, Brunel University Presentation given at “Unlocking Investment in Africa’s Renewables: What are the Binding Constraints?” event, organised by the Institute of Development Studies and held on 19 January 2017 at the Wellcome Collection, London. For more information, please visit http://www.ids.ac.uk/events/unlocking-investment-in-africa-s-renewables-what-are-the-binding-constraints.

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The document discusses rural connectivity initiatives in Malawi. It outlines several challenges to deploying networks in rural areas including sparse populations, long distances from urban centers, difficult terrain, lack of road and power infrastructure. The national ICT policy and Communications Act establish a legal framework and universal service fund to address these gaps. Other initiatives discussed include a national broadband strategy, public-private partnerships, infrastructure sharing between operators, and TV white space pilots to expand connectivity in rural schools and other areas. The conclusion emphasizes the need for collaborative efforts between telecom stakeholders and those in road and energy to support rural network deployment.

USF Group - Urbans Eligible

David Boggs

The Universal Service Fund provides discounts of up to 65% on telecommunication costs for eligible health care providers through programs like the Healthcare Connect Fund. This funding can now be accessed by non-rural providers through participation in consortiums. The USF Group specializes in assisting over 250 hospitals and 1,100 health care locations secure over $10 million in funding annually to reduce their telecom costs.

Dakota county commission broadband

IEA DSM Implementing Agreement (IA)

This document discusses broadband and fiber networks in Dakota County. It provides an overview of fiber installation methods and the percentage of households with broadband access. It explains that fiber networks have unlimited bandwidth potential and can meet growing demand. The county has several fiber network projects underway using a "dig once" approach. There are opportunities for multi-county collaboration. An institutional network could reduce costs and improve services for governments. A commercial network could attract businesses by providing high bandwidth and create revenue. A study found substantial existing fiber assets that could be enhanced through institutional and commercial networks. Next steps include forming a joint powers agreement between partner organizations to implement and promote the networks.

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Digital Terrestrial TV to drive solar power uptake in Africa.

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The imminent arrival of Digital Terrestrial TV (DTT) in Africa will have a significant impact on the drive for greater electrification in rural areas. The migration from analogue to 2nd generation of digital television broadcasting DVB-T2 is about to take place across the continent of Africa. There is a groundswell of interest in DTT as it will offer viewers substantially more terrestrial television channels than are currently available. The technology will help improve the picture and sound quality of broadcast programmes and also give viewers access to radio and a host of other value-add services. However, the major problem facing countries throughout Africa is the limited availability of electricity in remote settlements. The only viable option for rural households is renewable energy with new-generation, low-cost hybrid solar photovoltaic (PV) solutions being the preferred choice. After adopting solar systems there is a dramatic change in customer behaviour and expectations. African want more than just lights.

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Urjanet webinar-with-cox-enterprises-and-groom-energy

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Rural areas of Minnesota have significantly less access to broadband internet than urban areas, with 94.2% of unserved and 93.3% of underserved households being in rural locations. Rural communities tend to be older, poorer, and less educated compared to urban areas. There are three main challenges to broadband adoption in rural Minnesota: accessing devices, affording internet services due to high monthly fees, and developing digital literacy skills, with organizations trying to address the third leg of skills and support.

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This document discusses Riverwood Healthcare's digital solutions including their website, symptom checker, virtual visits, MyChart, wellness network, chat feature, pharmacy app, and specialty care digital outreach. It notes that the symptom checker had over 180 uses in January 2021. It also mentions that Riverwood has conducted over 6,000 virtual visits since March and has 4,764 active MyChart patients. Finally, it discusses their use of digital tools like Zoom, a calm app, and digital screening to support patients, visitors, and staff.

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This document summarizes the background and key arguments of a book analyzing federal and state policies regarding subsidization, deployment, and regulation of broadband in rural communities. The author is an Associate Professor who researched the topic through a policy analysis of over 10,000 pages of documents, 90 interviews, and site visits. The book argues that rural broadband policy is both incomplete and broken, failing to bring affordable, high-speed broadband to rural areas due to regulatory capture and prioritizing large internet providers. It also highlights some local success stories of communities connecting themselves with the help of cooperatives or local ISPs. The conclusions call for a national rural broadband plan, recognizing the importance of local broadband, and ensuring history does not repeat itself in

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Connected Minnesota is working to expand access to high-speed internet, distance learning, and supportive services across Minnesota. They have provided over $4.5 million in funding to 52 organizations across two rounds of funding in 2020 and 2021. $1.2 million was allocated specifically to Black-led and Indigenous-led organizations focused in the Twin Cities area. Connected Minnesota has also convened stakeholders through a Digital Equity Roundtable and uses a community-informed approach that centers decision making with communities and adapts solutions to their specific needs.

Surveys, Data and Stories to Inform Policy and Investment

This document summarizes broadband access surveys from four rural Minnesota communities. Over 2,600 surveys were completed, with 25% of respondents indicating they only have cellular internet or no internet access at all. The top reasons for lack of access were no services being offered at their location or prices being too high. Respondents said they would use better broadband for education, work, communication, and entertainment. Stories from residents provided personal accounts of struggles with slow, unreliable, or expensive existing services like satellite that don't support needs like work-from-home VPN access or uploading school assignments. Community leaders are encouraged to consider these resident experiences and priorities when making broadband policy and investment decisions.

Community approaches to broadband in Minnesota

Community-led broadband solutions can bring competition, lower prices, and faster internet speeds to underserved areas. They also create local jobs and support new businesses by involving stakeholders, using creative funding, and working with neighbors through grassroots and transparent efforts. Successful community broadband requires smart construction policies and cooperation across an array of groups.

Obd update on federal broabdand funding

The document provides information about funding from the American Rescue Plan Act (ARPA) Capital Projects Fund, including: 1. Minnesota is eligible to receive $70 million from the $10 billion Capital Projects Fund allocated for broadband infrastructure and digital connectivity technology projects. 2. The Commissioner of Employment and Economic Development must submit an application by September 30, 2021 to request $70 million for grants through Minnesota's Border-to-Border Broadband Development Program. 3. $35 million has been appropriated from the awarded funds for grants in fiscal years 2022 and 2023 through the Border-to-Border Broadband Development Program.

Broadband in se mn 2021 survey

This document summarizes responses from counties, cities, and townships in southeast Minnesota about broadband access and issues in their areas. Availability of service is a major concern, with many rural areas having little to no access. Even areas with coverage often have unreliable or insufficient service that does not meet needs like remote work and school. Respondents are working with local providers and using grants to improve access, but barriers like terrain and funding make expansion difficult. Overall, the survey finds widespread gaps in broadband access across the region that impact residents' lives.

Broadband 101 mn bb conf 2021

The document outlines the broadband development process from start to finish in a simplified manner. It begins with learning about the local broadband needs through community engagement. It then involves examining options like improving existing infrastructure or building new networks. Key steps include conducting feasibility studies, identifying potential partners, and negotiating deals. The goal is to improve broadband infrastructure and celebrate the achieved progress. The document also provides an overview of various broadband technologies like satellite, fixed wireless, and wired options like fiber and discusses their capabilities and limitations. It concludes with a panel discussion on local broadband projects.

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This document summarizes Minnesota's broadband development timeline and policies from 2008 to the present. It outlines the state's statutory broadband goals, the role of the Office of Broadband Development and task forces, broadband mapping, and the Border to Border broadband grant program. The grant program has provided broadband access to over 56,800 homes since 2014. Current federal funding opportunities through programs like RDOF, NTIA, and the American Rescue Plan Act are also discussed.

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The document summarizes Minnesota's broadband development timeline and policies from 2008 to the present. It outlines the state's statutory broadband goals, the role of the Office of Broadband Development and task forces, broadband mapping efforts, and the Border to Border broadband grant program. The grant program has provided broadband access to over 56,800 homes and businesses since 2014. Current federal funding opportunities through programs like the Infrastructure Investment and Jobs Act and the American Rescue Plan Act could provide additional funding to support Minnesota's broadband expansion efforts.

Chisago Lakes Community Broadband Survey

A survey of 762 respondents in the Chisago Lakes community found that 30% said the internet met their online school requirements most of the time while 16% said no. For working from home, 37% said the internet met their needs most of the time and 28% said no. Regarding running a business, 56% said it did not apply while 21% said no and 18% said most of the time. Respondents rated internet reliability as 33% poor and 31% fair, and rated speed as 34% fair and 29% poor.

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This document summarizes broadband and technology-related projects and initiatives in Le Sueur County from June 2020 to December 2020. It discusses funds received from the CARES Act and Blandin Foundation that supported broadband planning, infrastructure expansion, WiFi hotspots, and device purchases. It also outlines next steps around partnership opportunities, federal funding applications, and continued stakeholder engagement to further broadband capacity goals.

Otter Tail County MN: Blandin strut your stuff 4 22-21

This document summarizes discussions at an April 2021 meeting of the Blandin Broadband Communities Strut Your Stuff Tour in Otter Tail County, Minnesota. Representatives from local organizations presented several current and planned projects to expand broadband access and digital literacy. Projects included distributing 100 laptops and internet hotspots to residents impacted by COVID-19, outfitting public spaces with technology for remote work and learning, and providing free public Wi-Fi in several communities. Future plans discussed establishing virtual career fairs for youth, expanding coding education, and helping local businesses improve technology resilience. Challenges and next steps were also discussed.

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The COVID-19 pandemic led to a significant shift in where telehealth services are provided, from traditional locations like hospitals and clinics to patients' homes, schools, workplaces, and cars. This created early challenges in quickly training staff to provide telehealth and ensuring patients had the technology and bandwidth needed. Opportunities going forward include continuing to leverage telehealth's benefits shown during the pandemic, better supporting high-risk groups like elders through virtual care, and using consumer devices and remote monitoring for chronic disease patients. The document collects stories of telehealth experiences and outlines the work of the gpTRAC organization.

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Leonard Jayamohan, Partner & Generative AI Lead, Deloitte This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.

Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...

SOFTTECHHUB

The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing. One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.

Alt. GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using ...

James Anderson

Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management. The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM). Speakers: Bob Boule Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle. Gopinath Rebala Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.

Video Streaming: Then, Now, and in the Future

Alpen-Adria-Universität

In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.

20240609 QFM020 Irresponsible AI Reading List May 2024

Matthew Sinclair

Data structures and Algorithms in Python.pdf

TIPNGVN2

Large Language Model (LLM) and it’s Geospatial Applications

Rohit Gautam

20240607 QFM018 Elixir Reading List May 2024

Matthew Sinclair

Securing your Kubernetes cluster_ a step-by-step guide to success !

KatiaHIMEUR1

Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster. However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks. In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.

Building RAG with self-deployed Milvus vector database and Snowpark Container...

Zilliz

Uni Systems Copilot event_05062024_C.Vlachos.pdf

Uni Systems S.M.S.A.

GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024

20 Comprehensive Checklist of Designing and Developing a Website

Pixlogix Infotech

Dive into the world of Website Designing and Developing with Pixlogix! Looking to create a stunning online presence? Look no further! Our comprehensive checklist covers everything you need to know to craft a website that stands out. From user-friendly design to seamless functionality, we've got you covered. Don't miss out on this invaluable resource! Check out our checklist now at Pixlogix and start your journey towards a captivating online presence today.

Microsoft - Power Platform_G.Aspiotis.pdf

Uni Systems S.M.S.A.

GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...

Sudheer Mechineni, Head of Application Frameworks, Standard Chartered Bank Discover how Standard Chartered Bank harnessed the power of Neo4j to transform complex data access challenges into a dynamic, scalable graph database solution. This keynote will cover their journey from initial adoption to deploying a fully automated, enterprise-grade causal cluster, highlighting key strategies for modelling organisational changes and ensuring robust disaster recovery. Learn how these innovations have not only enhanced Standard Chartered Bank’s data infrastructure but also positioned them as pioneers in the banking sector’s adoption of graph technology.

UiPath Test Automation using UiPath Test Suite series, part 6

DianaGray10

Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI. UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities. Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes. What will you get from this session? 1. Insights into integrating generative AI. 2. Understanding how this integration enhances test automation within the UiPath platform 3. Practical demonstrations 4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath Topics covered: What is generative AI Test Automation with generative AI and Open AI. UiPath integration with generative AI Speaker: Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP

Pushing the limits of ePRTC: 100ns holdover for 100 days

Adtran

Artificial Intelligence for XMLDevelopment

Octavian Nadolu

In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject. We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup. Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved. The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring. The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise. By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.

GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...