Welcome!

Wearables Authors: Elizabeth White, Liz McMillan, Yeshim Deniz, Pat Romanski, Zakia Bouachraoui

Related Topics: Artificial Intelligence, @CloudExpo, SDN Journal, @ThingsExpo

Artificial Intelligence: Article

AI-Defined Infrastructure: AiDI | @CloudExpo @ReneBuest #AI #ML #SDI #AiDI

Because it’s not just about software anymore

Software-defined infrastructure (SDI) is one of the most popular and ongoing trends within data centers and cloud environments leading to better infrastructure flexibility by developing the infrastructure based on scripts respectively source code. However, SDIs are becoming more and more just a means to an end since automation, sophisticated algorithms and thus intelligent systems are leading to an Artificial Intelligence defined Infrastructure (AI-defined Infrastructure - AiDI).

SDI is not dead but only a means to an end
An SDI abstracts the software from the hardware layer. Thus, the intelligence is not implemented into the hardware components anymore and has been moved into a software stack. Based on software and a high degree of automation, an SDI is designed to build and control an infrastructure mostly without human interaction.

Typical SDI environments, e.g., cloud infrastructure, are built by developing scripts or source code. The software includes all the necessary commands to configure an entire infrastructure environment, including the applications and services running on top. An SDI-based infrastructure works independent from a certain hardware environment. Thus, a complete infrastructure can be exchanged by software - regardless of the underlying hardware components. One reason why SDIs are the fundamental foundation of today's cloud infrastructure environments.

However, an SDI is everything but intelligent. It is based on static source code including hard coded commands for taking certain actions automatically.

Understanding the AI-Defined Infrastructure (AiDI)
A software-defined infrastructure is an important concept for building and running dynamic IT environments. However, an SDI is limited to the static source code as well as the skillset of the responsible developer respectively administrator who is writing the scripts/ code for the environment. Furthermore, a SDI is only dynamic to a certain level since it is not able to understand or learn the own environment it is operating.

An Artificial Intelligence defined Infrastructure (AI-defined Infrastructure - AiDI) enhances a SDI with the necessary sophisticated algorithms, machine learning and artificial intelligence - fueling the SDI with intelligence. An AiDI allows a SDI to build and run self-learning respectively self-healing infrastructure environments. Thus, without human interaction AI-defined IT infrastructure environments are capable of:

  • Deploying the necessary resources depending on the workload requirements as well as de-allocating the resources when they are not needed anymore.
  • Constantly analyzing the ever-changing behavior and status of every single infrastructure component and thus understanding itself.
  • Reacting or proactively acting based on the status of single infrastructure components by autonomously taking actions and thus leading the entire infrastructure into an error-free status.

An AI-defined Infrastructure cannot be compared with classic automation software, which typically works with predefined scripts. An AI-defined Infrastructure utilizes a company's existing knowledge executing it automatically and independently. However, like every new born organism an AI-defined Infrastructure needs to be trained but afterwards can work autonomously. Thus, based on the learned knowledge, disturbances can be solved - even proactively for not expected events by connecting appropriate incidents from the past. Therefore, an AI-defined Infrastructure monitors and analyzes all responding components in real-time to identify and solve a problem based on its existing knowledge. The more incidents are solved the bigger the infrastructure knowledge gets. The core of an AI-defined Infrastructure is a knowledge-based architecture that can analyze incidents and changes and autonomously develop strategies to solve an issue.

Furthermore, an AI-defined Infrastructure embraces communities to:

  • Consume the knowledge from external experts to become more intelligent.
  • Connect with other AI-defined Infrastructure environments to link, combine and share their knowledge base.
  • Constantly expand the knowledge pool.
  • Optimize the knowledge.

All in all, an AI-defined Infrastructure is an intelligent system that - initially fueled with external knowledge - can learn and make decisions autonomously without human interaction.

The AiDI is only a single piece of the entire AI-defined enterprise stack
An AI-defined Infrastructure is an essential part of today's IT operations building the foundation for the AI-enabled enterprise. However, first and foremost it enables IT departments changing the infrastructure behavior from a today's semi-dynamic to a true real-time IT environment.

This autonomous way of planning, building, running and maintaining the entire infrastructure let IT operations and developers deploy IT resources like server, storage, network, databases and other ready services in the most efficient way - by using the knowledge of more than just one expert but the entire IT operations team. Furthermore, IT operations are being transformed from pure consumers of resources to orchestrators respectively managers of a completely automated and intelligent IT stack. The very foundation of an end-to-end AI-ready enterprise.

More Stories By Rene Buest

Rene Buest is Director of Market Research & Technology Evangelism at Arago. Prior to that he was Senior Analyst and Cloud Practice Lead at Crisp Research, Principal Analyst at New Age Disruption and member of the worldwide Gigaom Research Analyst Network. At this time he was considered a top cloud computing analyst in Germany and one of the worldwide top analysts in this area. In addition, he was one of the world’s top cloud computing influencers and belongs to the top 100 cloud computing experts on Twitter and Google+. Since the mid-90s he is focused on the strategic use of information technology in businesses and the IT impact on our society as well as disruptive technologies.

Rene Buest is the author of numerous professional technology articles. He regularly writes for well-known IT publications like Computerwoche, CIO Magazin, LANline as well as Silicon.de and is cited in German and international media – including New York Times, Forbes Magazin, Handelsblatt, Frankfurter Allgemeine Zeitung, Wirtschaftswoche, Computerwoche, CIO, Manager Magazin and Harvard Business Manager. Furthermore he is speaker and participant of experts rounds. He is founder of CloudUser.de and writes about cloud computing, IT infrastructure, technologies, management and strategies. He holds a diploma in computer engineering from the Hochschule Bremen (Dipl.-Informatiker (FH)) as well as a M.Sc. in IT-Management and Information Systems from the FHDW Paderborn.

IoT & Smart Cities Stories
SYS-CON Events announced today that DatacenterDynamics has been named “Media Sponsor” of SYS-CON's 18th International Cloud Expo, which will take place on June 7–9, 2016, at the Javits Center in New York City, NY. DatacenterDynamics is a brand of DCD Group, a global B2B media and publishing company that develops products to help senior professionals in the world's most ICT dependent organizations make risk-based infrastructure and capacity decisions.
DXWorldEXPO LLC announced today that All in Mobile, a mobile app development company from Poland, will exhibit at the 22nd International CloudEXPO | DXWorldEXPO. All In Mobile is a mobile app development company from Poland. Since 2014, they maintain passion for developing mobile applications for enterprises and startups worldwide.
Nicolas Fierro is CEO of MIMIR Blockchain Solutions. He is a programmer, technologist, and operations dev who has worked with Ethereum and blockchain since 2014. His knowledge in blockchain dates to when he performed dev ops services to the Ethereum Foundation as one the privileged few developers to work with the original core team in Switzerland.
Cloud-enabled transformation has evolved from cost saving measure to business innovation strategy -- one that combines the cloud with cognitive capabilities to drive market disruption. Learn how you can achieve the insight and agility you need to gain a competitive advantage. Industry-acclaimed CTO and cloud expert, Shankar Kalyana presents. Only the most exceptional IBMers are appointed with the rare distinction of IBM Fellow, the highest technical honor in the company. Shankar has also receive...
DXWorldEXPO LLC announced today that ICOHOLDER named "Media Sponsor" of Miami Blockchain Event by FinTechEXPO. ICOHOLDER gives detailed information and help the community to invest in the trusty projects. Miami Blockchain Event by FinTechEXPO has opened its Call for Papers. The two-day event will present 20 top Blockchain experts. All speaking inquiries which covers the following information can be submitted by email to [email protected] Miami Blockchain Event by FinTechEXPOalso offers sp...
Headquartered in Plainsboro, NJ, Synametrics Technologies has provided IT professionals and computer systems developers since 1997. Based on the success of their initial product offerings (WinSQL and DeltaCopy), the company continues to create and hone innovative products that help its customers get more from their computer applications, databases and infrastructure. To date, over one million users around the world have chosen Synametrics solutions to help power their accelerated business or per...
DXWordEXPO New York 2018, colocated with CloudEXPO New York 2018 will be held November 11-13, 2018, in New York City and will bring together Cloud Computing, FinTech and Blockchain, Digital Transformation, Big Data, Internet of Things, DevOps, AI, Machine Learning and WebRTC to one location.
@DevOpsSummit at Cloud Expo, taking place November 12-13 in New York City, NY, is co-located with 22nd international CloudEXPO | first international DXWorldEXPO and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. The widespread success of cloud computing is driving the DevOps revolution in enterprise IT. Now as never before, development teams must communicate and collaborate in a dynamic, 24/7/365 environment. There is no time t...
When talking IoT we often focus on the devices, the sensors, the hardware itself. The new smart appliances, the new smart or self-driving cars (which are amalgamations of many ‘things'). When we are looking at the world of IoT, we should take a step back, look at the big picture. What value are these devices providing. IoT is not about the devices, its about the data consumed and generated. The devices are tools, mechanisms, conduits. This paper discusses the considerations when dealing with the...
Charles Araujo is an industry analyst, internationally recognized authority on the Digital Enterprise and author of The Quantum Age of IT: Why Everything You Know About IT is About to Change. As Principal Analyst with Intellyx, he writes, speaks and advises organizations on how to navigate through this time of disruption. He is also the founder of The Institute for Digital Transformation and a sought after keynote speaker. He has been a regular contributor to both InformationWeek and CIO Insight...