AI is now widespread, and companies are starting to look at the real-world impact of machine learning. In this special episode of the Utilizing AI podcast, the three hosts look forward to AI in 2022 and revisit some of our guest questions from season three. First, we turn to the specific markets and verticals served by AI applications. We feel that datasets and models will increasingly be focused on specific business uses instead of being general-purpose tools. Next, we consider how the AI industry is increasingly concerned about ethics, bias, and privacy of data. Industry leaders like Timnit Gebru and Cynthia Rudin are showing how important social responsibility is to artificial intelligence. Finally, we turn to the continuing progress seen in AI technology. New methodologies, larger models, and increasingly critical real-time applications are transforming the technology, and ML hardware and instructions are everywhere from mobile devices to the datacenter and the cloud…

Together we conquered many challenges, won impossible battles in the vendor industry and created a unique security practice. He has an interesting set of talents of being an engineer, innovator, and a thought leader, but never mixes any of these roles. That is what makes him successful as a leader. “Never be comfortable” is what Chris would tell me, which is what pushed me to do my first tech talk. I now have dozens behind me within some of the largest conferences known in the security vendor industry. Chris is nothing short of supernatural.

Leo Cruz, Myriad360

I’ve never met anyone who worked as hard as he did at learning and absorbing new skills and technologies and then applying them to his work. He’s a very fast learner and an asset to anyone who has the fortune to work with him.

Kaelyn Bowman, Virtella Communications

Chris is one of the sharpest minds you will be lucky to come across, whether in a personal or professional setting. His ability to cut through the noise and see the relevant elements and data in any situation is remarkable. 

Chris is intensely focused, dedicated, and capable. He absorbs and synthesizes data quickly, finds the leverage points, focuses on what matters, and delivers results. Any high-performing team will get a boost from engaging with Chris.

Andy Fisher, Myriad360

Chris is very knowledgeable, is always willing to explain and discuss, and is great at pulling together everyone’s input and moving things forward. Working with him has been a great experience.

Lisa Ruby, Motorola

I enjoy working with him on a professional and personal level.

Diane Turley, tw telecom

Chris is one of the most brilliant technologists and charismatic speakers I’ve met in a long time. He’s an absolute creative, has a mind focused on solutions, and is driven by a deep belief in what he does. He’s both an inspirational leader and great colleague. I’d work with Chris again any day of the week.

Lia Kiessling, Internet Society

Chris is highly technical and has excellent organizational and follow up skills. I assigned Chris several initiatives while assigned to my team and his performance was exceptional. He is self motivated and has extensive technical knowledge.

Ray Whinery, Time Warner Telecom

Chris has the talent to completely embrace and encompass a technology and from that drive results. It is obvious that Chris enjoys sharing his knowledge base and ideas with others. It was a pleasure working with Chris.

John McQueen, Broadcom

We hired Chris with high expectations. He quickly proved to be a good choice as he grasped new concepts exceptionally well and showed an aggressive personal learning regimen, surpassing his peers. I would highly recommend Chris in his future endeavors.

Ryan Privette, Virtela Technology Services Incorporated

I have worked with Chris on several projects over the years. His leadership, cooperation, and execution skills are first class. Chris looks at the big picture, identifies necessary actions, builds a plan, and gets the project done

Richard Jimmerson, ARIN

Chris is one of the most professional individuals I have ever worked with. His dedication to the success of our organization was paramount. I always relied on him to engage in intricate troubles knowing they would receive appropriate attention and follow through. Chris is an immediate asset to any organization and is most certainly.

Jim Meslovich, CenturyLink Business for Enterprise

Chris is a superior problem-solver with great people skills and ability to ask the really hard questions. A team player who is engaged and approachable, I expect Chris will have significant impact in the tech industry.

Deb Gerring, CableLabs

Chris is technically creative, hard working, and extraordinarily effective at working with both internal and external technical expert communities. A pleasure to have had on the team at CableLabs. I fully expect him to significantly move his organization and the industry.

Tom Lookabaugh, CableLabs

We appreciated his work ethics and clarity of thought. His mind was always on the “next step” and kept us all on our toes.

Ed Partch, American Tech Support

Chris is a consummate professional. Motivated, expressive, talented in everything he attempts. His skills in making things happen for the better are top notch.

Mark Woodworth, CableLabs

Chris is objective, strategically insightful, sharp and on top of his game. He’s a great collaborator who is willing to change his approach mid stream or whenever, to accommodate others. He’s a very dedicated professional with strong personal leadership qualities as well as being open and willing to inspire and empower others.

Duangthip Chomprang, Internet Society

Chris is a focused individual, willing to go the extra mile to help customers, and do the job correctly. He is a great teacher, and a smart man.

Tyson Schaetzle, Tikkom Wire

Chris is a really hard working person. Very smart technically & could handle issues very promptly. Was very nice working with him.

Nirali Desai, Virtela Technology Services Incorporated

It was a pleasure to work with Chris. Chris possesses very detailed technical knowledge and solid experience, but never lost sight of his strategic and business goals when using that knowledge and experience.

Graham McKinley, Overture Networks

In a wireless organization the network your products operate on needs to be reliable, dependable and operating at top efficiency. Chris made sure that was a reality. Chris was a leader in the day to day operation of our network, on initiating improvement designs for the future and helping out the other departments to close performance gaps. There was never a problem to hard to solve, a solution he was not willing to seek out or a cutting edge idea he hadn’t already researched.

Wayne Gibson, WavMax

Chris was an excellent coach, mentor and problem solver. Chris consistently possesses a “can do” attitude while taking on more and more responsibility and taking the time to fully understand, upskill and learn as required for success. Chris is very organized and patient. He is proactive in identifying and addressing risks and issues that could erstwhile derail hard-earned successes. Chris’ list of talents and intangibles is long, but never a surprise once you get the opportunity to work with him.

Scott Perricone, Myriad360

He would always be available as a sounding board for complex issues and provided me with amazing insight on long term planning and ways to scale up teams and business processes.

Alex Tief, Myriad360

Chris consistently generates and delivers on new and creative ideas both within the guided bounds of a project or team goal as well as when left unbounded and allowed to explore. In addition Chris is a great team player willing to help whenever asked. Chris is also a competent and organized leader with great communication skills capable of managing projects from inception to completion.

Joey Padden, CableLabs

His intelligence and wit are only outshone by his friendly and helpful nature. Working with Chris is always a pleasure and a smashing success.

Susan Forsman, tw telecom

Chris is a great asset to any company. His dedication and drive for results makes him a consistent high achiever.

Henry Yu, tw telecom

Chris Grundemann was among the most energetic and competent members of our Council throughout his time as an elected member. I found(find) Chris a most thoughtful man who brought insight and experience to the role, but was also always a genuine and professional member exerting leadership with tact and good humor. I think highly of Chris both as a technical professional and community leader, but also as a trusted friend.

Bill Darte, ARIN Advisory Council

Chris is an exceptionally energetic individual, a talented thinker