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    Over The Edge

    Over The Edge is a podcast about edge computing and those in the industry who are creating the future of the internet. On the show we talk to corporate leaders, open-source experts, technologists, journalists, analysts, and the community at large, to discuss technological innovations, trends, practical applications, business models, and the occasional far-flung theory. Over the Edge is brought to you by the generous sponsorship of Dell Technologies.
    enCaspian Studios77 Episodes

    Episodes (77)

    Vector Databases in the AI Tech Stack with Dr. Vivien Dollinger, CEO at ObjectBox

    Vector Databases in the AI Tech Stack with Dr. Vivien Dollinger, CEO at ObjectBox

    Why are vector databases important at the edge? In this episode, Bill sits down with Dr. Vivien Dollinger, CEO at ObjectBox, to discuss the growing significance of vector databases in the AI tech stack and how this will impact the future of edge computing. They dive into the future of edge AI data management and why more data isn’t yet stored at the edge.

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    Key Quotes:

    “Vector databases are an essential piece of the AI tech stack and will become even more so.”

    “We will see more infrastructure software for edge computing coming up to empower the market to really make the edge as easy as the cloud.”

    “I believe there will be more data staying in the edges, residing in edges, than on the cloud. But this is going to take time.”

    “This whole terminology around edge computing and edge is not doing edge computing a favor.”

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    Timestamps: 
    (06:54) What are vector databases? (excel ata similarity search)

    (11:30) What makes it an edge vector database?

    (16:43) Data sync and future of data management at the edge 

    (20:05) What are people doing with the data 

    (24:30) connections between edge computing and sustainability

    (28:30) The future of edge AI data management

    (36:00) What’s exciting about edge over the next couple of years?

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

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    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko.

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    Links:

    Follow Bill on LinkedIn

    Connect with Dr. Vivien Dollinger on LinkedIn

    Where Multi-Cloud and Edge Intersect with Jeff DeVerter, Chief Technology Evangelist at Rackspace Technology

    Where Multi-Cloud and Edge Intersect with Jeff DeVerter, Chief Technology Evangelist at Rackspace Technology

    Where do multi-cloud and edge intersect?  What is the dividing line between them? In this episode, Bill sits down with Jeff DeVerter, Chief Technology Evangelist at Rackspace Technology, to dive into relationships between edge, multi-cloud, managed hosting, and colos. They discuss the never-ending decisions that have to be made regarding where to host data.

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    Key Quotes:

    “I don't like thinking about things from the angle of how can I save money? What I do like on the fin-up side, is how do I ensure that every dollar, every peso, every euro I'm going to spend on technology is going to drive meaningful business outcomes?”

    “What excites me about the future of edge computing? First of all, because it is a first class citizen today and not a buzzword. That one gets me excited, that it is a core component of most enterprise architectures these days and a first-class citizen there.” 

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    Timestamps: 
    (01:00) How Jeff got started in tech

    (06:43) The lin between edge, cloud, and colos

    (12:43) IT has to understand the business side 

    (14:51) Views on multi-cloud
    (26:36) Managed hosting at Rackspace 
    (28:12) Navigating egress fees

    (32:08) Is moving to the cloud the riskiest thing a company will do? 

    (38:08) Do customers care about edge as a term? 

    (41:20) What excites Jeff about the future of the edge?

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

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    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko.

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    Links:

    Follow Bill on LinkedIn

    Connect with Jeff DeVerter on LinkedIn

    Digitizing Our Cities with John Lockhart, Lead Sustainability Technologist, Global Digital Cities at Dell

    Digitizing Our Cities with John Lockhart, Lead Sustainability Technologist, Global Digital Cities at Dell

    How will edge technologies and AI shape the future of our cities? In this episode, Bill sits down with John Lockhart, Lead Sustainability Technologist, Global Digital Cities at Dell, to discuss all things digital cities. They dive into how city leaders can approach digital transformation and tackle the problems in their cities, and discuss digital twins and the impact of AI. 
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    Key Quotes:

    “What's happening at the edge from an IOT perspective, as well as what's happening in the data center, they're able to really drive insights from the value they're gaining at the edge. And then that in turn delivers on the outcomes that leaders are providing their, whether it's constituents from a city perspective or whether it's shareholders from an enterprise perspective."

    “Cities have really been dealing with a lot of different technology challenges as they come across a problem over the past 30, 40 years, they'll apply a solution that solves a particular problem. But that's really like putting a band-aid, rather than trying to find the root cause and see how they can drive different results.”

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    Show Timestamps:

    (01:05) How John got started in tech 

    (03:26) Applied IOT in digital cities 

    (05:46) What makes a smart city smart? 

    (08:56) Where can city leaders begin?

    (10:23) What obstacles do city leaders face? 

    (13:53) John’s work at the live lab incubator 

    (16:48) How do cities decide what problems to tackle? 

    (20:45) Greenfield versus brownfield

    (26:31) Digital twins in cities 

    (29:57) Understanding ROI in digital cities 

    (38:42) How will AI change our cities? 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

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    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with John Lockhart on LinkedIn

    Artificial Intelligence and Gen AI in Smart Cities, white paper by John Lockhart

    Space: The Ultimate Edge Use Case with Elizebeth Varghese, Partner / Principal, Space Economy Acceleration Leader at Deloitte

    Space: The Ultimate Edge Use Case with Elizebeth Varghese, Partner / Principal, Space Economy Acceleration Leader at Deloitte

    What is the future of edge computing in the space age? In this episode, Bill sits down with Elizebeth Varghese, Partner / Principal, Space Economy Acceleration Leader at Deloitte to discuss her work on bitcoin and the spacefaring economy, and how it relates to the future of edge computing. They dive into space as the ultimate edge computing use case and how space technologies will change society.

    Key Quotes:

    “In combining that aspect of edge computing and the blockchain aspect, you can manage digital identities. Individuals can have control and self sovereign control over their individual identities because they can control what's shared, they can control how it's shared, and that's not something that they need to rely on a third party.”

    “Lots of IT folk are going to have to understand the non-terrestrial aspect of data management... I think IT leaders and technologists are going to have to understand this intersection with data that gets piped from somewhere else.”

    “I'd expect edge computing to decentralize space data marketplace where users could buy and sell data directly from satellites.”

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    Show Timestamps:

    (01:15) Elizabeth’s work and background 

    (05:56) The human side of blockchain 

    (16:56) What is the space economy? 

    (20:16) Primary non-terrestrial use cases

    (23:30) Managing space-based data 

    (28:59) What comes next? 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

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    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with Elizebeth Varghese on LinkedIn

    DevRel and the Future of IT with Brad Maltz, Senior Director of the DevOps Portfolio and DevRel at Dell Technologies

    DevRel and the Future of IT with Brad Maltz, Senior Director of the DevOps Portfolio and DevRel at Dell Technologies

    What is the future of IT and how does it affect careers at the edge? In this episode, Bill sits down with Brad Maltz, Senior Director of the DevOps Portfolio and DevRel at Dell Technologies to discuss DevRel, EdgeOps and how IT can adapt to the momentum of edge technologies. They explore how people in IT should navigate their careers at this technology juncture, and whether the terms edge, cloud and data center will remain relevant.

    Key Quotes:

    “Do you truly need to designate that physical destination as an edge versus cloud versus data center? I don't think you do.”

    “The DevOps movement is well positioned to help the edge going forward.”

    “DevOps to me is an operating model. It's all about IT technology-oriented folks needing to become more agile to partner and satisfy their end users.”

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    Show Timestamps:

    (01:10) How Brad got started in tech 

    (02:47) What is DevRel and why is it important? 

    (06:28) How should IT adapt to growth at the edge?

    (09:39) Who is IT at this point? 

    (12:24) How can IT prepare and stay relevant?

    (24:56) If Brad were starting in tech now, what would he focus on?

    (28:50) The role of platform engineering 

    (31:15) Will the terms data center, cloud and edge matter in the future?

    (37:43) What is Brad looking forward to in Devrel and IT?

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

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    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with Brad Maltz on LinkedIn

    Check out Brad’s DevOps Thought Leadership vlog and Webinar

    Brewing Beer at Scale with Adam Little, Senior Manager, Enterprise Security and Compliance at New Belgium Brewing

    Brewing Beer at Scale with Adam Little, Senior Manager, Enterprise Security and Compliance at New Belgium Brewing

    Once a boutique operation, New Belgium Brewing is now producing millions of barrels of beer. In this episode, Bill sits down with Adam Little, who has been with the company for nearly nine years and currently serves as Senior Manager, Enterprise Security and Compliance. They dive into how New Belgium has used edge technologies to scale their production to meet increasing demand and to improve their distribution processes.

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    Key Quotes:

    “As we've grown over the years, we said look, the only way we can do this is looking at the data and really using our power of IT to drive that business forward. How can we save time in the brewing process? How can we get a couple more cans off the line? How can we get a couple more cases out the door? Are we brewing the right things at the right time so that we're prepared for demand?”

    “One thing's for sure, if you never collect the data you can't make the right decision with it.”

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    Show Timestamps:

    (02:05) How technology supports beer production 

    (06:15) Scaling production through automation

    (07:03) What data do they collect, and how do they collect it? 

    (13:03) Using data to support distribution 

    (19:03) Increasing canning speed and capacity 

    (23:47) The process of automating 

    (26:37) Processing data and determining what to keep 

    (30:37) Identifying the business problem 

    (37:23) What is next for New Belgium? 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

    --------

    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with Adam Little on LinkedIn

    Learn more about what New Belgium Brewing is doing at the edge: Video, Case Study

    Deploying Visual AI at the Edge with Sridhar Sudarsan, CTO at SparkCognition

    Deploying Visual AI at the Edge with Sridhar Sudarsan, CTO at SparkCognition

    Visual AI at the edge is becoming increasingly ubiquitous, even reaching some traditionally lower tech sectors like gas station convenience stores. In this conversation, Bill sits down with Sridhar Sudarsan, the CTO at SparkCognition, to discuss their visual AI products and how they have been deployed at scale throughout gas stations and how they are using visual AI to enhance school safety. They dive into ethical considerations of visual AI at the edge and how SparkCognition thinks about operations in addition to model training.

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    Key Quotes:

    “These AI systems are really a tool that helps the human, who then helps the AI systems, who then helps the human. And we're constantly pushing the barrier to raise the bar.”

    “From an industry perspective, Murphy's Law continues to apply and I think we continue to find hardware getting less and less expensive, more processing happening at lower costs.”

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    Show Timestamps:

    (01:18) How did Sridhar get started in technology? 

    (02:16) Sridhar’s time at IBM

    (10:45) Visual AI use cases at gas stations 

    (18:13) Using existing camera infrastructure 

    (20:43) Developing an economic model to deploy edge AI

    (25:11) ROI calculator 

    (29:02) Privacy and visual AI in schools 

    (34:32) Training ethical AI 

    (40:46) Sridhar’s favorite deployments 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

    --------

    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with Sridhar Sudarsan on LinkedIn

    Generative AI at the Edge with Daniel Situnayake, Head of ML and Jenny Plunkett, Senior Developer Relations Engineer at Edge Impulse

    Generative AI at the Edge with Daniel Situnayake, Head of ML and Jenny Plunkett, Senior Developer Relations Engineer at Edge Impulse

    How is AI being used at the edge, and what possibilities does this create for businesses? In this episode, host Bill Pfeifer sits down with the co-authors of the book AI at the Edge, Jenny Plunkett, Senior Developer Relations Engineer and Daniel Situnayake, Head of ML at Edge Impulse. They discuss how to determine which problems can actually be addressed through AI at the edge, how to think about effective AI, and unexpected use cases in generative AI and synthetic data generation. Plus, they cover how AI can support data distillation efforts and how to build teams that can successfully navigate this landscape. 

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    Key Quotes:

    “We're going to be using generative AI to help us build a synthetic data set to train other AI models to deploy to edge devices.” - Jenny

    “One of the things that's really cool about synthetic data and using generative AI for that, is it potentially reduces the cost of training a model because instead of having to spend huge amounts of money labeling all this data, if you create the data yourself, you can have it implicitly be labeled.” - Dan 

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    Show Timestamps:

    (01:49) How did they get started in tech? 

    (03:14) What brought them to AI?

    (08:12) What brought them together to write their book?

    (13:26) Determining which problems can be addressed with AI at the edge

    (15:51) What possibilities does AI at the edge create for businesses? 

    (20:41) Synthetic data and generative AI 

    (24:15) Using AI for data distillation 

    (31:00) Building a skilled and interdisciplinary team 

    (39:30) AI’s transition from a career path to a tool 

    (43:06) Effective AI 

    (46:46) Edge / wildlife conservation case study 

    (49:37) What are they excited about moving forward? 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

    --------

    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with Jenny Plunkett on LinkedIn

    Connect with Daniel Situnayake on LinkedIn and Twitter

    Daniel’s substack

    IT and OT Convergence at the Edge with Jeroen Mackenbach, Engineering Technologist Edge Portfolio at Dell Technologies

    IT and OT Convergence at the Edge with Jeroen Mackenbach, Engineering Technologist Edge Portfolio at Dell Technologies

    What can IT learn from OT and vice versa? How are these two groups collaborating and where is it difficult for them to see eye-to-eye? In this episode, Bill sits down with Jeroen Mackenbach, Engineering Technologist for the Edge Portfolio at Dell Technologies, who has extensive experience on both the IT and OT side, and who has been writing and speaking about the ways the two groups can relate to one another to work together. They dive into the various perspectives each group brings and how this will influence the edge.

    Key Quotes:

    “What I see is that OT and IT, they aren't getting along because there's a lot of very different areas that they're interested in. It's a tough equation.” 

    “OT is doing a lot of innovation to make sure that they can actually utilize all of those resources in a deterministic way. And we now need IT to actually adopt it to make sure that we have the capabilities to actually run these virtualized workloads.

    “It's a lot of interaction between the OT and the IT world, which is happening. And that allows us to also do a lot of innovation, together with these partners which is a good thing because we're making a lot of progress there.”

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    Show Timestamps:

    (01:20) How Jeroen got started in technology 

    (02:37) Why did he move into IT?

    (04:55) IT versus OT

    (06:20) How can we remove friction between IT and OT?

    (10:41) Tech cycles in IT, OT and at the edge 

    (13:03) Why Jeroen wrote a blog about IT and OT  

    (15:55) Is automation at the edge bringing IT and OT closer together?

    (19:12) Operating at an IT scale with OT level security 

    (21:40) SCADA networks and security 

    (28:07) Collaboration between both ways of thinking

    (34:13) What IT and OT learn from each other 

    (40:00) What is Jeroen focused on next? 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

    --------

    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with Jeroen on LinkedIn

    Hear more from Jeroen: 

    The Three Waves of Computer Vision with Wayne Arvidson, Global Director, Market Development & Strategy at Dell Technologies

    The Three Waves of Computer Vision with Wayne Arvidson, Global Director, Market Development & Strategy at Dell Technologies

    How has computer vision evolved and what is its potential at the edge? In this conversation, Host Bill Pfeifer sits down with Wayne Arvidson, Global Director, Market Development & Strategy at Dell Technologies, to discuss in depth. They dive into five key themes in computer vision use cases, discussing personnel and facility safety, operational efficiency, personal experience, sustainability and revenue enhancement. They also consider whether we will have data marts down the road, and the role of generative AI. 

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    Key Quotes:

    “The thing that people are looking for from computer vision, they're looking for real time situational awareness. Whether that's from a safety perspective, whether it's from an operations perspective, doesn't matter. And the only way to do that is it's got to sit at the edge. I've got to be ingesting it, processing it, managing it there at the edge. I've got to be where that physical world meets the digital world.”

    “There's a lot of information in there that's untapped. As we see the power of edge compute increase, as we see this federated approach to how we work with these edge-based solutions, we're going to start seeing a lot more integration of that information together.”

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    Show Timestamps:

    (01:10) How Wayne got started in technology 

    (04:51) Wayne’s experience through three technology inflections 

    (13:49) Wayne’s move into computer vision 

    (16:17) Defining computer vision 

    (18:00) Computer vision and the edge 

    (20:18) Five key themes in computer vision use cases 

    (20:30) Personnel and facility safety use cases

    (22:55) Personal experience use cases

    (24:13) Operational efficiency use cases 

    (26:20) Sustainability use cases 

    (27:32) Revenue enhancement use cases 

    (30:14) Making computer vision enhancing, instead of an invasion of privacy

    (35:10) Value in data that we may not have thought of yet 

    (38:36) Will we have a data mart? 

    (42:40) Generative AI and the edge 

    (45:23) The next five years 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

    --------

    Credits:

    Over the Edge is hosted by Bill Pfeifer, and was created by Matt Trifiro and Ian Faison. Executive producers are Matt Trifiro, Ian Faison, Jon Libbey and Kyle Rusca. The show producer is Erin Stenhouse. The audio engineer is Brian Thomas. Additional production support from Elisabeth Plutko and Eric Platenyk.

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    Links:

    Follow Bill on LinkedIn

    Connect with Wayne on LinkedIn

    Learn more from Wayne: 

    Seeing The Bigger Picture: Transforming Data Insights into Increased Profitability and Growth - Vlog

    Beyond the Platform: An Outcome Driven Computer Vision Strategy - Webinar

    Building Solutions for the Edge with Dan Cummins, Dell Technologies Fellow / VP Edge Computing

    Building Solutions for the Edge with Dan Cummins, Dell Technologies Fellow / VP Edge Computing

    This episode of Over the Edge features an interview between Bill Pfeifer and Dan Cummins, Dell Technologies Fellow / VP of Edge Computing. The two sit down to discuss the challenges and constraints at the edge, and the associated obstacles to building edge solutions. Dan dives into NativeEdge, a new edge operations software platform that centralizes deployment and management of edge infrastructure, sharing the thought process behind its creation.

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    Key Quotes:

    “Solving for the edge is really solving for distributed computing. And then you need to understand the constraints on each of those locations based on the vertical that you're in.”

    “The thing that most excites me is the ability to federate your processing at these edge locations, right? I mean, the only way the world is going to scale is by federating this processing where the data is being generated.”

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    Show Timestamps:

    (01:10) How Dan got started in technology 

    (03:19) Dan’s journey to Dell 

    (05:54) What prompted Dan’s move into edge technologies 

    (08:24) The evolution of the edge and the need for a horizontal platform 

    (17:53) Cloud-out versus edge-in 

    (21:18) The process of building NativeEdge 

    (25:58) The connection between edge and multicloud 

    (27:52) Challenges with orchestrating across the edge 

    (33:29) Challenges the edge still needs to evolve to address

    (36:17) Silicon diversity and hardware at the edge/core

    (39:10) Possibilities that Dan is excited about at the edge 

    (42:05) Edge’s impact on business and society 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting dell.com/edge for more information or click on the link in the show notes.

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    Links:

    Follow Bill Pfeifer on LinkedIn

    Connect with Dan Cummins on LinkedIn

    You can learn more about NativeEdge through these resources: NativeEdge website, NativeEdge Vlog and NativeEdge 

    webinar
     

    Transforming Railway Safety: AI-Powered Inspections with Jeff Necciai, CTO of Duos Technologies

    Transforming Railway Safety: AI-Powered Inspections with Jeff Necciai, CTO of Duos Technologies

    This episode of Over the Edge features an interview between Bill Pfeifer and Jeff Necciai, CTO of Duos Technologies. Bill and Jeff dive into how Duos’s railcar inspection portals collect and process data at the edge, then use AI to quickly detect defects. They discuss how this reduces dwell times when trains are sitting for repair and increases the safety of railway workers. They also cover the other transportation industries that Duos has their eyes on and the challenges they continue to work on in the railway industry.

    Key Quotes:

    “Our cornerstone product is the Railcar Inspection Portal, where we take 360 degree views of trains at track speed. And we provide the ability to do a remote visual inspection on those, a very detailed remote visual inspection, and we also provide AI around that to automatically detect defects and anomalies on those rail cars.”

    “When we're acquiring data from a train that's moving 125 miles an hour, we're capturing over 80 gigabytes of data per second.”

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    Show Timestamps:

    (01:15) Jeff’s journey and how he got to Duos Technologies

    (03:39) Overview of Duos Technologies

    (05:19) Collecting rail data at the edge 

    (07:21) What do they use the data for? 

    (08:46) How were railcars inspected before Duos’s technology? 

    (12:39) Benefits of remote inspection for the workers 

    (15:10) Can improving the rail industry reduce carbon footprint? 

    (17:57) Processing data at the edge railside 

    (20:23) What data is most valuable?

    (22:23) AI and using human-in-the-loop

    (25:13) Environmental challenges on the railways 

    (29:05) Applying this technology to cars and planes 

    (33:11) The excitement of the railcar engineers 

    (36:11) The speed challenge 

    (38:39) New tech that Jeff is excited about 

    (41:26) Sharing rail safety data with the industry 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/edge for more information or click on the link in the show notes.

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    Links:

    Follow Bill on LinkedIn

    Connect with Jeff Necciai on LinkedIn

    Duos Technologies Delivers Near Real-Time Defect Identification Automation

    Addressing Africa’s Data Center Deficit with Dr. Ayotunde Coker, CEO of Open Access Data Centres

    Addressing Africa’s Data Center Deficit with Dr. Ayotunde Coker, CEO of Open Access Data Centres

    This episode of Over the Edge features an interview between Bill Pfeifer and Dr. Ayotunde Coker, the CEO of Open Access Data Centres. Dr. Coker joined the company in June 2022 and has moved rapidly, deploying over 35 data centers across South Africa and Nigeria to address the data center deficit in Africa, accelerating the continent’s digital transformation. In this conversation, Dr. Coker discusses edge as a continuum, the opportunities in Africa and the impact of AI.

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    Key Quotes:

    “What's the edge? The edge is a continuum.”

    “The core essence of what we do is bringing this core, open, converged digital infrastructure together that actually is changing the narrative in Africa. It's bringing digital infrastructure penetration into the continent and transforming economies in the continent.”

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    Show Timestamps:

    (01:20) How did Dr. Coker get started in technology?

    (02:40) What brought Dr. Coker to Open Access Data  Centres

    (07:22) OADC’s edge data centers 

    (13:27) The edge as a continuum 

    (16:23) How OADC is investing in infrastructure in Africa 

    (19:48) The large market in Africa of the “young, content-rich demographic”

    (21:17) What are OADC's customers doing at the edge? 

    (28:14) Overcoming lack of power 

    (32:06) How OADC thinks about sustainability 

    (37:42) How is AI impacting their work?

    (46:28) What comes next for OADC?

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/SimplifyYourEdge for more information or click on the link in the show notes.

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    Links:

    Follow Bill on LinkedIn

    Connect with Dr. Coker on LinkedIn

    Reflecting on Over the Edge and The Future of the Show with Bill Pfeifer, Edge Portfolio Messaging and Thought Leadership Director at Dell Technologies

    Reflecting on Over the Edge and The Future of the Show with Bill Pfeifer, Edge Portfolio Messaging and Thought Leadership Director at Dell Technologies

    In this episode of Over the Edge, Matt Trifiro sits down with Bill Pfeifer, Edge Portfolio and Thought Leadership Director at Dell Technologies, to go over a special announcement. The two dive into the creation and history of the Over the Edge podcast, as well as the future of the show. Matt shares what he has learned so far on the show and some of his favorite episodes.

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    Key Quotes:

    “This is a huge technology swing, right? This is like cloud was 15 years ago, but we're still at the very opening acts of edge computing and what it's going to do to the world, the impact it's going to have.” - Bill Pfeifer 

    “It's fascinating the different points of view that you come across and the different perspectives. I know what my perspectives on edge are and they're changing all the time but it's a single perspective and everybody else has radically different perspectives on this.” - Bill Pfeifer

    “One of my favorite definitions of the edge, and I agree there are lots of them, is where the digital world meets the physical world, and I think there's some truth to that.” - Matt Trifiro 

    “My current fascination is artificial intelligence. And again, I'm coming at it from a perspective of sort of a naive user, right? It's like the tricorder. I see a future where every object in our lives, even the most mundane objects like coffee cups and sports coats might be connected to the internet or a network and might have either AI on board or be able to tap into AI that's delivered through a network.” - Matt Trifiro

    ---------

    Show Timestamps:

    (02:00) Announcement from Matt

    (02:47) Introduction to Bill Pfeifer

    (04:01) The different perspectives on edge 

    (13:43) Matt’s reasons for starting the show 

    (15:41) Edge topics that Bill is interested in 

    (24:15) Matt’s takeaways from the show up to this point 

    (28:05) Some of Matt’s favorite episodes 

    (34:43) What is Matt interested in moving forward? 

    (36:23) Edge questions that Matt still hasn’t gotten answers to 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/SimplifyYourEdge for more information or click on the link in the show notes.

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    Links:

    Follow Bill on LinkedIn

    Follow Matt on LinkedIn
     

    Referenced Past Episodes:

    Three Decades of Vision for Edge with Mahadev Satyanarayanan (Satya) of Carnegie Mellon University

    Stateful Computing, Continuous Intelligence, and Edge AI with Simon Crosby, CTO of SWIM.AI

    The Genesis of Edge Computing with Victor Bahl, Technical Fellow at Microsoft Research

    Solving the Fundamental Problems of the Cloud with Chetan Venkatesh, CEO & Co-founder of Macrometa

    The Future of Edge is Messier Than You Think with Dean Bubley, Founder of Disruptive Analysis

    Bringing American Manufacturing into the Fifth Industrial Revolution with Walker Reynolds, President and Solutions Architect of 4.0 Solutions

    How Standards Drive Adoption and Enable the Intelligent Edge with Alex Reznik, Distinguished Technologist at HPE and Chair of ETSI MEC

    Brewing Beer at the Edge with Matthew Steinberg, Co-Founder of Exhibit 'A' Brewing, and Pierluca Chiodelli,Vice President Engineering Technology & Edge Portfolio Product Management and Customer Operations, Dell Technologies

    Dell and Exhibit 'A', Continued with Matthew Steinberg, Co-Founder of Exhibit ‘A’ brewing, and Pierluca Chiodelli,Vice President Engineering Technology & Edge Portfolio Product Management and Customer Operations, Dell Technologies

    Building Faster and More Resilient Internet with Mike Conlow, Director of Network Strategy at Cloudflare

    Building Faster and More Resilient Internet with Mike Conlow, Director of Network Strategy at Cloudflare

    This episode of Over the Edge features an interview between Matt Trifiro and Mike Conlow, Director of Network Strategy at Cloudflare. Mike started his career in political technology and was the deputy CTO for Obama for America, later joining Cloudflare in 2021. Matt and Mike discuss the future of the internet, closing the digital divide, and the work that Mike is doing at Cloudlflare to build a faster, more resilient internet. They also get into why there is a lack of wired broadband competition and network security solutions.

    Key Quotes:

    “Once you have a very complete edge network globally, all of a sudden running that logic about what is attack traffic and what is not, we can deliver that in a very performant way from our edge network. And we don't need to have a whole bunch of very expensive, very, very fancy on-premise boxes doing that work. We can do it with computing power on our edge.”

    “We should make part of the story about 5G and about edge computing just the whole internet is going to get a lot faster to the point where it should feel mostly instantaneous.”

    “12 million people in the United States don't have access to adequate internet, meaning that they don't have a wire outside of their house or a wireless way to connect to really good internet.”

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    Show Timestamps:

    (02:00) How Mike got started in tech 

    (04:13) Mike’s current role at Cloudflare 

    (05:04) The range of services at Cloudflare 

    (07:36) Defining SASE

    (08:35) The Cloudflare network 

    (16:12) How Mike thinks about edge

    (25:00) The future of faster internet

    (30:00) The digital divide 

    (34:00) Why is there a lack of wired broadband competition?

    (39:00) What should we do to improve the internet?

    (44:43) Magic Transit and denial of service protection

    (47:41) What Mike is excited about in the future

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/SimplifyYourEdge for more information or click on the link in the show notes.

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    Links:

    Follow Matt on LinkedIn

    Connect with Mike on LinkedIn

    Connect with Mike on Twitter

    K3s and the Tiny Edge with Keith Basil, GM, Edge Business Unit at SUSE

    K3s and the Tiny Edge with Keith Basil, GM, Edge Business Unit at SUSE

    This episode of Over the Edge features an interview between Matt Trifiro and Keith Basil, GM, Edge Business Unit at SUSE. Keith is an expert in cloud compliance, Kubernetes, OpenStac, cloud, edge, and decentralized architectures, among other specialities. In this conversation, he and Matt discuss K3s, the tiny edge, and the impact that SUSE hopes to have at the edge. They dive into real world examples of how the edge is being used in retail and discuss other use cases that are driving demand for SUSE’s technologies.

    Key Quotes:

    “And then within that far edge location, we have what we call the tiny edge. And this is basically the industrial IOT space, right? Or the fourth industrial revolution is happening at the tiny edge space.”

    “We expect Kubernetes to be everywhere. We expect it to be fully commoditized.”

    “The industrial IoT space, we think, is gonna represent the most significant amount of growth for the edge ecosystem in total.”

    “In reality, distance doesn't really matter to us. I know some early people defined edge by latency, which I thought was a total fallacy.”

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    Show Timestamps:

    (02:10) How Basil got into technology 

    (03:11) How Basil moved into the industry 

    (04:37) Basil’s path into SUSE 

    (06:35) What is K3s?

    (07:25) How does K3s and other tech from SUSE help at the edge? 

    (09:19) How do Basil and SUSE think about the edge? 

    (09:43) The tiny edge

    (10:14) Near edge and far edge

    (11:47) The difference between on-premises and edge 

    (12:56) Real world retail example

    (13:28) Applications running at the edge at a retail store

    (14:58) Other use cases driving demand 

    (16:16) How are their customers navigating data center trends?

    (19:55) Where does Basil see SUSE going?

    (34:32) SUSE’s view towards open source 

    (39:17) Akri project

    (45:13) What would Basil like to change to accelerate progress at the edge? 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/SimplifyYourEdge for more information or click on the link in the show notes.

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    Links:

    Follow Matt on LinkedIn

    Connect with Basil on LinkedIn

    Information on Akri

    www.CaspianStudios.com

    New Possibilities at the Edge with Leonard Lee, Executive Analyst and Founder of neXt Curve

    New Possibilities at the Edge with Leonard Lee, Executive Analyst and Founder of neXt Curve

    This episode of Over the Edge features an interview between Matt Trifiro and Leonard Lee, Executive Analyst and Founder of neXt Curve, a global research advisory firm focused on emerging technology research. Leonard discusses how converging technologies are creating new opportunities at the edge and the interesting trends he is observing.  This conversation spans across edge versus on-premises, failed digital transformations, edge tech in retail, digital twins and more.

    Key Quotes:

    “As these cloud native technologies come closer or start to infiltrate the vast expense that is the edge, it's challenging everyone's assumption because you take the hyperscaler mindset, you try to apply it to the edge, it does not work. The edge is totally a different beast. And we're seeing that realization in the industry start to play out.”

    “The interesting stuff happening at the edge for retail is localizing the personalization, being able to close the loop on customer interactions. Now it sounds easy, but it’s not.”

    “So if you look at something like edge computing, the reason why it's exciting is because we're looking at a lot of the things that are happening on endpoint devices and how they're becoming more capable intersecting with cloud technologies, and it's creating a whole new realm of possibilities across what we call quote unquote, the edge.”

    “When we talk about edge computing and edge, what we're not talking about is the paradigm that has dominated our thinking for the last 15 years, which is you have a client at the edge and it's talking to a, and communicating and relying on, a central hyperscale data center.”

    “Modernization is a huge opportunity because if you can't modernize and you don't modernize, you can't really pull through a lot of these aspirational applications and visions that we have for these technologies.”

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    Show Timestamps:

    (02:19) How did Leonard get his start in technology? 

    (4:13) Leonard’s work as an analyst

    (5:22) What is Leonard looking at within edge technology?

    (8:54) The difference between edge and on-premises

    (15:13) What Leonard tells his clients to pay attention to

    (18:42) Cloud native technologies at the edge 

    (20:47) Digital transformation and modernization at the edge 

    (23:20) Can companies wait to modernize? 

    (25:59) Example of a failed digital transformation effort

    (29:54) Opportunities with edge in retail 

    (36:38) How will the digital twin evolve?

    (39:35) Looking to the future, what is Leonard excited about?

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/SimplifyYourEdge for more information or click on the link in the show notes.

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    Links:

    Follow Matt on LinkedIn

    Connect with Leonard on LinkedIn

    www.CaspianStudios.com

    Data and The Last Mile Problem with Jay Limbasiya, Global AI & Data Science Business Development Lead at Dell Technologies

    Data and The Last Mile Problem with Jay Limbasiya, Global AI & Data Science Business Development Lead at Dell Technologies

    This episode of Over the Edge features an interview between Matt Trifiro and Jay Limbasiya, Global AI & Data Science business Development Lead at Dell Technologies. With a background in the United States Intelligence Community, Jay specializes in AI, data science, analytics, and data management. 

    Matt and Jay discuss why we should care about the edge, the complexities of deciding where to treat data and the last mile problem. They also talk about the benefits of data lakehouses and the current debate around the dangers of AI. 

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    Key Quotes:

    “You can use this data maybe ten years down the road for something else, right? You can use it for a completely different type of use case you never even thought of. And that's why the data is so valuable. It's not so much the algorithm itself, it's can you capture this data and even save this data for maybe technology that hasn't even come out yet?”

    “It definitely doesn't make sense to me to completely say, Hey, the data's too large at the edge, so we're just not gonna consume it… that obviously doesn't make sense. I think there's a efficiency play out here as well. And that efficiency play is, obviously it costs money to store data, so let's make sure we store the right data.”

    “What's the value of the data that you're collecting and how can these pieces of data enhance the algorithm at the edge? Because even though you deploy something on the edge in order to refine it for future trends, maybe four years down the road, or three years down the road, you still need data to be able to kind of do that R and D work.”

    “The core is actually where you identify, is there data I'm missing? Is there something I haven't even collected?”

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    Show Timestamps:

    (02:30) Jay’s start in technology

    (07:01) Working in U.S. intelligence

    (09:00) Why we should care about edge?

    (13:26) How to make decisions about managing and treating data

    (18:45) The Last Mile Problem 

    (26:00) Data cleansing

    (29:00) Data analysis at the edge 

    (30:00) Training the models and pushing them towards the edge

    (35:14) Data lakehouses

    (44:42) Jay’s thoughts on the dangers of AI

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/SimplifyYourEdge for more information or click on the link in the show notes.

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    Links:

    Follow Matt Trifiro on Twitter: https://twitter.com/mtrifiro

    Follow Matt Trifiro on LinkedIn: http://linkedin.com/in/mtrifiro

    Connect with Jay Limbasiya on LinkedIn: https://www.linkedin.com/in/jaylimbasiya/

    www.CaspianStudios.com

    The Edge and Automated Agriculture with Keith Bradley, Vice President Information Technology at Nature Fresh Farms

    The Edge and Automated Agriculture with Keith Bradley, Vice President Information Technology at Nature Fresh Farms

    This episode of Over the Edge features an interview between Matt Trifiro and Keith Bradley, Vice President Information Technology at Nature Fresh Farms. 

    Keith is leveraging Edge technology in Nature Fresh Farm’s automated greenhouses. In these highly controlled environments, Keith’s team is able to monitor plant weight, growth, irrigation, nutrient absorption, and more. This allows them to automate systems that get plants what they need, exactly when they need it, to help increase their yield. In this conversation, Keith explains how this makes them resilient to changes in weather and climate, and outlines the many metrics they monitor during the planting and growing process. Keith also provides predictions on the increased focus on technology in agriculture, taking into account climate change, as well as land, water and food scarcity.

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    Key Quotes:

    “It's the exact opposite of farming how you usually think of it, where you've always got the farmers waiting on rain and hoping for more rain, or hoping for less rain. We basically control our environment top to bottom.”

    “We have to control everything, from how much nutrient the plant gets, how much light it gets, how much CO2 it gets, the biocontainment of it. We control and monitor every aspect of that plant's life.”

    “That's always been my goal is to eventually get to the point where now a grower isn't proactively doing something to the greenhouse, the AI is proactively telling them, this is what you should do.”

    “I find the more that we can do analyzing data at the edge, the better we get. It is when we're waiting for information to get from the edge to the core, to the cloud, and you're waiting for it to get up there to analyze it, that we missed that opportunity.” 

    “We don't get affected by weather change. The average weather goes up by a couple degrees, it doesn't affect us the same way as it does a field farmer. Drought doesn't affect us the same way. All those things just don't affect us. In about three or four more years, I can see it starting to get more of a highlight, and more of a ‘we need this and we need to focus on this.’”

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    Show Timestamps:

    (02:30) Keith’s start in technology

    (03:41) Inside Nature Fresh Farm’s greenhouses

    (07:19) Technology around the plants 

    (08:14) Automatic functions in the greenhouses

    (10:30) Data they collect and where it goes

    (12:59) Amount of data they collect 

    (14:00) Using data to improve business

    (16:25) Measuring taste factors

    (18:00) Empowering the growers to use data

    (20:36) Digital transformation in agriculture

    (21:47) Experiments in the greenhouses 

    (23:11) Tracking products after they leave the farm 

    (26:00) The edge and product consistency

    (28:41) Creating a unique taste as a competitive advantage 

    (30:48) IT and grower collaboration

    (32:00) Keith’s approach to edge and the cloud 

    (37:00) Keith’s technology wishlist 

    (40:00) Where Keith wants to see innovation in greenhouses

    (42:00) How far are we from a fully automated greenhouse?

    (43:54) Emerging importance of tech in agriculture 

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    Sponsor:

    Over the Edge is brought to you by Dell Technologies to unlock the potential of your infrastructure with edge solutions. From hardware and software to data and operations, across your entire multi-cloud environment, we’re here to help you simplify your edge so you can generate more value. Learn more by visiting DellTechnologies.com/SimplifyYourEdge for more information or click on the link in the show notes.

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    Links:

    To learn more about how Nature Fresh Farm’s is leveraging Edge technology, please visit: 

    Nature Fresh Farms / Dell Case Study: https://www.dell.com/en-us/dt/case-studies-customer-stories/index.htm#sort=%40desfirstpublishdate%20descending&numberOfResults=15&pdf-overlay=%2F%2Fwww.delltechnologies.com%2Fasset%2Fen-us%2Fsolutions%2Fbusiness-solutions%2Fcustomer-stories-case-studies%2Fnature-fresh-farms-cultivates-the-future-of-agriculture-at-the-edge.pdf

    Nature Fresh Farms / Dell Customer Stories Video: https://www.dell.com/en-us/dt/case-studies-customer-stories/index.htm#sort=%40desfirstpublishdate%20descending&numberOfResults=15&video-overlay=6311527828112

    Follow Matt on Twitter: https://twitter.com/mtrifiro

    Connect with Keith on LinkedIn: https://www.linkedin.com/in/keith-bradley-76105049/ 

    www.CaspianStudios.com

    Bringing American Manufacturing into the Fifth Industrial Revolution with Walker Reynolds, President and Solutions Architect of 4.0 Solutions

    Bringing American Manufacturing into the Fifth Industrial Revolution with Walker Reynolds, President and Solutions Architect of 4.0 Solutions

    This episode of Over the Edge features an interview between Matt Trifiro and Walker Reynolds, President and Solutions Architect of 4.0 Solutions. Walker’s mission is to save and create middle-class jobs by helping manufacturers become more efficient through successful digital transformation efforts. 

    Walker dives into the fourth and fifth industrial revolutions, and how he approaches digital transformation within an industry where many companies have fallen behind. He explains how 4.0 Solutions evaluates digital capabilities within their clients’ companies and what factors indicate that a company is capable of improving. This conversation gives insight into technology applications across the manufacturing plant floor and into the ways that Walker thinks the industry could solve its biggest problems.  
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    Key Quotes:

    “It is the convergence of artificial and human intelligence. That's what the fifth industrial revolution is. And when we talk about industry 5.0 or the fifth industrial revolution, that's what we're talking about. We're talking about being able to take the best person you have in your organization and put them on the biggest problem, no matter where in the world that biggest problem is.”

    “Do the people at the helm of your organization understand what digital transformation actually is?... Well, it's about unlocking potential on the plant floor to start. The smartest people in any manufacturing organization, they are the people who do the actual work on the plant floor.”

    “And what I realized was, holy cow, if you could unlock that potential in all these operators, you could solve the manufacturing exodus problem in the United States overnight. If you could suddenly be able to figure out how to tap into the operator's knowledge and enable them to solve the business's problems, you would solve manufacturing in the United States overnight. And that's what digital transformation does.”

    “If everyone in your organization can't recite from memory what the digital strategy is, you don't have one because every person in the organization is a node in an ecosystem. If they don't know how they're inter-operating in that ecosystem, well then you don't have a strategy. Or you didn't communicate it.”

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    Show Timestamps:

    2:36 Walker’s start in tech 

    6:45 Understanding industry 4.0 and 5.0 

    10:10 How advanced are most manufacturers in the U.S.? 

    11:21 The top digital manufacturer 

    14:44 How does Walker determine whether an organization can improve? 

    17:00 Solving the manufacturing exodus problem 

    20: 35 How Walker gets leadership buy-in?

    23:46 Intellic Integration and 4.0 Solutions 

    33:08 Factory floor examples / Kepware 

    39:12 Defining HMI, OPC, PLC

    41:45 IoT and the Internet in the industrial world

    44:40 The two steps of digital transformation

    46:30 Example of how data supports consumables 

    48:30 Factories leveraging cloud 

    54:00 Digital and human advantages to using data to react in real time 

    57:22 What is Amazon doing right? 

    61:04 Data centers as factories 

    1:02:02 Speeding up the revlitalization of the manufacturing industry 

    Over The Edge
    enMay 31, 2023