Is this the future of Data Centers?

Is this the future of Data Centers?

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what we have here is an emersion cooling situation  where we have a Cisco C220 uh UCS server and it's   operating at 100% utilization of those CPUs now  one of the interesting things we have here if   I could show this screen um is we have 100%  utilization of those CPUs and you can look at   these operating temperatures of here well below  uh ADC typically you see 80 to 90c. Hey everyone   it's David Bombal coming to you from Cisco live  with a very special guest Denise welcome. Thanks   wonderful to be here. Denise I got a surprise  for you so if you can turn that page over or   that paper over this is an article from the BBC  talking about how the UK wants to become a leader   in AI but which seems really surprising they may  not have enough water in the UK to power the AI   data centers I hear there's a real problem AI is  taking off data data centers are getting built   like mad yeah but power electricity if you like  uh water or problems how are we going to solve   this or has Cisco got a solution or you know  where are we going? Well I feel like this is   the quiz first of all and second of all uh we're  going to nail it because those are two things that   are near and dear you know we we've been at this  now with engineering sustainability office as sort   of a a formal function for about three years and  the premise has always been to integrate systems   um so that we can unlock more power efficiency  Energy Efficiency um the water shortage is is   something a little bit newer because depending  on the technology that's you know in to cool   data centers and what what AI has simply done is  put a spotlight on the issues that we've known for   so long and so we have been at this um we've been  at this for a while and I think there are very few   companies who are well positioned to bring all  of these different systems of systems together   and then create an ecosystem that actually is  efficient and sustainable and now there's pressure   before without the urgency or pressure it's hard  to make the case right for anything to change or   move how often are you completely redesigning a  Data Center and and yet um what do they say they   say uh necessity is the mother of all invention  yeah so here we are. Yeah it seems I mean I just   reading reading some articles from the IDC it says  here that Europe needs to spend like a trillion   to power AI so I mean there's it seems like AI is  going like this data center builds are going like   this yep we haven't got the power we haven't got  the water so how is sustainability helping this is   is it making the devices more efficient are you  doing some clever stuff or what's happening? So   let me let me walk you through um you know where  to start where customers what customers are facing   with today and then I'll tell you a little bit  a peak in the future of what's coming and art   are possible okay so first and foremost like the  principles of networking you can't fix what you   can't see so everything is about visibility so  we have spent the last you know handful of years   specifically unlocking standardization in energy  management um we've actually simplified it down to   five key metrics for energy measurement and we've  built that into the Telemetry across our entire   end to-end portfolio at the moment we have 13  controllers right Cisco is always on this mission   to simplify so so as we build towards Northstar  I'm sure that will get you know the number will   go down not up but at the moment we are in the  process of rolling out we have four of the 13   on the process of rolling out the rest and those  five Key Energy metrics how much energy are you   using what's the cost of that energy what's the  greenhouse gas footprint of that energy um there's   something called uh carbon intensity and there's  something called Energy Mix these five metrics are   now available through Cisco's Telemetry built into  the dashboards part of existing licenses right so   we're not char for visibility all customers have  this the only two parties that have access to   that information is Cisco and the customer so all  the services that are coming and there are many   services right are starting to build practices  around let us help you capture this information   in an intelligent way so once you have visibility  you can you can start to do insights and analytics   off of that um you know and we had a little  tiny little acquisition called Splunk not too   long ago just a small one just a small one where  data data is king and queen right so once you   have that those insights and those analytics just  imagine what you can do with automation so that's   the foundation set the foundation with energy  management well now that you can you can measure   energy you can peek inside of data centers and  say whoa why are we spending half of the energy   bill on cooling uh look at the water water usage  so to go back to this right shortage of water um   so now now we have the those insights so then  we think about okay well what can you do with   the existing equipment you know like you would and  maybe a home or a building you know you're turning   off light switches everywhere you possibly  can when they're not in use well that's great   that's incrementally going to help maybe a couple  points here and there that's not going to get you leap frog Innovation to get ready for AI yeah  and so what you need is new technology right new   innovation in new um new designs that completely  break the mo mold and and completely break those   silos uh have you heard of a new technology uh in  electricity uh a new breakthrough called Class 4   Fault Manage power. I haven't you got to tell us  about it so I carry these cables around um and I  

would say nine times out of 10 someone's half  expecting me to pull out you know chopstick or   lipstick from this little bag but you know 20,  25 years ago when we we pulled out power over   Ethernet and said this is going to replace all  the telephone lines I'm sure there were a lot of   people that were laughing. I remember those days  enough to remember. So imagine putting voice and   power over the same line on this night you know  power over ethernet cable and then saying we're   going to power all the APs and and cameras with  this there were a lot of people who were very   skeptical fast forward we now have entire  ecosystems in in the built environment that   are being powered with PoE the problem with PoE  is it tops out at 90 Watts about 100 Watts from   a physics standpoint class 4 Power over Ethernet  you just can't go any further um about eight years   ago one of the heads of engineering went back  to our Cisco fellows and and and some of that   community and said hey what comes after this  um and a and a Cisco felt by the name of Joel   Gorgan started working on what comes next as of  2023 in the National electrical code there is a   new class of power for the first time in 45 years  oh W okay so back when if you know definitely not   old enough for the current Wars but you know back  when when Tesla and and Edison were fighting over   AC and DC power you know who was a clear winner  where there isn't quite a clear winner we know DC   is is far more efficient but are you playing with  you know high voltage DC power at home I hope not   right yep uh so Class 4 Fault Managed Power is  up to 450 volt DC and it is safe to touch just   like power over ethernet it has class two cabling  practices so it has the same cabling practices so   if you allowed to Cable power PoE you would be  able to power fault manage power. oh so like   sorry to interrupt your network engineer could  do the cabling rather than electrician? Correct   correct and so power power over for you know that  final mile well now we have something for the   backbone and to tie that back to data center like  why is that so important imagine being able to   remove copper Buss imagine being able to remove  all of that cabling that heavy thick cabling you   see you know in the tops of racks of data centers  imagine bringing that down and powering it with   a new type of cable that can do direct so all of  the conversions that you go AC to DC think about   how many times you're you're you're going through  psus to get you useful power inside of a box it's   at least three or four times so just that energy  conversion savings is tremendous so we start   adding up between new new technologies that are  starting to come a little bit more accessible to   mass market like immersion cooling direct to chip  as a transition all of these things are starting   to break the molds do you have any idea today  what the average density of a data center rack   is? You got to tell us. So today in most customers  I talk to and the data supports this it's around  

10 kilowatts a rack when you start looking at  inference training for AI or you start even   doing training models for AI those numbers are  going well over 100 kilowatt of rack all the way   into two 200 plus we're even seeing some for the  hyperscalers that are in the 300s wow the density   per rack it we don't have a space problem right  we have a power and a cooling problem yeah again   with new technology well how are you going to  power that rack how are you going to make sure   that rack doesn't burn up both from a safety  standpoint for the electricity but also from   a cooling perspective the chips are running so  hot uh physics will necessitate that it chips can   no longer be air cooled so whether you're doing  direct to chip or you're you're fully immersing   a tank and for the first time uh in our Cisco live  uh history here in Amsterdam we have two immersion   tanks on the floor so you can physically see  seeing is believing what it looks like you know   to dunk a server to have fully fully immersible  Optics um it's pretty wild to see in a lab what   it what it takes to configure these boxes it's  not hard it's not that much actually we're not   we're not manufacturing brand new things only  for immersion at least not today maybe in the   future we will but you're removing fans you're  removing heat sinks you're recovering just a   couple of things and then you know with with the  right uh sticky hands because you know dunking it   in mineral oil can be a little slippery you just  drop it right in the tank and so when you think   about powering a Data Center and then cooling  a data center adding new technologies on top of   that ability to see what you're doing and measure  from that baseline of energy management um is how   we start to bring all these systems together. So I  mean immersion you're taking the the servers the   switches everything and just dunking them directly  in in this liquid right? That is the future. But   it's not water right cuz I think a lot of people  watching will know like water cooled PCs and stuff   like that this is how's this different? yeah so  for all the gamers out there you're not afraid   of putting some liquid near your equipment but no  this is not it um we use mineral oil so it look it   has the viscous almost like a baby oil and we can  show you what that looks like um that's what we're   using in the immersion tanks um interestingly  enough actually the the meantime failure rate   goes way up because you're not introducing  dust and particles from all the fans from so   for from an air perspective uh that that's quite  interesting there's no condensation or evaporation   so that's another you know plus for you know the  the maintenance of these things um they're not   you know they're not quite as mass market today as  as one would think but what's actually fascinating   is I've seen customers start to bring in these  tanks um bit by bit so you can use you know a row   and start transitioning that to immersion you can  use another row and start doing you know hotspot   addressing with rear door heat exchangers and cdus  or or you know units at the end of you know crack   units at the end of a row and so you can have a  mixed environment Data Center and start testing   these things and provided you have the right  Baseline well now you're in business right now   you can choose the architectures that are more  sustainable that aren't going to be as much of a   drag on your resources so to your point about you  know the water shortages um and the concerns about   data center rebuilds in in the UK well imagine if  you no longer are needing that water air chillers   on the top and and having all that condensation.  So there's no fans right so you said you take the   fans out of the service because it's in the liquid  so does the liquid get cooled by somehow to keep   the devices cool. Well if you think about uh how  much you know water will boil there's a boiling  

point for water Minal oil that that boiling point  is is is so much higher so it's liquid to air so   the the air the heat that's coming off of that  that mineral oil is not anything close to what   you would have with with like Peg water or other  solutions that are more that are water-based but   it's it's fascinating the number of PhD chemists  um that I've seen in some of these liquid lab uh   re you know R&D centers it's it's fascinating to  watch all of these multi-disciplines come together   um to solve these problems. And you're solving  the problem of noise right cuz notoriously noisy.   That's right so today you walk into Data Centers  they are noisy they are cold or hot depending on   what aisle you might be in they're quite dangerous  because you see all of these signage that say   danger high voltage don't touch so imagine if fall  that goes away right with fault manage power it's   not dangerous anymore without the fans it's not  noisy and with with immersion or directed chip or   some form of liquid or immersion cooling now it's  not cold because you won't need to run the the   HVAC systems um you know to the hill all the time.  Denise I see we've moved locations we're in the   Sustainability Zone I believe and you've got some  cool technology to show us. Absolutely you know we   often say seeing is believing the technology in  this Sustainability Zone brings it to life and   shows how customers are using this today to make  it real uh we've got 15 different demos across and   we're really excited to show you uh a couple of  them um let me introduce my good friend Jeff here   Jeff has been around the world with us in this  Pico tank and we're going to show you we were   talking about earlier the two different types of  liquid cooling we're going to show you immersion   right um simply because it's a little bit it's  a little bit less known um and and again when   you see it it just blows your mind on how um how  Energy Efficiency can look and feel so Jeff can   you walk us through what's behind us here? Thank  you Denise um what we have here is an emerging   cooling situation where we have a Cisco C220 uh  UCS server and it's operating at 100% utilization   of those CPUs now one of the interesting things  we have here if I could show this screen um is   we have 100% utilization of those CPUs and you can  look at these operating temperatures of here well   below uh 80c typically you see 80 to 90c uh would  be an operating temperature that means you're   going to get equipment uh reliability better  reliability and better performance of your of   your system as it operates as you take a look at  what we have here one of the first things you'll   notice is that we have no fans we deactivate  the fans right off the bat you save 11% of the   energy of this system by having that this unit  standalone we're providing liquid to air cooling.   And let's talk about the fluid because I think a  lot of times people think it's water inside there   what are we actually looking at for the fluid?  yeah water is conductive that's the problem   there so what we have is Shell S3 X uh fluid it's  a um synthetic oil uh that is optimized for heat   transfer coming from Shell. Right right and again  going back to the energy typically with air cooled   these units would be running 80 to 90 seat that's  correct I'm looking at the numbers here they're   well below well below 80 mostly like actually  below 7 like around 70 and below. Yeah you'll  

see 66 to 72 which is extremely low operating  temperatures which means the equipment is going to   last longer and it's going to perform better day to  day. This whole concept of you know asset longevity   when you're removing fans and removing the concept  of dust and air and sand getting in those systems   is also pretty pretty incredible. That's right. You  should see in a white space uh clean environment   an edge this would be an example of an edge  application but when you're in the fluid you're   protecting the equipment from all the contaminants.  So David he said edge and I could talk um get very   excited about Edge Computing and what this opens  up but that might be something for a different   day. You mentioned Edge what is that? So Edge  Computing meaning you're not in a huge data center   you can do more of the compute closer and closer  to the end points and the where the the user   are. Yeah cuz I was going to ask you sorry the we  were talking about data centers mainly is this   technology only for data centers or is it going  to be like for Enterprises other businesses? So   this technology can be anywhere right and Every  industry uh you know we can be in a desert we can   be in a jungle uh we can be in a wiring closet we  can be in the white space and for every industry.  

On a cruise ship oh well Hospital like again art  of possible moving this anywhere and away from   data centers and starting to distribute not only  the power but the compute gets super interesting and   from a campus environment we're starting to  see more and more bleeding together between   data center campus with AI and and where you need  the compute I actually I'm starting to see more   pendulum swing back for on from data center  so to speak um we were we were in the lab I   think we're allowed to talk about this we were  in the lab and playing around we actually took   a catalyst switch reconfigured it this gentleman  over here did it himself in less than an hour and   again again removing the fans and removing the  heat sinks you can do the same thing and have a   server a switch and completely the only industry's  completely immersible optics in one tank. Wow I   mean I love that because that solves this problem  that I kind of highlighted because if we use the   current technology I mean they're talking about  building nine nuclear reactors or something in the   UK that's right and Microsoft brought a mothball  nuclear power station online I believe just to try   and power these things. Absolutely well and this  is the other thing to consider most of renewable   energy is DC native today 380 volt DC so with  fault managed power we are already tapping into   380 volt DC ecosystems that exist with PoE when it  first came out the ecosystems didn't quite exist   one of the things that we're also doing is we have  this engineering alliances kind of program so to   speak we we're we're leveraging existing things  that we have at Cisco but we're doing engineering   validation on vendors that are coming into the  ecosystem so we can provide our customers with   a full solution so imagine coming to Cisco and  say Hey I want to retrofit a building right I   want to make it as smart and energy efficient as  possible well instead of that customer needing   to figure out well what lights should I use  what blinds should I use how do I get solar   in there imagine being able to come and say hey I  need the network to work and I'd like the network   to automate all of these different things today a  a normal building has over 30 different building   management systems imagine having that number down  to less than five that convergence of it and OT is   absolutely starting to happen and so PoE enabled  everything from signage monitors blinds lights   you know furniture and desks that are energized  all of these things can be completely DC all the   way and renewable energy is DC native so imagine  being able to do that full DC micro grid all the   way again fault managed power in the backbone and  then PoE for that last mile these are things that   are that exist today have we fully connected every  last ecosystem is it available to mass Market no   not yet but that's where that art of possible is  is here today what we're doing in Labs how we're   validating this so that we can offer these things  um you know at speed and scale eventually. I'm a   bit slow right so we've got PoE ethernet cables  and then we've got traditional power so what's   this new technology called again? It's called  Class 4 Fault Manage Power FMP is that going   to replace the power cables and the PoE cables  or is that just the power cables just the power   cable so you still have your ethernet cable and  then you have a replacement power cable. yep so   anything that uses up to 100 Watts PoE is going  to be your your go-to so APs cameras sensors no   problem phones you'll still use you'll still use  a PoE cable anything that requires much higher   voltage you know say over 300 watts this is where  where Fault Managed Power will start to replace um   power supplies now what's exciting about today's  show and on the floor is one of the partners   that we've recently brought into the engineering  Alliance program is Panduit right and Panduit is is   a known known entity a known name and so one of  the first things we're doing and we we can show   you this in the demo is up to 50 56 volt DC is  available today it's powering our switch and our   switch is powering all of the endpoints on the in  the smart building demo right so that is available   at Mass scale today what's next is 380 volt DC uh  fault manage power. FMP is that something new has  

this been around for a while? Well I mentioned it  was it was listed in the National electrical code   in 2023 yep right so that is when it went I would  say kind of more fully public um in terms of you   know Cisco and and when Cisco is going to going to  announce it on our own personal road map we're not   we're not quite there yet we're hoping that it's  it's soon but that's why we're partnering with   broader ecosystems there's something called an  FMP Alliance where Cisco um has a president seat   we have the leading number of patents in Fault  Managed Power with d for data and cable on the   same line and so with VA with this ecosystem it's  not a oneperson game right energy is everyone and   that's why I I I would really encourage this  is about everyone having a seat at the table   eventually to standardize this because that's  when we win if somebody said I can offer you a   better faster safer way to do power why would any  one companies keep that to themselves right it's   like the seat belt everybody needs it so that's  the that's really the goal of of the FMP Alliance   is to bring education and awareness but it is new  um and I'd like to believe that it's revolutionary   and and that's what FMP Alliance is all about is  bringing those companies who are on the forefront   of pioneering and evangelizing and bringing that  education and awareness but there's it's going   to take it's going to take a lot of time it's  going to take all of us um and it's it's great   this platform is awesome because for those who  are who are just deciding you know what path to   take and what what interest areas um are really  going to take off you know energy and power is   is a fascinating space and there is a global World  shortage of skilled labor in the space. Denise you   were telling me I believe that buildings consume  a huge amount of electricity in today's world?   yeah depending on what study it's 30 to 40% of the  world's electricity goes to buildings and inside   of buildings there are over 30 different building  management systems that often have to operate all   these various networks um but Liz is here to tell  us how we can automate that and make it a little   simpler. Thank you very much first of all as Miss Denise said one of the biggest problems we have   in buildings is the share quantity of separate  networks duplication and the inability for things   to talk to each other but with a modern Cisco  Network that has proper Security on we can combine   all those networks together which means they can  start to work together so the first thing we can   look at is the power distribution as well so on  this stand here we've got a uh Cisco switch here   this is providing 90 watts per port which means  we're able to power pretty much everything you   see here such monitors up and down desks lighting  so we can now get to the point where most things   we in within the main office environment we can  power from our switch and uh Andrew will talk   to you a little bit about what we do with the  rest of it but um before we do that one of the   other advantages we've got here is we've now got  a significant quantity of data and data by itself   is not much use but when you start to actually get  some analytics tools on that data you can really   understand how you're using energy when you're  using energy when you shouldn't be using energy   and back to the building point how do I actually  need all this building space in the first place.   Liz as I understand that some of the studies that  we've seen from some of these earlier builds are   saving upwards of what percent can we see from  um you know a monthly savings. Just from you know   lighting and and that kind of thing um you know  on its own probably about 35% just depend where   you are in the building and the type of um  infrastructure you've got already but yes it   can be that it can be that high thank you. um and  Andrew's got the cables that I often carry around   in my bag um Andrew can you talk to us a little  bit about what what you're holding. Sure so I'm  

holding in my hand two cables this one is the PoE  category cable right this carries about 90 watt   100 uh 1 gabit of data this on the other hand is  a FMP cable you can see it's twisted pair there's   eight pairs in here each pair carries about 600  watt so in my hand this is a 5 kilowatt cable. And   tell us about the distance the efficiency and  the safety of that cable. PoE we we actually Cisco   started with PoE right this is again 100 watt  100 meters right back I think 2017 we started   thinking about what goes beyond PoE because 100  watt that's the end of this envelope so we have   been working with on the United States side the  um NEC National Electrical Code to introduce a   new class of power and this can do up to 450  volt uh 2 kilomet Unlimited wattage unlimited   wattage did you hear that David wow and this in  terms of skill sets requirement cabling it's all   lowb requirements so uh you actually don't have to  have really a lot of training like I think in us   it's about 3,000 hours of training to actually  get certified as electrician you actually just   this is normal technology labor force can actually  deploy this. So fun fact in shameless plug we just   produced uh our very first Cisco FMP white paper  and we will share that available to the audience   because there's a lot to dig into there this is a  quick uh commercial brief on it um and aliser can   you tell us where are customers using all this and  what are they seeing? So uh customers are coming   to me on a daily basis and saying uh where can I  where where can I depl this and what I'm finding   is most are seeing lighting as one of the easy  easy ins yeah and proof of concept is very simple   to do uh the other thing is uh as Liz was saying  about gathering data the office environment what's   actually happening in that office environment  and then making business decisions based on   the insights that the infrastructure can give  I think uh the exciting thing about this from   a sustainability point of view is if you moved uh  your lighting to PoE you only have have one cable   run rather than two cable runs and the amount of  plastic Precious Minerals that you're saving and   that sort of deployment uh can be ignored. yeah  so as you can see this is very much a business  

driven decision to save money save costs and oh  by the way you're doing something pretty good   for the environment. yeah I mean it's amazing the  amount of money that's being has to be invested to   try and solve this problem like you said AI just  put a spotlight on it it seems so there's a lot   of opportunities for people who are like young or  perhaps not sure what they want to do right or or   people doing a career pivot yeah right absolutely.  You mentioned direct to chip what is that? yeah so   when you think about liquid cooling inside of a  data center there's really two main types there's   what's called direct to chip where you'll have  a cooling distribution unit sitting either in   Rack or at the end of a rack feeding a you know  cold or chilled water directly to a cold plate   behind the chip on the board and then there's  different there are different types there's   single phase double phase there's closed loop  open loop there so there's a lot of different types   but direct to chip means there's chilled water  going directly to a chip and then some closed   or open loop that's removing the heat from the  chip and then expelling the heat somewhere else   whether they're you know fans on the on the on the  you know chillers off the roof or um you know at   the back of a building the other type is immersion  and immersion cooling some some will say is or is   not liquid but immersion cooling is different  and in immersion cooling you're usually using   some sort of mineral oil. So Denise Cisco have  been doing sustainability for a long time and   I believe I don't know the the exact figure  is it 99% or something of Cisco devices are   recycled is that right? yeah so let me let me dig  in because this is something I feel like we should   be singing from the rooftops when we think about  Cisco has been working and it's just ingrained   in who we are right so from a ratings and Rings  perspective there are things like the climate   disclosure project CDP we just got another year  of a rating um there's a number of ratings and   rankings out there Eco arst gr um science-based  Target initiatives where Cisco continues and   continuously has top marks why is that important  it's important because it's reflective of things   like our supply chain our takeback the products  that we're putting out and how efficient they are   and so with our supply chain sometimes we get one  or number one or number two by Gardner each year   and our supply chain leadership has been working  at this for decades like we talked about Cisco   being 40 years old well direct relationships  with every single component supplier doesn't   happen overnight right it's something they've been  hard at work at and what's amazing about this is   it allows us we have 100% takeback program which  means any customer anywhere in the world we will   take back our product for free so we pay for the  shipping and handling and we'll come pick it up   and then 99.98% of that product can be responsibly  recycled remanufactured or reused and we have this   incredible demo where we're physically taking a  part and showing how modular the build and design   is so circular design principles are built into  every one of our new product design we actually   have patents and IP on how we we deconstruct and  recycle and reuse some of our equipment. Denise   where are things going I mean it's hard to predict  the future but where do you sort of see us heading?   So I think there's a couple of of constants which  I think is so exciting about now we just need to   apply more more urgency some of the contents are  power and energy we have to figure out we have to   figure out better ways there's so much wasted  energy inside of our buildings inside of our   data center inside of all of our Energy Systems  that's one two we need to start bringing more and   more of these ecosystems together and when we  when we start doing that we see more and more   optimization happening across the board and I  think that is the that is the critical aspect   of bringing together new development at speed and  scale into these ecosystems and validating that   from an engineering perspective and being able to  kind of curate which which systems need to work   together for the most efficiency or for you know  the best outcome I think the the world needs not   not just these incremental changes but big leap  frog frog changes for what the next kind of big   transformation or revolution is going to be to  support these new models um and so it's I think   it's that fresh thinking you know don't try to do  bit by bit let's look at completely new designs   and go at it at once. Denise dodgy question  preps a lot of young people want to save the  

environment and are very environmentally focused  but unfortunately a lot of the older generation   preps aren't and um a lot of business people might  say you know where's the ROI on this is this just   about trying to save the environment or is there  a business savings to doing this kind of stuff? I'm   actually really glad you asked that question and  there's two aspects to that first and foremost if   this was not a business viable opportunity I would  not be talking about it not because I don't care   about the world but because I do a lot of give  back to my community and Save in my off hours   work time I think this is a tremendous business  opportunity and that is further substantiated   there's a ratings and ranking out there called  the global corporate nights they look at the top   100 sustainability companies of the world  and do an index for the past 10 years those   100 companies have outperformed every major  indic in the world and so as younger people   are making their decisions and voting with their  feet where they're going to go work and what how   their purpose and their work drives them this is  where the second part of the the your question we   need all the generations in the workforce today  and there are four key Generations that are still   in the workforce and they will be for a little  bit couple a couple more years we need all these   generations to work together because those coming  in who just want to save the environment and those   leaving who know what how those things were built  and why they're so en energy inefficient they all   need to work together to solve these problems  I've actually had the pleasure of working with   with people who are maybe in the last handful  of years of their of their work um career saying   before I leave I want to fix the problem that  we all created and the only way we're going to   do that if is if they can transition some of that  knowledge into the younger generation. I love that   thanks so much Denise for sharing I wish we could  have more time. Yes wonderful to be here thanks.

2025-03-07 04:53

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