Drew Baglino on Tesla’s Master Plan
en
December 26, 2024
TLDR: Tesla's former Senior Vice President for Powertrain and Energy Drew Baglino discusses Tesla’s Master Plan Part 3 emphasizing the vision of a decarbonized economy through extensive electrification powered by renewable energy with specific focus topics such as AI-driven load growth, deal with high rates of curtailment, meeting material requirements of decarbonization and permitting Tesla facilities.
In this popular episode of the Catalyst podcast, host Shayle Kahn discusses Tesla's Master Plan Part 3 with Drew Baglino, the former Senior Vice President for Powertrain and Energy at Tesla. This ambitious document outlines a roadmap for a decarbonized global economy, emphasizing the viability of extensive electrification and renewable energy sources like wind and solar.
Key Concepts of Master Plan Part 3
Tesla's Master Plan Part 3 offers a comprehensive vision for achieving a sustainable energy economy, transitioning society from a hydrocarbon-based system to one that heavily relies on electrification. Baglino highlights several core themes:
- Economic Viability: The plan argues that a decarbonized economy is not only feasible from a technical perspective but also commercially viable.
- Heavy Electrification: By electrifying as many end uses as possible, substantial energy efficiency improvements can be achieved, boosting overall efficiency compared to traditional hydrocarbon use.
- Resource Management: The plan details the material requirements needed for decarbonization, asserting there are enough resources available for the transition.
Optimism in the U.S. Energy Transition
Baglino expresses optimism about the U.S.’s capacity to build out the required transmission infrastructure for a decarbonized economy despite existing challenges. He believes:
- The demand for electricity will triple to meet decarbonization goals, which should be manageable given advancements in technology and energy efficiency.
- EVs (Electric Vehicles) and their charging infrastructure can flexibly respond to grid demands, particularly by charging when renewable resources might be curtailed.
Challenges in Transmission and Curtailment
One major concern discussed is the current rate of curtailment of renewable resources, estimated at about 32% in their modeled scenario. Baglino emphasizes:
- The need for strategic energy storage systems to handle intermittency and utilize excess power efficiently.
- There are innovative ideas being explored to harness curtailed energy for useful applications, including hydrogen production and thermal storage.
Addressing Material Requirements
A critical element of the decarbonization puzzle involves addressing the material needs for technologies like batteries and renewable energy systems. Non-technical barriers pose significant challenges:
- Geopolitical Factors: Access to resources is often hindered by permitting and geopolitical issues, more than the physical availability of materials.
- Recycling: The plan includes provisions for recycling essential materials, particularly in batteries, bolstering the sustainable lifecycle of these resources.
Holistic Approach to Sustainable Energy
The podcast emphasizes that while Tesla's Master Plan Part 3 provides a pathway, it is just one of many possible routes towards a decarbonized future. Key insights include:
- Encouraging a collective effort to explore multiple pathways rather than fixating on potential obstacles.
- Acknowledging that decarbonization will require significant levels of collaboration across industries and sectors.
- The importance of innovative regulatory frameworks that facilitate the rapid deployment of clean energy technologies without compromising safety and efficiency.
Practical Applications and Takeaways
For listeners interested in the practical applications of Master Plan Part 3, the following takeaways can guide further discussion:
- Investing in Infrastructure: There is a need for stronger investment in transmission lines and infrastructure to support the anticipated rise in electricity demand.
- Consumer Behavior Changes: Encouraging energy-efficient behaviors among consumers is crucial to maximize the benefits of electrification and renewable energy use.
- Policy Reform: Advocating for policies that simplify permitting and promote clean energy technologies will catalyze the transition to a sustainable economy.
Conclusion
The conversation surrounding Tesla's Master Plan Part 3 reveals an optimistic outlook for the energy transition, driven by electrification and renewable technologies. By emphasizing collaboration, effective resource management, and innovative solutions, Baglino argues for the feasibility of achieving a decarbonized future. The Master Plan is both a call to action and an invitation for dialogue among stakeholders in the quest for sustainable energy.
Was this summary helpful?
Latitude Media, podcasts at the frontier of climate technology. I'm Shail Khan and this is Catalyst. We built a model that is trying to find the lowest cost total investment to solve the balance of demand and supply. And it turns out that with the current known technology costs, what the model does is it really largely over builds renewables to solve the winter scenario.
Well, talking about Tesla's Master Plan 3 is actually the key to Shale's Master Plan Part 1. The rest, you'll just have to buy me a drink to find out.
Catalyst is brought to you by Energy Hub, facing urgent load growth. It's time for utilities to rally behind VPPs as a solution to diverse grid challenges. Energy Hub helps utilities quickly scale VPPs to manage load growth, maximize the value of renewables, and deliver flexibility at every level of the grid.
How do they do it? Energy Hub software and services enable grid-aware VPP management across distributed resource classes through a best-in-class Edge Derm's platform. Accelerate a reliable, affordable, and decarbonized energy system today at energyhub.com.
Hey, it's Shale. Happy Holidays. For your gift from all of us at Catalyst this year, you get a rerun. But it's actually quite a good rerun. One of our more popular episodes of this year were replaying an episode of a conversation that I had with my friend Drew Baglino. We had this conversation not too long after Drew left Tesla where he had been for 17 years and
By the end was the scp of power train and energy and all sorts of things that he led there anyway we we didn't talk so much about Tesla except to the extent that we're talking about Tesla's master plan three which i think is a document that did not receive as much attention as it should have in my mind because it was a really good high level very ambitious.
vision for decarbonizing the global economy, that Drew and a bunch of other folks at Tesla put a lot of thought into, and I thought reflected some interesting visions of the future and technology pathways. Drew and I had a really good conversation about that, and I'm happy to replay it for all of you this holiday season. See you in the new year. Drew, welcome. Thanks, Shale. Happy to be here.
All right, so let's talk about Tesla Master Plan 3. I went back and reread it again recently, and I actually read the first two also. And it's a pretty notably different, right? The first two are about Tesla. It's like, here's Tesla's plan to take over the world. And the third one is very much not specific to Tesla. It's like, here is the plan for the world. So I'm interested in the background of like, what was the thinking behind Master Plan 3 being what it was and the departure from previous Master Plans?
Absolutely. The thinking was there's a lot of noise out there about whether a sustainable energy economy is actually feasible, not only technically feasible, but commercially feasible. Is it going to bankrupt the globe or something like this? And do the resources exist?
For a company like Tesla, where the mission is to accelerate the transition to sustainable energy, the broader feasibility needs to be settled. It shouldn't be considered a question. And so myself and a few others were tasked with putting together why it is feasible, not just technically, but also commercially. And in some ways is more feasible than the alternative when you think about not only the fact
that the typical hydrocarbon-based economy is finite and is resources and not renewable, but also because when you stack it all up and look at the investments and the materials, it's actually quite feasible. And one of the most interesting things about it is when you electrify everything, which is what the Master Plan Part 3 talks about, you actually get a primary energy efficiency boost, a pretty stark one.
Let's talk about that for a second. Yeah, I mean, because that's actually how the master plan three starts is talking about wasted energy, which is something I think folks appreciate in general, but the numbers are fairly stark. So like describe, describe primary versus final energy in this context.
Yeah, primary energy is the resource in the ground that is being converted through mechanical or other transformation into the end use. And so when you look at that for, say, petroleum pathway where you've got a
Kind of pay the piper every step along the way, usually using petroleum as the primary energy source, you know, if it's chill or tar sands, there's a lot of energy involved in first getting the resource out, then you have to use energy to refine it. You have to use energy to distribute it and eventually goes into an end use where.
sort of the best efficiencies at the end use in a vehicle or something like that might be 30%, maybe a little bit higher. And so when you stack that all up and you replace that with a renewable electrified pathway, you can get almost a tripling of end use efficiency, well, sort of well to wheel or primary energy to end use efficiency boost, which actually is one of the first things that really makes this all look feasible.
All right, so you alluded to this and I want to get into good detail on the actual path that the master plan basically proposes. But as you said, it's a heavy electrification path. And I'm curious before we talk about that in the first place, was the idea to start from let's consider all the different possibilities, one of which might be electrify everything that you can, but that's not the only one.
Or did you come in with a presumption? Obviously Tesla has been like pretty bullish on electrification since inception. So was it presumed that that's going to be the primary mechanism?
This paper, which I do encourage everybody to download and look at is really just intended to show one path that could be taken, right? And we went and described the path that we knew the most about, I would say, and could articulate with confidence. But there are certainly many paths towards a sustainable energy economy looking at the resources that
exist on planet Earth. And yeah, I would not say that it's the only one. And so, yeah, we wanted to be able to confidently describe the path. We published the paper and asked people to sort of pick at it and suggest alternatives. And there's been some feedback, but
but it really is just a conversation starter about, and trying to be both a conversation starter and a conversation ender like, is it feasible? Yes, but also let's start the conversation about the best way to go about it. Yeah, the reason that I have been drawn to it is that the heuristic when I talk to people about like, how are we going to decarbonize the world? The very simplest version of it that I've always described is
Decarbonize electricity electrify everything that you possibly can and then basically pick up the pieces everything this remaining like figure it out through clean fuels or carbon management or whatever it might be that third one obviously the first two have like a nice little half sentence that I can Describe it in the third one is more complicated, but to a first order. That's always how I've described the path to decarbonization and that's sort of what
the master plan describes. Let's get into it a little bit. It basically is structured by talking about demand in this context, specifically electricity demand, because it is a heavy electrification pathway. How much electricity demand will there be due to the electrification of various things?
then how are we going to supply that electricity? And then it addresses a question that I think people often ask, and I suspect this was your pre-empt the complaints people have component, which is material requirements in order to do that. So let's talk about those in order, starting with the demand side. So just to put numbers on it, today we're at, this is focused on the US because that's redid the deepest modeling. So today, I think we're at something like four, a little over four terawatt hours of
power demand in the United States. And this model's basically getting up to like 11 or 12. So it's like a roughly a tripling of electricity demand in the United States. Knowing what you know about electricity, the market structure, the everything's even with electricity, the prices, et cetera. How speaking to feasibility, how feasible do you think that is? Can we triple electricity supply and demand in the United States?
Yeah, and it has to just, well, you mean can the demand happen? The demand side I'm less worried about than the generation side, I guess. Yeah, I guess right. But even the demand side is a function of, it's a function of obviously of supply, but it's also a function of stuff like price.
Yeah, well, I think what we've seen with EVs is that given they are flexible about when they charge, and actually that's one of the big things in this paper is we leverage the fact that vehicles can charge at the best time for the grid and to minimize the total investment in storage.
Because EVs are flexible and they charge, they can charge when renewable resources would otherwise be curtailed. Now, assuming that the renewable resources can actually get to the end use through the transmission. But also, the other nice thing about once you've electrified everything is you can also do that at the edge, right? So you can be charging your car at your home off of your own rooftop solar. And especially in the world we're moving where things like
straight net metering or going away and being replaced where with schemes where you're not really being compensated to export your power. Well, now that power is basically free to you because you're not going to be compensated any other way. So you might as well charge your car with it. So I think the ability to affordably, at least on the EV side, we're really the average person driving
you know, less than 40 miles a day on average, in fact, like the 95th percentile trip is like 40 miles. You only really need to charge today's EVs with ranges of 200 to 300 miles once every three days, four days, which means you can be very thoughtful about when you charge, assuming charging infrastructure is ubiquitous, which is another thing that I think needs to happen for EVs to be successful and is happening pretty quickly as we see.
especially in Europe and China, which are ahead of the US. And there are EV transitions. I was just in the Netherlands, and there's charging everywhere. It's really amazing. And China is similar. So EVs is an example. Now, that's just one form of devices that need to be electrified. I think it's going to be a little bit harder with heat pumps. And there's a couple of reasons why that is.
The main panel can be a bottleneck. Not everybody has room for a heat pump, especially in, let's say, colder areas where the heat requirements are higher and so the heat pump sort of rating, the kilowatt rating needs to be higher. Yeah. But the next thing is,
You know, we're in a weird world with like plentiful natural gas in the United States and barring some weird regional transmission constraints like in New England where natural gas can't get to New England because people keep voting against pipeline expansions and LNG terminals. You know, natural gas is pretty abundant and affordable and the heat pump has got to compete directly against that. And so what's going to bring demand for heat pumps? I think there's a little bit of awareness
there's a little bit of flexibility where maybe you can't always get natural gas to where you are, or you're only on propane or something like that, and propane is expensive. And then there's policy, right? There's a lot of policies. I mean, like California is leading the way, where natural gas is not going to be attached to new homes or allowed in new homes. And eventually that'll come back to existing homes and retrofits.
But he pumps are also going to continue to improve, I would say, and they are continuing to improve. The most recent he pumps from Bosch, for example, have brought a 10% coefficient of performance improvement, and that basically means a 10% electricity consumption improvement. And I think there's more to go there. They're still really far away from Carnot ideal.
In fact, there's some folks out there that are saying they can get another 30% improvement in heat pump efficiency, which now you're really talking about being competitive on a total cost of ownership against natural gas, even in places where natural gas is the most inexpensive.
Yeah, and also some novel designs for heat pumps that have a higher coefficient of performance specifically in high lift situations and like low temperature regions, which is where they perform the worst historically. I mean, what you're describing though, the fundamental dynamic of like, it's really difficult to do something with electricity that competes with straight up with natural gas is a massive constraint in the United States, right? And then you look at Europe and it's much easier, but in the United States, it's a huge
It's a huge problem and you're describing it in the residential context or maybe small commercial and industrial for heat pumps. But the master plan also electrifies or assumes electrification of like industrial process heat with thermal storage. It includes some green hydrogen production for steel and fertilizer. There's synthetic fuels for jet, whatever it might be. And all those things are in the realm of competing against really cheap hydrocarbons today.
Yeah, the way we built a model that is trying to find the lowest cost total investment to solve the balance of demand and supply. And it turns out that with the current known technology costs, and we put the technology costs in the paper, and so you can obviously do this with different technology costs, but with the current known technology costs for different types of storage,
and different types of generation. What the model does is it really largely overbills renewables to solve the winter scenario, right? And now you have this large overbuilt renewable base. Well, what does that mean? That means that in many times of the year, and even in the winter on a sunny day, you will be curtailing that those renewables. If you're not otherwise using it in something like charging an EV,
or charging a thermal battery. And so that's how you get the affordability of these technologies to be realized because you have overbuilt renewables to that extent.
So yeah, I definitely wanted to talk about that. So just to put a number to it, in this scenario in the paper, you build so much wind and solar that you end up with about 32% curtailment across all the generation of those two. So that's a scenario lots of people have described, and the 100% windwater solar world ends up with this massive amount of curtailment as well. I've always had two questions about that.
One is a sort of practical economic question. Do we think that it is going to be economic to be building wind and solar projects that are going to be assuming 32% is an average, right? So some of them are going to be more than this. Like, is there a financial scenario wherein that actually is a plausible
infrastructure investment at scale? Obviously, there are wind projects getting curtailed a lot today, but I don't think that is viewed as an acceptable outcome for those owners, right? So like question one for me is just, are we gonna hit a brick wall in terms of, we start to see these levels of curtailment and the economics of wind and solar just becomes really challenged. And then sort of related question two is,
Look, if we have 30-some percent curtailment of just an absolutely enormous amount of wind and solar, that curtailment is going to come at different times. It'll be seasonal for solar. We're going to have a ton of curtailment in the spring, et cetera. But is there nothing that we can find?
that can be a beneficial use of that curtailed power, even though it is available sort of intermittently on those schedule. Like, can we not find something to soak up, couple terawatts, terawatt hours of like really cheap, but intermittently available power?
Yeah, for sure. I mean, when we were putting this paper together, we were trying to find the, let's say, the most straightforward kill on the, is this feasible path? And there's so many alternatives, right? Like we didn't really include long duration energy storage in this paper at all because we don't have access to any third party costs numbers that we can really depend on or performance.
But there are a lot of companies that are working on that at the moment. And that would change probably the amount of curtailment proposed you'd end up with less renewables, but more LDES. And that would be a different techno-economic outcome with a similar
results in terms of supply demand balance. The other thing that we've discussed and others have discussed is isn't there some useful thing that you can be doing on an intermittent basis or an alternative to the long duration energy storage, but it kind of operates in a similar way where you're doing some chemical process on one side and another chemical process on another. And that might also help with transmission constraints. I think there's some interesting ideas to look at there.
But the other thing I want to say that is already happening in this paper is there is a lot of use of this intermittent resource already. So we're doing hydrogen and storing hydrogen in the summer and then using that hydrogen to produce clean fuels on an annualized basis and also using that hydrogen for
ammonia production and steel and other things. And so we are trying to do some things to leverage the intermittency or to manage the intermittency, including when the EVs charge. And I think there's another sort of feasibility question about that, which is, even though it's so logical for EVs to charge when renewable resources will otherwise be curtailed, will the pricing signals
and the behavior change actually occur. Now this is just a general question. I know you've done a recent number of recent podcasts actually on tariffs and tariff design. I think that that is
Those experiments need to accelerate and propagate into more markets, and we need to drive more consumer behavior change and more charging, more plentiful charging. The interesting thing about both China and the Netherlands, which are my most personal recent experiences with truly prevalent charging everywhere, they're really not doing this, even though they're charging everywhere.
And the Netherlands is also sort of struggling with their grid is kind of grappling with the challenges of their policy changes and they're behind. And so they actually need to and they're starting to develop a standard to think about how to accomplish this and a global standard to accomplish this would be super useful to kind of codify this.
availability of otherwise curtailed renewables that can be offered on the super cheap, let's say, and getting the demand side to respond. Is your view, I mean, maybe you're saying the experiments need to accelerate because we don't know yet, but is your best guess that pricing signals to consumers is ultimately the path? Like if everybody, if we get to introduce a real-time pricing to everybody overnight, does that mostly solve the problem or is it more a challenge of like,
consumer behavior and, you know, maybe that introduces a scenario wherein the utility can control the charger within some bounds or something like that. It's much more about what is the consumer product that drives the consumer behavioral change? Like, is it folks are going to respond better to a hundred bucks a month?
Hey, I'm going to pay you $100 a month, but you have to charge when I tell you. Or are they going to prefer the direct pricing signal? And actually, if you look at what Tesla is doing now with Tesla Electric in Texas, they're actually almost providing the choice. You get a fixed rate to charge your vehicle at night, or there's more of a get exposure to the tariffs, pay-as-you-go kind of thing.
We don't really know. It's kind of like insurance, you know, car insurance. There's pay-as-you-go insurance where you take a little bit more risk and then there's just flat rate insurance. And I think
We're going to need to, I think that the techno-economic global cost-optimal thing is going to require that we leverage this curtailment for better purposes and minimize their curtailment. And the question is, will the policy and behaviors enable that to happen?
Yeah, I want to get back to the distributed energy resource thing, but actually since we've talked about wind and solar, one other component here. So it's heavy electrification, lots of new electricity generation, but it is very wind and solar focused. I'm curious. It obviously does not include then the suite of other zero carbon electricity generation approaches, which includes nuclear of various stripes, includes
You know, hydrogen for power includes carbon capture on fossil plants, includes geothermal for that matter. Was it a modeling decision not to incorporate a lot of that stuff, or is it a view that you have? It was a little bit of a complexity. And also, if you took the best note cost of all those technologies and just stuck them into the optimizer, the optimizer wouldn't pick them.
is really what it comes down to. Just based on the total investment required and it was trying to minimize total investment. Now, things could change. There are people out there like Fervo is a company as an example that are really trying to reduce the capital cost per kilowatt of geothermal, which would be a major breakthrough firm renewables.
I firm firm firm anything reduces the overbuild of the intermittent resources right so we didn't include nuclear. I personally have no objection to nuclear it's just again when you look at the capital cost per kilowatt of nuclear with with with everything that is known today it's it's much more expensive than even highly curtailed renewables.
And there are a lot of people out there trying to change those things. And I think the incentive is obvious. You can either have 30% curtailed solar and wind or something that's better. Is that geothermal at $3,000 a kilowatt? I don't know. Right now, geothermal is at $8,000 to $10,000 a kilowatt. If you can get to $3,000 and you compare that to solar, it's a firm $3,000.
It's starting to look good. I think there's definitely room to improve. Actually, in some ways, the curtailment reality is driving all of these innovations because everybody can see the future and be like, well, when you look at how much solar is curtailed and what that effective investment cost per kilowatt is, okay, now all these other technologies are in the mix and could be interesting.
Catalyst is brought to you by EnergyHub. EnergyHub unlocks the power of VPPs to deliver flexibility to the grid. How do they do it? By enrolling DERs in customer-centric flexibility programs and using AI-driven optimizations across devices to shape desired load profiles.
EnergyHub has more gigawatts under management than any other edge derms on the market, and they have a proven track record of building high-performing VPPs in record time. Working with more than 70 utility clients across North America, EnergyHub delivers reliable flexibility at every level of the grid. Click the link in the show notes to learn more or go to energyhub.com.
Okay, let's talk about the elephant, two elephants in the room at the moment as it pertains to any heavy electrification strategy. And those two elephants are, one on the demand side, the rise of electricity demand that is independent of decarbonization, in other words, data centers basically, manufacturing to a lesser extent as well.
How big a challenge is it going to be to, like you're modeling a tripling of electricity demand, presumably not including any of that, right? Yeah, there's no growth included, which you could definitely say is unfair in the analysis, but I think we tried to be
We tried to avoid stating a growth rate, a global growth rate, because there are people that are super worried about population collapse, and there are some real population collapses that are going to happen in Italy, South Korea, Japan, and other highly industrialized nations. That would tend to send the demand the other way. But then at the same time, there's
Uh, there's, there's people are always coming up with great new ways to use energy and some not so great ways like, uh, but Bitcoin. Yeah, I was going to say, by the way, I didn't say about curtailment is like, I do know what is going to soak up all that curtail power. If nothing else does, it's going to be Bitcoin mining. Oh my goodness. Yes.
I've been describing once every six months on this podcast, my idea of putting a Bitcoin mine on a barge and then putting it in the Northern Hemisphere for six months out of the year in the Southern Hemisphere for the other six months to manage seasonal variations and energy generation. Anyway, but I am curious how you think about that. It's a real challenge now, which is all of a sudden, low growth looks
really dramatic relative to recent history, at least in some regionally clustered areas where data center regions are going in. From a decarbonization perspective, is that a headwind? It's definitely a change.
I mean, there's so many changes in the electricity sector. If you just go from the 90s to today, in the 90s, the electricity sector was flat to very minimal growth, certainly growth below the rate of GDP. And now there's
some potential, well, let's not say it's potential, hopeful reality that by electrifying everything, ignoring the demand growth, we will see the electricity sector grow at higher than the rate of global GDP growth, it kind of needs to achieve this objective. And then there's even additional
demand gen in the form of data centers. I'm not so sure that it is going to be as dramatic as people think, both because I think
There's a little bit of the toilet paper problem going on here. And if you don't know what I mean by the toilet paper problem, it's like in COVID, COVID happens and all of a sudden there's no toilet paper anywhere. And it's like, for whatever reason, everybody was like, oh, I know I'm going to have to use the bathroom. And so I, you know, and I don't know the next time I'm going to be able to go to the store. So I got to buy a lot of toilet paper.
It's a run-on-the-bank situation. Yeah, although I like describing it as the child paper problem better. Sure, so the type of problem applied to data centers is happening, right? You've got all of these companies that think AI is going to be massive and want AI to be massive, and they're like, well, the real bottleneck on whether I'm going to be a winner in AI or not
is GPUs and megawatts of transformers and cooling towers and diesel gen sets, all the things that make it possible to have a data center. So I'm going to go and order a whole bunch and enter a whole bunch of interconnection queues and blah, blah, blah, blah, just so that I'm not the loser of the AI race. And I don't think all of it is going to be built. I really don't. And then on the other side, NVIDIA is doing a good job and other companies to reduce the
the watts per flop of useful compute. And I think the most recent actually don't know the percentage reduction, but the most recent chip that they announced was a significant reduction in. Yeah, I've been actually spending a bunch of time trying to make sense of these metrics. Note topic for a future episode because they announced the 25X improvement in energy efficiency, which we then like dug into a little bit and it looks like it's like a 20% in terms of watts per flop. So the metrics people are using, I will note there was another, I think it was Google or somebody
One of the other hyperscalers has their own chip that they're building, and they said an 8x improvement. Similarly, it's not exactly what they're saying. As far as I can tell, there's not consistent metrics here, but point taken. The history of compute is one in which we expand compute dramatically while keeping overall energy consumption basically flat. That's been true for a couple of decades. People think it's different this time in the AI world, and there is some possibility it's not.
Well, there's also a little bit of a reality check here where one of the differences between the 8X and 25X and the total power consumption is that's talking about the main chip, the core processing unit, but one of the biggest bottlenecks for everything that's going on with AI is actually the interfaces.
the memory interfaces, the data interfaces from chip to chip, all those things. And those have not seen as much innovation, actually. It's almost hilarious how you'll have this incredibly advanced, you know, silicon array that's doing all of the neural net training or the inference execution. But then the back end integration into the rest of the world is through stuff that hasn't innovated very much and uses a lot of the power.
the network cards and that sort of stuff, the data arrays. That's where I think we're going to see a lot of innovation. There's also a little bit of a self-limitation where eventually latency does matter within the array. As the arrays get bigger, you start paying more and more of an energy penalty to keep it connected. So there's going to be some self-limiting thing there that will then drive innovation in, well, how do we improve it? How do we make it?
And any improvement in latency is going to be bringing things closer together, which is going to use less power. So I think as long as the industry stays focused on the overall watts per flop or like equivalent flop, because I don't actually think flops really apply to these training computers, but we'll continue to see power reduction.
And then there's this other question of like, okay, they need to make money too. So like there needs to also be a use case that people are going to pay for this technology. And at some point, the investment people put flooding all of the investment into the AI is going to be like, well, where's the return? And so that, you know, until there's applications where there's real money flowing in the other direction, we may see a little bit of a correction as well.
Yeah, I mean the sort of is there are there valuable uses aside the way that I've been thinking about this is that undeniably there is what you know like GPUs are fairly new certainly at the scale that we're deploying them today and energy has emerged as.
easily the number one problem maybe in videos production capacity is like up there too but otherwise it's energy and so the combination of those two things makes me think it is it's highly likely we're gonna see some pretty meaningful energy efficiency improvement so i i i would bet almost anything that the.
flops per watt, or watts per flop, or whatever you want to use instead of flops, will get better. But in some ways it's right now, it's like a race between two things. One is the energy consumption and energy efficiency, and the other is how big a training model can you build? Because every next generation of these models is like an order of magnitude bigger than the previous one. There's some limit to that, right? But like at some point, is somebody going to build a $100 billion model to train GPT-7 or whatever it is?
plausibly, if that is true, then it outruns the efficiency improvement. Anyway, it's hard to predict, but this is a factor that is a confounder in my mind to the current state of electrification. I think it is undeniably gumming up the works right now if you are trying to accelerate electrification of other stuff as quickly as you possibly can, particularly industrial stuff.
Yeah, there's a lot of things that can be electrified with very minimal additional central investment. If you actually look at the typical home built after the 70s, or maybe even the 60s in some cases, there's a 200 amp main panel that barely ever peaks above 50 amps.
And that's true not just at the main panel, but also like the local transformers have a lot of thermal margin and up and up and up and up. And that's why EVs have been able to be installed and charged in lots of places without a lot of regional or local infrastructure upgrades required. The same is true for heat pumps. There's a lot of end use
let's say, fat to be absorbed without major infrastructure investments. And then distributed energy generation can continue to help with that problem statement by generating power at the end. That doesn't need to go through the transmission system. But you're absolutely right when you're looking at these large central plants.
and the central loads and the central gens are competing for the same resources. That's all the resources. That's the EPC resources that build the interconnection equipment is the transformers, the switchboards, the GSUs that connect you to the transmission grid, and the policymakers and managers of these networks that have a lot of studies to go through. Both the load and gen side are
bottleneck to the same pipe at the moment. And we'll see who wins. I mean, ultimately, you need them both to go hand in hand. And then one other thing I was going to say is there's also plenty of opportunity to be thoughtful about how you shape the load curve of these specifically inference engines, but also the training compute, right?
If you co-locate with wind or solar that's, especially solar, that's going to be curtailed or seeing lower market prices during the middle of the day, like in California, all of a sudden you have a higher value and you used to send that power if you have that data center behind the meter at a solar facility, like let's say in California.
And then if you want to sell the AI product right now, now I can be like, well, the AI product is much cheaper if you do it between 10 and 2. And that's when people are working anyway. So maybe it's actually complimentary. So I actually think, again, if people are creative, maybe it's maybe it all works. There's definitely a paradigm shift.
in in data center world that it's hard to tell how quickly it's happening but obviously like data centers cloud cloud data centers in particular are like used to this like 99.999 percent reliability world and the product that the hyperscalers are selling AWS is offering you exactly that low latency and
extraordinarily high reliability with flat pricing. This idea that you're describing requires this paradigm shift, but it may just get forced into existence by virtue of scarcity. I want to talk about the other elephant. When elephant is like, there's all this other demand growth that we have to contend with. The other elephant you're going to predict, which is transmission, if you
are trying to build that much new wind and solar, you got to get it connected to the grid, and then it's got to load, all this new load has to get connected to. You and I have talked about this a little bit. I think I'm more pessimistic than you are on our ability to dramatically expand our transmission system in the United States. But what gives you confidence, given recent history, wherein we are building less transmission than we have in the past? What makes you think we can turn that around?
Well, not all transmission is interstate. A good amount of transmission is actually within a state. And it's a really nice infrastructure project to get everybody excited about, like building a highway or something like that. And in some states, that will fly. In other states, it won't. It's the interstate stuff where things get a little bit trickier because you have way more state actors involved. I think a really good example of how this can go badly is
the fight over the Colorado River, which has been going on forever and never ever. But, you know, we're seeing some good things happen, right? FERC just kind of issued their new guidance, which is intended to make these things easier to, the study's easier to complete, kind of reform the process a little bit about how interconnection is supposed to happen, at least some ideas for how to do that. And of course, FERC doesn't directly do it. They have to go through all the
the ISOs and the various bodies, but at least it's good to see some change from the top on the regulatory side promoting an easier transmission process. I mean, the primary reason why I would say I'm optimistic about it is it doesn't have to be one link. There's lots of different links that make a difference in an interconnected system.
And sort of similar to the natural gas pipeline or the oil pipelines in the United States, like they've kind of built up over time and they just become more and more efficient and effective with every link that gets interconnected. And while there will be plenty of nimbies and local pockets where we will see problems in getting transmission done, there will be others where we do get transmission done. And the more interconnected it becomes, the more valuable it becomes. It's like the internet, right?
Initially, it was just like Denver to New York or something and now it's everywhere. Not everybody wants to have the fiber trench in their backyard, but people were creative about finding highways to get it done. Actually, that's something that I haven't seen enough happening. Why isn't a transmission line strung over all of the railroad
You know easements in the United States like we should be doing that and we should also be doing it over the highways and if if if this becomes enough of a hot button issue I see will be I think the
the government will do that. And then the last thing I would say is it doesn't even need to be overhead. Everybody's like, oh, it has to be overhead and all this other stuff. But we buried all of the fiber along the railways. All of the internet is all basically fiber laid along the railroads in the United States and also some highways. And somebody paid to bury it. And those fiber bundles are not that much smaller or different in size than what you would bury for a high voltage transmission line.
You know, there's also a bottleneck on the people who can make that insulated cable, but that's why does it have to be only one company? It doesn't need to be, you know, you know, some innovators can certainly. Yeah, that part is not why of all my fears about building enough new transmission.
be companies to build insulated cable as well. I'm just generally an optimist about humanity. If people really want to get out and solve a problem, creative solutions will come out to solve that. And there's a huge economic incentive. If you start getting into a world where you have highly connected parts of the country where renewables and storage are playing a complimentary role from one side,
of that grid to the other and the spot price differential in that like the nodal electrical electricity prices in that market versus another one that's a hundred miles away that is poorly connected. You know the economic incentive is going to be so obvious and then now you just have to take that economic incentive and figure out how to get all the stakeholders happy through some set of you know payments subsidies or who knows what and and then you're going to you're going to close that nodal price gap. You know.
I do appreciate your eternal optimism about humanity. And I mean, look, it is one of these situations in which from a first principle standpoint, it is the right thing to do. We should do it. It should make sense economically. Maybe I'm too burned by it. But I will say one thing that gives me a little bit of hope in a really micro sense is Michael Skelly, who tried to build Cleanline or built Cleanline, the company that was the one sort of like,
investor-backed independent transmission line developer years ago, famously, failed as a company, generally speaking. However, those lines are largely still getting built, and he's back at it with a new company called Grid United, which is building transmission lines once again. But once the price signals are there, that's the interesting thing about it. At least in the markets that have
that are deregulated enough where you can see the nodal prices. You could have three, four, five, six years of clear, apparent gap. You and I have talked about this, but my quintessential example is just West Texas to East Texas. It's 300 miles or 350 miles, and the prices could not diverge more, basically. It seems so obvious. There are places where this is
This is blindingly obvious, but maybe somebody's maybe somebody's working on that right now. He knows. I'm sure somebody's working on that right now.
All right, so let's pause it that everything else in this scenario that we're describing is plausible. We electrify all sorts of things. We build enough generation, clean generation to meet that demand and we're able to connect those two in real time and we've got a system that works. So then this gets to the other question and the thing that people often complain about if they're thinking about these kind of like deep decarbonization scenarios, which is material requirements. So one thing I liked about
Master Plan 3 is that it runs through basically all materials you could possibly need for all this stuff, from like concrete to chromium. So high level conclusion, unsurprisingly, because I suspect you wouldn't have published it otherwise, is there's enough of everything. But what if anything gives you pause? Like, as you look at the material requirement question, where do you think we actually have any degree of a bottleneck?
Well, yeah, it's not going to be are the resources in the ground. It's going to be to the geopolitics and the permitting authorities that mean that those resources are rendered effectively inaccessible, even though they practically should be accessible. That's probably my biggest pause.
And so maybe that will be solved through trade agreements or rationalization of resource policy and certain developed economies. That's probably the thing I'm most worried about. There's a lot of people that just do the straight math and they're like, well, look at all the neodymium in every magnet and all those magnets.
We got to multiply that by a billion or trillion or whatever, and there's nowhere near enough neodymium. But the problem with that math is that people are using neodymium because the pricing signals they see in the marketplace make it seem like the best magnet to use. But actually, magnet materials, for example, are incredibly substitutable. And if you think of the design space as not just the magnet, but the magnet plus the electromagnetic system it's inside of with the steel,
and the geometry of the rotor and the stator and the whole motor, and actually maybe even the power electronics and the mechanical advantage gearing system it's attached to, you can dramatically change what magnet material you're using and still achieve the mission objective.
You can't just do the simple math and say there's not going to be enough of something. And in fact, we took advantage of that and said, well, all of these things are substitutable when coming up with our resource requirements. And that applies not just to the motors and cars, but the motors and heat pumps, the motors and wind turbines, the motors and everything. And something similar like that applies to all of the resources that are in use to make this happen. There are a lot of substitutes.
And one of the fun things that we put in the paper was a comparison of how much material humans just move out of the ground every year in total and the amount of material required for just the renewable energy economy. And it's actually like a factor of 10.
There's almost really no comparison. We move so much material to do what all the activities that we do, just to build buildings, agriculture, paper, all of the raw material use that we have. The small amount of raw materials that are going to go into this renewable energy economy just almost don't even matter in the scheme of things. And we also move a lot of liquids out of the ground right now in the form of hydrocarbon.
when you compare the hydrocarbon movement to the movement required for the renewable energy economy, it's also like very favorable comparison. And then the last thing I would say about the raw material in general is it's going to be recycled. At least in the batteries, it will be recycled. And I think we're going to see it being recycled in a lot of different areas. I've seen a rare earth recycling happen on the magnet side. People are working on that. At some point, the solar panel recycling industry is going to be formed.
because our sword panels have a finite life and we'll need to be refreshed.
And that's in the paper as well, the fact that they need to be refreshed. So yeah, these materials, once they're kind of deployed, they will be redeployed in some fashion with not perfect recovery, but to the point where the ongoing resource requirement is just not that challenging. Now, one question would be, will all of these recycling operations be technoeconomically? Is the economics there?
And that is as much a technology question as a logistics question. Because you basically have to take this thing that would otherwise be landfilled and put it together in a concentrated enough form so that the logistics is meaningful. And that may be its own challenge.
But actually, people have been doing it with scrap cars for years and the total scrap recovery of a car is in the hundreds of dollars. But cars go to scrap guards and people strip them down. So I think we'll see all of these things being recycled.
You mentioned the thing that gives you pause is not, is there enough of this stuff in the ground, but sort of the combination of geopolitics and permitting and all that. I'm just curious for you to speak to, because you were overseeing Tesla's lithium refinery, that Tesla's building. That's a specific case where
You know, the big question with lithium is not, is there enough in the ground? At least currently it's where and how is it going to be refined? And currently that's China for the most part. So what learnings have you taken from that as to the question of the big one to me, which is refining and processing of all the minerals, which needs to largely get shifted out of China in pretty much every case.
Yes, I think it's really coming down to capital projects execution. And where is the excellence in capital projects execution right now? And it is in China. They are investing billions, I mean, probably trillions, in capital projects across all aspects of the sort of supply chain. And for that reason, they're just really good at building any kind of capital project. It doesn't matter whether it's a chemical plant
industrial facility or manufacturing facility or power plants or anything. And so how do we kind of bring that back to other countries in the developed world and countries in the developing world? And I think there's actually a lot of opportunity here because
An ecosystem needs to be created around the engineering procurement and construction of these large capital projects. And that industry needs to be competitive. And I think there's definitely opportunities for people to start new companies in the United States and other developed countries where there hasn't been a lot of capital project construction over the past many decades to just build like a ruthlessly competitive execution company to go and get a lot of this stuff done.
But, yeah, the comparison, the stark comparison between, you know, going and trying to get a project executed, I mean, I saw that with Intesla, not even on lithium refineries, just looking at factories, just like getting them built in China versus getting them built in Germany or the United States, the ecosystem just isn't really there.
of talented consultants, contractors, and things to work with. And that slows the product down. Now, things like the chips act and other stuff that the US is industrial policy that's really driving investment in large capital projects will build that ecosystem back, and then it will be easier to get these things done. Because it's not like the refineries are in China because the technology to refine lithium is in China. That's definitely not the case at all.
it's purely been like the capital investment to build the refinery is the lowest in China. And it's not labor either, because labor is not beneficial, because there's like no light labor in these refineries. It is sort of permitting though. It's sort of permitting. It's not logistics either. Like logistics are worse. You're taking the lithium from Australia, sending them to China, then from China. There's nothing other than capital projects execution, which certainly relates to permitting. But let me take permitting as an example.
So we built the lithium refinery in a part of Texas where it's a permit by rule. So the permitting authority, basically, I don't want to say trust, but it is effectively puts the liability of the construction on the engineers stamping the drawings.
The engineers stamp the drawings. If the engineers sign off, the jurisdiction's like, OK, go build it, right? And of course, there's some error permits and other things that they actually will do the verification on. But they're not doing the structural verification. They're not doing other types of verification that in most jurisdictions, they are doing. And so there's actually a permit checker that's going to read through your whole plan set. Ask a ton of questions because they feel the liability.
for your building falling down or lighting on fire or whatever. And that is very unique in the US and areas of Europe that is not true in China and other places. So I do think coming up with
almost like regions or zones within these developed countries where the liability is very clearly on the engineers of record and permitting can therefore go faster rather than basically having to take all the work that the engineering firm has done and convince a
frequently like unsophisticated, unskilled in the art of a chemical, a lithium refinery never built in the United States of this size. And if we were to go to a jurisdiction like Austin or Fremont, California, you would spend a lot of time with third party consultants being employed by the government, bringing them up to speed on like the hazard, the has ops analysis.
because they need to be independently convinced. So I think there's some opportunities to streamline these things with clear liability being placed on the right accountable parties that could make a big difference.
That only sense to me, I guess. I think about permitting in two ways that one is like, how much time does it take to get a permit and do we have the capacity to offer it? And the other is actually like, what is allowed? What is permitable in a given location? And there are definitely cases where in the process, for example, like if you want to build a new copper smelter, you can build it in China because it is permitable. You cannot build in the United States because it is unpermitable. I don't think it's just a function of how we do permitting. It's we don't allow the
in particular to missions or whatever it's going to be from the process here. And so I've always wondered whether maybe the solution to this, I don't know if this would actually be helpful broadly, but the solution to this is some version of
Instead of like a carbon border adjustment tax or something like that, there's like a, I don't know what to call it, clean air border adjustment tax. If you're gonna force us to do all of our copper smelting in China because they'll allow the particular emissions there and we won't, then we just have to pay more for that here if we're gonna try to import it. Just to incentivize, let's figure out a way to do it here.
Yeah, I think that's an interesting idea. I think the other challenge with permitting that you're not bringing up, but I think it's also there, is that it changes all the time. And just the fear of regulatory uncertainty tends to delay projects. So coming up with some sort of grandfathering clauses or more extended building code or other code windows where
you know, your project started being developed against the 2021 building code as long as you get it built by 2031, you can build it. These sorts of minor changes could make a lot of, could help a lot. And then one other thing I would say is, you know, our lithium refinery in Texas, we actually are doing a different process specifically to kind of help with some of the permitting aspects like you've described. That's sort of my point, right? Like incentivize that stuff via making it difficult to import the dirty stuff.
Yeah, and for sure you can do that. All the precursor, almost I want to say all, over 90% of the precursor in the world is for battery cathodes is produced in facilities where the wastewater, the sulfates that are in the wastewater of that process kind of can just go directly into the waterways because the local jurisdictions are okay with that. And that's also why most of the
soap manufacturers and things like this are located on the oceans because they're also just kind of dumping. Now it's not like the sulfates are not.
They're not toxic and it's not like those companies are destroying the oceans. I don't want to make people think that. But the way the Clean Water Act is written, they're out of concentration that is above some total minimum daily level and so you can't do it. So you're effectively not allowed to do it in the US. So you have to come up with ways to do precursors that don't have any, they basically are zero discharge wastewater. Now there are technologies out there that can do that. They have to go through the commercialization pathway.
And some of them actually have lower total costs once they achieve their end objective. And Tesla invested in a couple of those. And there's other companies that have tried it. So I think, again, if the rules just stay the same, then innovation will happen. And companies can go out and solve these problems and go through the technology development cycle to get them done.
I also was involved in building a battery factory in Fremont, California. You can actually build things kind of anywhere, even in California, if you put the time into understanding how to comply with the rules and the rules of the Clean Water Act, Clean Air Act, and the building codes.
Those, other than the building codes, those other areas haven't really changed very much, the Air Act and the Water Act, and it's actually the building codes that change more than frequently than anything else. I will say right now, we have a bunch of portfolio companies that are like building first-of-a-kind things somewhere, and many of them are based in California, so it would make a lot of sense for them to put it in California. I would say that the limiting factor that I've seen over and over again these days is not as much permitting as it is the cost of power.
which is becoming insanely high in California and that ends up like pushing people out of state more than anything else. Yeah, yeah. And that came back to our supply-demand balance problem. Yeah, exactly, right? Like if that gets a lot worse, it's tough.
All right, so you have all the power that you want with Master Plan 3. What do you want it to accomplish for the world, obviously? It's Tesla's Master Plan, but what's the intent from your perspective? What needs to happen tomorrow?
Yeah, I would hope that the takeaway is that we should redirect the resources that are going into, let's say, fighting sustainable energy technologies into finding even better sustainable energy pathways.
The point of putting together all of the arguments in this paper was to say there is a feasible path and that feasible path actually looks pretty attractive when you look at investment per year, resource use, total electricity production. I mean, one of the interesting stats in the paper, which I honestly, it's almost staggering to me that this is the case.
1.5 terawatts is the claims, you know, the paper claims that 1.5 terawatts is the total amount of renewable energy capacity that will need to be deployed on an annual basis to maintain the sustainable energy economy. And that's basically keeping up with plant retirements. So on a steady-state basis, 1.5 terawatts is how much you need to deploy.
Now, last year, the world globally deployed almost 500 gigawatts, which is unbelievable. You know how much of that was like solar in China, though? I don't remember the exact number. It's an unbelievable amount. Yeah, I know it is. I mean, it's because their economy is still growing rapidly, and they've had this central decision-making
pathway of like we will go renewable right they can just command it shall be so but um but yeah 500 gigawatts right and and that's only one this only that's that's you know much closer than an order of magnitude away from where we need to be you know if you only need a three x from here and the growth rate has just been staggering you know more than 100 gigawatts a year of growth um yeah we might have a terawatt year this decade it's not crazy
wild. So that, you know, putting these numbers together in these terms, you know, that there's, I'm just going to read them because the numbers are simple to read, right? It's something like 240 terawatt hours of storage, 300 terawatts of renewable power, you know, 1.5 terawatts a year. That's simple math, 20 year project lifetime. You know, $10 trillion of manufacturing investment, one half the energy required.
less than two tenths of a percent of the land area required. 10% of the 2022 World GDP in investment, total investment, and the resources are there. Those are the numbers. We just wanted to put those numbers out there so that, again, people kind of redirect their brain space from fighting this concept to finding the best way to enable it. And again, I'm not stating that the Master Plan Part 3 is the best way. It is A-way. There are many ways to do it.
and the carrots that are shown, like it's lower total investment, the resources required, all of these things are, and of course you have less air pollutants, climate change goes away, or at least is moderated. There's so many reasons to do it, and now we should just all collaborate on finding
more paths, not just this path, but other paths, rather than continue to fight this concept. I mean, that's probably the primary point of the paper is to get people excited about working together to find the best path forward. Well, Drew, this was exactly as much fun as I was hoping it would be. I appreciate you taking the time and glad we got an opportunity. Finally, a year plus after Master Plan Part 3 was actually published to talk about it. Well, thanks, Shale, for having me on. I also really enjoyed it. Thanks again.
Drew Baglino was most recently the Senior Vice President of Powertrain and Energy at Tesla until April of this year. This show is a production of Latitude Media. You can head over to LatitudeMedia.com for links to today's topics. Latitude is supported by Prelude Ventures. Prelude Backs Visionaries accelerating climate innovation that will reshape the global economy for the betterment of people and planet. Learn more at PreludeVentures.com.
This episode was produced by Daniel Waldorf, mixing by Roy Campanella and Sean Marquan, theme song by Sean Marquan, Steven Lacey is our executive editor. I'm Shail Khan, and this is Catalyst.
Was this transcript helpful?
Recent Episodes
FOAK tales
Catalyst with Shayle Kann
In this podcast, Shayle discusses with Mario Fernandez, head of Breakthrough Energy’s FOAK finance program Catalyst, about convincing conservative infrastructure investors to support first-of-a-kind projects in industries like renewable energy and carbon capture. Topics include creating scale-up paths for pilot, demo, then FOAK project stages; managing investment runways with limited funds; and structuring flexible offtake agreements while securing customers.
January 16, 2025
Making DERs work for load growth
Catalyst with Shayle Kann
Pier LaFarge of Sparkfund argues that distributed energy resources (DERs) could meet a portion of load growth faster than large, centralized plants. He suggests utilities lead in DER procurement for customer-sited solar, storage, and other assets, discussing factors such as cost, effective load carrying capability, VPP relationship, key tradeoffs, utility advantage, systems limitations, and potential costs.
January 09, 2025
Lithium’s wild ride
Catalyst with Shayle Kann
This podcast discusses the recent events affecting lithium prices and production with Ernest Scheyder, author of ‘The War Below: Lithium, Copper, and the Global Battle to Power Our Lives’. Key points covered include differences between spodumene and salt brine lithium production, changing market dynamics, Chinese oversupply, Chile's nationalization efforts, and implications for battery EV industry.
January 02, 2025
Scaling low-carbon products with book and claim systems
Catalyst with Shayle Kann
This podcast episode discusses 'book and claim', a system used to separate environmental attributes from physical goods for low-carbon products like SAF, which helps bridge the gap between suppliers and buyers. The conversation involves Adam Klauber of World Energy and covers lessons learned, challenges, and potential applications in other industries such as maritime, trucking, steel, cement, and chemicals.
December 19, 2024
Related Episodes
Drew Baglino on Tesla’s Master Plan
Catalyst with Shayle Kann
Discussion between Tesla executive Drew Baglino and Shayle covers topics like the potential of AI-driven load growth, U.S. transmission buildout for decarbonization, dealing with high rates of curtailment, material requirements of decarbonization, and permitting Tesla facilities.
June 06, 2024
Introducing: With Great Power, a show about the people building the future grid
Catalyst with Shayle Kann
In this bonus episode, manager of electric vehicles and emerging technologies at Austin Energy, Karl Popham discusses Austin Energy's strategy to make electric cars more accessible through a dealership-centric approach, aiming to boost EV adoption as utilities scale their businesses.
January 18, 2023
The electricity gauntlet has arrived
Catalyst with Shayle Kann
This podcast episode discusses the increasing demand for electricity due to emerging loads like EVs, data centers, and electrification, while supply growth lags due to various challenges. The conversation features Andy Lubershane, partner at Energy Impact Partners, discussing topics such as utility strategies, emissions implications, technology solutions, and electricity price trends.
March 28, 2024
Instant Reaction: Tesla Earnings Surpass Expectations
Bloomberg Daybreak: US Edition
Tesla surpassed Q3 earnings estimates and expects slight growth in deliveries for the full year, discussed by Ross Gerber and Ed Ludlow on Bloomberg.
October 23, 2024
Ask this episodeAI Anything
Hi! You're chatting with Catalyst with Shayle Kann AI.
I can answer your questions from this episode and play episode clips relevant to your question.
You can ask a direct question or get started with below questions -
What are the core themes of Tesla's Master Plan Part 3?
How does Baglino view the U.S.’s capacity to build transmission infrastructure for a decarbonized economy?
What is the current rate of curtailment of renewable resources in the modeled scenario?
What are the non-technical challenges in addressing material requirements for decarbonization?
What practical applications can be derived from Master Plan Part 3?
Sign In to save message history