§1. Introductions [00:03]
Tom: So we have with us Alex Stephens, who is the vice president of business development at Digital Alloys, which is an additive manufacturing firm. I passed around the little Boeing titanium piece that they're making. We've talked about them and his blog sites, so he's basically here to answer your questions. He can present some things. Alex has a bachelor's degree in mechanical engineering from the University of Southern California. I understand they have a football team that defeated MIT's football team — maybe not recently. MIT gave up football in 1908 because they hadn't won a game for three years. He has a master's degree in materials development, and has mostly worked on the business side of things. We've got some Sloan leaders for global operations back there. And we've got some mechanical engineers — raise your hand mechanical engineers — and some materials engineers. Okay, so a bit of a mix. Alex, I'll let you start.
Alex: Thank you, Professor Eagar. I want to make this as interactive as I can. I don't want to stand up here and try to give a lecture. Have you guys had a chance to read through some of the blog material? Okay, so a large reason I'm here today is to help you sift through and understand some of that research we've been doing. But I wanted to start out by giving a little background on myself, a little bit about Digital Alloys, the company I work for, our technology, and how I think about the whole additive manufacturing space as it applies to metals.
I've been in the 3D printing space for about six years now, on the business development and sales side of things. I was at Stratasys — one of the first major polymer printing companies, developed FDM technology. They acquired a company that developed PolyJet, which is sort of like an inkjet polymer process. Then I was at Carbon, a very well-funded startup in the Bay Area that developed a new liquid-light-based process called DLP, kind of like SLA. For Carbon I led their automotive vertical — all the business development and sales into the automotive industry. And then about a year and a half ago I joined Digital Alloys, a venture-backed startup based in Burlington. Professor Eagar is one of our advisors. A lot of our research team came out of MIT, did their PhDs or postdocs in materials science. We're about two-and-a-half years old. We've received investments from Boeing — everyone knows Boeing — and Lincoln Electric, one of the largest welding technology companies, which also manufactures wire, our feedstock, so that's a strategic investment. We're about twenty-five people now. We're still in stealth mode — we haven't fully commercialized the process yet, but we're pretty open to talking about how it works and the markets that we see as attractive for it.
§2. The metal additive landscape [03:53]
Alex: Let me share an overview of the metal additive space. Feel free to raise a hand or interrupt me if you have any questions. A lot of people, when they think about additive manufacturing, think of it as just one manufacturing process — one category. Really, it's a lot of different manufacturing processes, and just like in conventional manufacturing, each one has its own set of pros and cons and applications that make sense for it.
When we think about metal additive, there are something like fifteen different ways to additively manufacture metal. This is a consulting firm out of Germany that put this together, and I like the way they broke down the different technologies. Starting in the center, the dark blue represents the metal material, the green represents processes that use metal in combination with a binder, and it's broken down by feedstock. Wire-based processes — a lot of these are under direct energy deposition, DED. Our process is here, under resistance welding, and I'll get into more of how it works.
There are powder-based processes. A lot of these were the first metal 3D printing processes officially called 3D printing. Professor Eagar and I were talking about how additive manufacturing has been around for eighty years or so if you consider just welding one layer on top of another. But from the perspective of this new 3D printing industry, it really started with laser powder bed about twenty years ago, out of a lot of research in Germany with lasers and powdered metals. Then there are companies like Desktop Metal, also based in Burlington — they're neighbors, with a lot of ties to MIT — doing things with binder and metal powder. And there are some niche processes that use large rods of metal doing friction stir welding, basically spinning rods to generate heat to melt the metal in contact with the substrate. And there's ultrasonic sheet welding, basically binding whole layers on top of one another.
So there are a lot of different ways to process metal under this category of additive manufacturing. To pick the right solution, or to figure out if additive manufacturing even makes sense, it really requires some understanding of all these different processes — the economics, what materials they use, what volumes and throughputs they're capable of, the same way you'd think about any manufacturing process. Any questions on this chart? Okay, let me go into this deck.
§3. Business value and design drivers [07:45]
Alex: Professor Eagar grabbed a lot of snapshots from this blog series I've been writing for our company over the last year or so. When you look at a manufacturing process, from my perspective, you really have to start with the business value. What does it do that's unique, what does it do that's valuable? I know that's not necessarily an academic perspective — normally you want to start with how it works and why and what the physics are. But working with companies in the industry, everyone is excited by this concept of 3D printing, but at the end of the day it doesn't matter if they're not able to use it and it doesn't make some real impact to their business. They think about 3D printing as another manufacturing process — albeit a newer, more hyped, more sexy process. What are the costs, what materials can it process, what designs can it enable that we couldn't produce before, and how valuable could those designs be to our customers, to our products? And what does the whole process look like? Is this something we could integrate into a factory, or something we'd purchase from a supplier?
On value drivers from a business perspective: everyone's using 3D printing for prototyping. Any established company making a physical product today has a handful of 3D printers, using them early on in the design stage to make concept models. A good number are also using it for real functional prototyping, assuming there's a technology that can get them close enough to how the final product would be made and function. A lot of companies use it for manufacturing tools — fixtures, jigs, low-volume custom things used in the process of making another part. And then there are people looking for advanced design — things like lightweighting, especially important to aerospace and automotive, because the weight of a part isn't just the cost of the material that went into it, it's how that product's going to perform. There can be a lot of cost savings and performance benefits from removing weight through designs you can achieve through additive.
Conformally cooled tooling — quick show of hands, does that term mean anything to anyone? A few of you. In a lot of tooling processes — injection molding, die casting — the rate-limiting step is how fast you can cool and solidify the material in a mold. That largely constrains the economics. 3D printing has been used — it's still sort of niche because it's been so expensive — but it's been proven quite a few times now where you can put cooling channels into a part that conform to the surface of the tool. It allows you to optimize the cooling to remove heat from the plastic part in the mold or the metal part in a die as quickly as possible, in a uniform controlled way, in order to solidify, finalize that part, pop it out, and start producing the next one. That's a hot area for 3D printing — no pun intended. You make one conformally cooled insert, and it could improve the productivity and efficiency of making hundreds of thousands of parts.
§4. Buy-to-fly: machining waste and the Boeing case [12:19]
Alex: People are looking at 3D printing as a way to improve the efficiency of machined parts. A lot of parts in low-volume industries like aerospace and medical start out as a big block of metal, and then they take that workpiece or billet or sheet and machine it from the outside using CNC machining. They mill away, cut away all that extra material to form the final shape. You can imagine how wasteful that is. You end up with a bunch of metal chips on the ground, and a lot of materials are very hard and costly to recycle, so a lot of times that's just waste. It takes a long time, it takes expensive CNC machines. So people look at 3D printing as a way to make that process a lot more efficient — put material where you want it.
In my experience working with companies like Boeing, oftentimes you'll start with a big block, and you may be creating just a T-bracket — something like that — and you'll have to mill away all of that material. Sometimes you'll start with a ten-kilogram block and end up with a one-kilogram part. With a material like titanium, which aerospace is using more — ten kilograms of titanium, $500 or $600 worth of titanium, ninety percent ends up on the floor. One reason Boeing invested in us is to think about how they can improve that. Companies like Boeing look at 3D printing as a way to save money and time. If you can print this faster than you can machine it from billet, there's time savings. There's also the environmental footprint — a ton of energy goes into producing the primary material, especially with titanium. If you can reduce a lot of that scrap, you reduce your energy footprint. And if you can make a lighter part that goes into the plane, the energy savings there can be massive.
[Alex shows a part.] This is a good example of a part we're working on with a large aerospace manufacturer. It may seem ridiculous, but a lot of companies start with a seven-kilogram block and end up with a half-kilogram part through machining. There are a lot of parts like that on a plane.
In terms of time savings — CNC machining, you not only have to develop a program to make the final part, to control that end mill, but also pretty complex tooling to hold that part while you're machining it. It's a two-step process, a lot of programming, a lot of design, a lot of waiting to receive materials. It's a chicken-or-egg thing — you have to machine a fixture to hold your part before you can machine the actual part. It's not an efficient process. It is a process that can get you to a very accurate, valuable part, and it's used in conjunction with a lot of processes because it can produce very smooth surfaces and accurate features.
Student: [Question about titanium wire availability.]
Alex: Good question. I haven't really gotten into our process yet, but titanium wire, thanks to the welding industry, is commercial off-the-shelf. It's used by a lot of manufacturers currently for welding, joining, and repair operations. You can buy big spools of this stuff from hundreds of different manufacturers. It is more expensive than billet — the process to make a big sheet of titanium is less energy- and resource-intensive than drawing something into a thin wire. We're seeing it's about two times more expensive to buy wire than billet. If you look at metal powders, which are used by a lot of metal printing processes, that's often four or five, sometimes even ten times the cost of plate.
§5. Near-net-shape processes: casting and chemical milling [17:19]
Alex: Any questions on CNC machining and how it compares to additive manufacturing? Casting — there are a lot of different types. Some of the most popular forms — sand casting, die casting — if you're looking for a high-throughput process, it involves tooling. In the case of die casting, you can normally only do die casting for lower melting point metals, usually aluminum, magnesium. I don't think you can usually die cast steel or titanium. Where you can do die casting, there's a tooling step that takes a long time to design and manufacture. In lower-volume casting, typically sand casting, you make a pattern, form sand around it, and use that as the negative to push the liquid metal into. It's a slower process, but relatively low cost. You can produce some complex shapes, but not the same complexity you can get out of additive manufacturing. And it's also a near-net-shape process, like 3D printing — you guys familiar with that term, near-net shape? You end up getting something close to the final shape of your part. You're still going to have to do secondary operations to smooth surfaces, to meet tolerances.
A lot of parts in aerospace are near-net-shape cast, but then you're not done. That's part of the story — you can additively manufacture something, but you're not done until you end up with final surface finish, final part shape, surface roughness, and so on. There are a lot of steps in additive manufacturing. It's just one of those steps on the way to the final part.
Near-net shape is a little subjective. You can look at sand casting and say 99% of sand-cast parts are going to need some sort of finishing step. But there are examples that don't — a manhole cover. If you can deal with a surface that looks like the texture of sand, then in that case it's a net-shape process. But for most processes, you're getting closer to the final shape but still need any functional surfaces, sealing surfaces, bearing surfaces, to be very smooth and tightly toleranced. So machining, polishing, or grinding steps are used after that process. Feel free to stop me at any point.
Tom: [On chemical milling.] Titanium is very corrosion-resistant, so the acids they use are pretty aggressive. If you leave it in there for an hour or several hours in the acid — you're not getting final precision until you machine the final precision. You just chemically etch away. Because it's a complex part — it isn't just a rectangular parallelepiped that you cut off the surface from. You've got contours and everything else. These are complex parts. That part we had up there a little while ago — that's too complex to go just machining the surface.
§6. Thermal management and microstructure [22:08]
Alex: Let's talk a little bit about the thermal management component. This is a huge thing in metal additive — I guess in any manufacturing, but especially in 3D printing. When you melt metal, it expands; when you cool it, it contracts. When you have one section of your part that's very hot and one section that's very cold, you start to deal with a lot of internal stresses. Parts manufactured with a lot of additive manufacturing processes will literally tear themselves in half, especially along layer lines where there may not be great fusion and strength. This is an example that's not atypical in 3D printing — a powder bed build that will tear itself apart. So this is a large factor when you're thinking about how to design parts for the process, how to orient parts within a build, how to support them, how to optimize parameters. Different metal manufacturing processes have different heat loads and residual stresses.
Another factor with thermal management is the effect on the grain structure and the crystals in the final metal part. A lot of really high-energy processes will produce what are called columnar grains, where a lot of heat penetrating into the part creates anisotropic crystal structures, which most industries do not want to see. Someone like Boeing wants a part that's isotropic — equal strength, equal properties in all directions — because it's easier to design for, easier to validate. So this is one of those dirty secrets about 3D printing that a lot of people don't talk about, but it's something that people who use the technology are very aware of and need to be pretty experienced with.
I'm not an expert from a metallurgical perspective on some materials, but there's a reason a lot of materials just have not been printed, and probably maybe cannot be printed, with a lot of processes. When you look at aluminum, one of the most widely used materials, powder bed processes have really only been able to process casting grades of aluminum, which are difficult or low strength. They haven't been able to process typical aerospace-grade high-strength aluminum because of issues with cracking. Do you have anything to add to that?
Tom: It gets very specific. Carbon steels are not a problem. Those steels are not going to be the parts, unless you're getting to high alloy steels. Titanium is fine, certainly a niche in the medical business and the aerospace business. Nickel alloys that are high value-added, $200 a pound, going into high-temperature applications. So you really have to look at the metal before you start. Carbon steels, brass eyeglass hinges — that's one of the problems people are trying to solve.
§7. Joule Printing: how it works [26:06]
Alex: Let me use that as a segue to explain what we're doing. We've created a new metal manufacturing process called Joule Printing. We call it Joule Printing because of joule heating — resistive heating, just like a coil in a toaster. We take a welding wire, which is great because you can find it in a lot of different metals, a lot of people manufacture it, you can get high quality, low cost compared to powders. It's a lot safer. A lot of companies don't like dealing with powdered metal because of inhalation risk, flammability — really high surface area — and it's prone to oxidation.
This is titanium. What you don't see is the bigger printer behind this is in argon. We have a chamber, we purge it with argon.
Student: Would it be on fire?
Alex: It would be heavily oxidized. You'd lose a lot of strength in the material, it would look funky colors. I don't know if it would catch on fire — maybe if it was powder.
Student: [Question about long narrow parts and thermal management.]
Alex: You could have some super long narrow part that stays super hot. It's a big part of our development right now, figuring out thermal management. What you see here is what we call printing on a cold plate — just room temperature ambient environment. It's really hard to get good fusion to a cold plate with molten metal. So we're playing with ideas like, do you heat up the plate, do you heat up the whole chamber, to maintain that thermal environment and reduce the thermal gradients. It's something we're still figuring out, and it's very geometry specific.
Tom: When they started doing this about fifteen months ago, the big problem was keeping the heat in the metal. They weren't getting the diffusion, then we were getting porosity in the final layers. It amazes me that you can have a machine that goes that fast, but they just sped up the machine to go faster, and they solved the problem. But you're going to have some problems with residual stresses eventually. They could not make that as a six-inch by six-inch part without getting cracks.
Alex: Not today, not without really heating up the whole environment and the plate. It's a good problem compared to the opposite — the faster we print, the easier it is to print, because we're printing on hotter metal. With most manufacturing processes, the faster you try to go, the more complications arise. With our process, it's very hard to print slow, because it's hard to print on a cold surface — hard to get good fusion, hard to dump that much energy into the process without destabilizing it. That's why we like materials like titanium — they have a low conductivity of heat.
Student: [Question about toolpath optimization and software.]
Alex: Good question. Our long-term vision is that our customers don't have to be experts on the thermal intricacies of our process and have to develop these really optimized raster patterns to get a good part. We want software to be able to do that, and we're trying to develop pretty advanced software that will understand some of these physics and be predictive and develop a tool path that makes sense. At first we're going to have to give a lot of customizability to users because it won't be perfect, but that's the end goal. There's a lot of science and thought to what the best tool path strategy is. A lot of deposition technologies will trace the outside surface because they want to get a good exterior surface, then fill it in like you're coloring in something. We've found the most success with this back-and-forth, polarized rastering, partly because the point in our tool path that is potentially the lowest quality is when we have to do a turn — that's the most complex part. Why not put that on the outside of the part that you're going to machine off anyway. [Alex passes around a section of a coupon.]
Tom: [On microstructure.] That transformation gives you grain crystal structures. With different alloys you get different things. We call it widmanstätten, and those are not as harmful in titanium as they might be in steel. Not that they're terribly powerful in steel, but it's not the optimal microstructure. This is a nice cast microstructure.
Alex: We also like titanium because it absorbs any oxygen that's in the chamber when you're printing. With steels, the oxides remain on the surface, and then it's harder to get good fusion to the next layer.
Student: [Question about orienting stock to get different properties along grain directions.]
Alex: In a rolled structure — okay — you do have to worry about anisotropy in the titanium.
§8. Customer adoption and multi-metal future [34:10]
Alex: This is a good segue to how we're working with customers today. They want something that is repeatable and as simple as possible to qualify, because any new manufacturing process is a risk. Being able to say a process is isotropic and extremely consistent and repeatable makes it a lot easier for a company to adopt, design for, and qualify. There could be advantages if it's anisotropic — think about what people do with carbon fiber composites. There can be some great design benefits, but with that comes complexity. So right now we're focused on a consistent isotropic part. In the future we're going to experiment more with multi-metal parts. We have a treed system in this printer where we can retract one metal wire and insert another while we're printing. You can imagine how you could produce optimized mechanical, electrical, thermal designs using different metals in different places. That's the Holy Grail for a lot of engineers. That said, you've got to figure out how to print a single-metal part really well before you start distracting yourselves with the complexities of multi-metal. That's future roadmap stuff.
Student: [Question about wrong geometry and temperature gradients.]
Alex: The wrong geometry could, and a big enough temperature gradient could affect — but we're also making sure we're getting really good fusion between layers, and that's a key part of it. Our process is actually a lot lower energy than a lot of other processes. To give you a couple of points of reference — we're printing titanium at about two kilograms an hour. We're printing at about two volts, like an AAA battery voltage, but a lot of amps — about 300 amps. Voltage times amps is power — 600 watts. It's only about 300 watt-hours per kilogram to print titanium. If you look at most welding processes or most powder bed laser processes, it's about an order of magnitude less energy input to get a kilogram part, which will really help us in terms of residual stresses and heat cycling. We're printing parts on a plate that is typically a lot thinner than you would use in typical additive manufacturing. In laser powder bed, you're using a multi-inch thick plate, because otherwise the thing will literally just potato chip.
Any questions on the process before I go to the business side of things?
§9. Application strategy: titanium aerospace and tool steel for automotive [37:27]
Alex: Next question: we have this exciting new technology, what on earth do we do with it? If we stay in the lab for five years tinkering around and never make a dollar, who's going to continue to fund that? Early on we looked at this process and said: okay, it's high speed relative to other metal 3D printing processes, we're able to use off-the-shelf material, so it's relatively low-cost wire. And it's a near-net-shape process. If you saw the little part I passed around, it's similar surface to a sand casting — that surface is not going to be acceptable for the majority of engineered surfaces. So it's a near-net-shape process, to get as close to that final shape as possible. Low-cost material, fast process — where does this make sense in the business world, where could manufacturers really use this, where could it drive value?
First, if we think about machined parts, let's look at parts where the material is very high cost, hard to machine, slow to remove material. That got us to our first two target applications. One is titanium. The industry that uses the most titanium is aerospace. The company that uses the most titanium is Boeing, who is one of our early investors — we have a strategic partnership there. Then we looked at tool steel, because tool steel isn't as expensive as titanium but it's still expensive compared to most steels, and it's very hard and slow to machine. A lot of cost is eating up tooling — the end mill has to be replaced a lot, and those are expensive.
That led us to tooling applications — molds and dies for molding, die casting, stamping, and so on. A lot of that industry is in automotive because of their volumes and the sizes of their parts. There's also a fair amount in consumer products, but a lot of that's over in China, and as a US company we said: what companies can we partner with here that are manufacturing parts here? A lot of the tooling in the US is automotive. So we're working with leading companies in aerospace on titanium components, and in automotive on tool steel for tooling. And it's not all conformal cooling applications — even just producing an insert that goes into a die. I was at Ford a few months ago and saw this massive die — the whole hood of a vehicle starts as a thin plate of steel or aluminum, and they put it into this massive die and it stamps it right into the shape of a hood. Inside of that die there are wear components — the parts around the edges that see the most force, that have the most intricate geometries, that have to bend the metal and cut the metal. We look at a lot of those parts that they're machining today. A lot of them look like those brackets — fairly complex shapes, really inefficient to machine. So we're printing simple-ish tool steel parts that are inefficient to make using machining right now, for companies like Ford.
So I'll go into a little bit about how an aerospace company thinks about a technology like Joule Printing, and how an automotive company does too. Stop me again if you have any questions.
Tom: [On the value of automotive tooling.] The value of the factory for parts that are going to go into the automobile — they go into the dies, and then the parts go into the automobile. A die — you have to see one of these dies to believe it. They weigh 200 tons, they stand about the height of a desk, it's a block of solid steel with contours, highly polished. If one of those cracks or wears out, all of a sudden you're out of production. You don't have a spare die to make that. And if you're out of production for six months, you can't sell that car for six months. It's the speed of getting back into service on the die — not a part that's going to go to the customer — that's going to keep you in production. You'll pay anything to get back into production with that die within a week.
Alex: The dream for a company like Ford is to have this machine right in their stamping factory, next to a CNC machine, and if a part breaks, like you mentioned, they can very quickly create that near-net shape, machine it, get it into a die. Or just to produce that first die — they can produce it faster, get to a part faster, potentially launch a vehicle faster. A completely new designed car — think of a Tesla, starting completely new with a totally new chassis and body design and architecture — it's something like a billion dollars to create all the tooling for a completely new vehicle. It's crazy to think that sort of investment goes in before you've even made and sold the first car. Any way to improve the efficiency, the speed, the cost of producing it is hugely valuable to these companies.
We're especially looking at large parts because automotive companies have outsourced almost everything — small plastics and components, even small metal parts, they're looking to suppliers, a lot of it from overseas. But the big parts they still want to produce in-house. Why would you want to produce a big part overseas? Just the cost of shipping. So a lot of these large, heavy parts they want to produce in-house, and efficiently. This is a tool they're excited about to help do that.
We also love tooling because when you put a part in a car or in a plane, there's so much testing that goes into proving how robust it is, how strong it is, how it ages, how it deals with different chemicals it may see, with UV light, with thermal cycling. Endless months of testing to validate a new manufacturing process, a new material, potentially to go into a vehicle. It's even longer for aerospace, as you'd imagine. Getting into tooling, they're a lot less risk-averse — if they have another machined part sitting there right behind it they could swap in if the part breaks, it's not the end of the world. So you can move a lot faster from a business perspective, get into real revenue and production a lot faster than working with a company like Boeing on titanium parts. It may be five years before that part ends up in a plane, and probably for good reason — we all get on these planes and we expect a certain level of safety and vetting to be done to any structural component. It takes a really long time for them to do that with a new manufacturing process. So we're doing two things at once — titanium is exciting and Boeing is exciting as an investor, but if we just work on titanium for Boeing as a startup, we're going to run out of money. That's why we're doing automotive tooling and titanium aerospace as our two launch applications.
§10. Hybrid machines, process tradeoffs, and scaling [46:12]
Student: [Question about hybrid CNC + printing machines.]
Alex: It may make sense to integrate our technology into a big CNC machine. Some companies are doing that — basically two heads, one a mill, one a printing head. The problem we see with that is a few-fold. One, you're building two expensive machines into one. Lasers are expensive, print heads are expensive, CNC controls and equipment are expensive — you're putting two expensive machines into one with inherently half utilization of each, because you can only do printing or machining at the same time. There's an economics challenge with that architecture. Another is all the thermal dynamics going on in a printing process. A lot of times you have to do a final machining step to get to really accurate tolerances, so doing machining to a somewhat hot part — you could have a molten metal part, so you have to wait for it to cool to a certain degree until you can machine it. But you're still dealing with all these thermal stresses, trying to machine in process. Then at the final part you're probably going to have to stress-relieve, and when you stress-relieve it's going to move, and you're going to have to machine it again. It defeats a lot of the purpose. The place where I think hybrid makes a lot of sense is if you want to produce really intricate, highly tolerant, smooth internal features you couldn't access after the part is printed. In the case of conformal cooling, if you needed those channels to be super smooth, the only way to do that is to machine while you're printing, because once you've formed it you can't access these non-straight channels.
Any other questions? On stress relieving — just put it in an oven. There are lots of different stress-relieving programs.
Tom: [On binder jet processes.] Different processing — binder jet and whatever — the size of the part goes up to about a meter. Inside the meter, you've got pixels the size of half a centimeter. You can have very fine pixels in it. They're so different. Every process has its own strengths. There is no one universal additive manufacturing.
Alex: Just like conventional processes — there's a reason we have hundreds of different manufacturing processes today. It's not a winner-takes-all market. Each one is a tool that has its own benefits and challenges in different applications. When we think about all the different metal processes, there is some overlap, but for the most part there are different tools for different jobs. Right now, our first printer makes sense for parts between the size of a tennis ball and a beach ball. You look at a company like Desktop Metal and their binder jetting — that makes sense for much smaller parts, much thinner parts, because you've got to remove all that binder and then get it down to density. And then you have your big welding-type processes, where you're laying down a hot-dog-sized bead of metal in some cases, where it's only going to make sense for big, simple, large structures — mostly aerospace structures, industrial structures.
With our current wire, you have to start somewhere. We had to build a machine starting somewhere. We chose a size in a nice sweet spot that wasn't well addressed with current technologies. We're also solving a lot of the thermal management issues around how you maintain heat in the part. I mentioned we use an argon environment — if you try to build a really big chamber, it's going to be really expensive to purge that with argon. So you have to think about local shielding, or are you printing in a vacuum. Eventually we think it'll scale, but it's going to take time. I'll stick around if anyone has questions.