YouSaid · the spoken record

Matanya Horowitz

lines on the record: 36
first: 2023-07-06
most recent: 2023-07-06
sittings or episodes: 1
sources: podcast

Every line below is reproduced as it was said and linked to the record it came from. Nothing here is summarised or generated. Directory · Search · Corrections

“Other multifamily housing often aren't part of recycling programs, and that's a big reason why you don't have deeper penetration of the industry. And a lot of that has to do with where the garbage is kind of stored in those complexes and it just being harder to stand up a well-separated stream of recyclables. If you can just go through dirtier material, you can ask less of consumers and now you can expand access to those recycling programs. But as you start to make the economics better, you start to see that this 34% 35% number can start to look more like 50 or 70 percent. And we think that there's a real opportunity to do that in the next five years.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“So, for the existing facilities, you'll see them get hungrier for materials. If you look at the recycling rate in the country, this kind of one-third figure, what you see is that it increased rapidly in the 90s and then kind of flatlined. And really you were kind of seeing this limit of the kind of economic viability of the system in its current form. So you'll start to see that rate again start to go up. What that looks like on the ground is you'll start to see recycling programs in more rural areas where the greater the volume of material you have, the easier it is to justify a facility. If you make facilities lower cost or the operating costs lower, now you can go after smaller and smaller areas. You can also go after dirtier materials. This is something that robotics and AI really open up for the industry is there's a number of different sources of garbage that often don't participate in recycling programs. Apartment buildings and”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“By lowering the cost of sorting here in the United States, it's almost one of these manufacturing reshoring stories. Like we have lowered the cost of sorting so much, it's now worthwhile to do this domestically. And us buying these low value plastic bales and separating the different materials out, that's basically what was happening in China. It was getting shipped over there and people were separating out these low-value plastics. That shift from China and Southeast Asian countries really happened a couple years ago and the industry is a But yeah, I take it as kind of like an example of this reshoring that's happening more broadly.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Certainly, you know, one way of looking at this is in the US, a lot of material was going to China or Southeast Asian countries. You know, one of the things I point out to people is it really speaks to how valuable this stuff is. Like it was worthwhile to move this stuff across the Pacific Ocean and pull out these different plastics. Like that whole thing was worthwhile. People were doing that at a profit. But yeah, there were a lot of issues with it. One of the reasons it was worthwhile to do this in places like China was one of the main reasons is they had lower labor costs. So it would be sort of easier for them to pull out the specific materials over there.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“I would say you're already seeing this massive shift inside the industry. Over the next five years, I think you're going to see the vast majority facilities be pretty close to fully automated. The technology doesn't take that long, and it's not that difficult to deploy. And the economics, when you have a really good recycling facility that's much more automated, they can be very strong. And so there's a strong incentive towards this adoption of the tech.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Fully functional. They've run 24 7. They run fully automated. You don't have people picking at stuff. You know, I've been doing this for about eight years, and I feel like only now are we getting to the really, really cool stuff where you walk inside these facilities, you have like literal tons of material, like tons of plastics and things flying around and everything is magically sorting itself. And it's just the absolute coolest thing. And we've kind of been working towards this for so long. It's just great to see it in reality.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Right, we started with what's called secondary sorting, where we were actually buying from the existing facilities low quality materials. But there was kind of two goals with this. One was there's this interesting kind of knee shop opportunity to take advantage of kind of inefficiencies in existing facilities. But we were really focused on showing what a recycling facility built around AI could do. And now that we've done that, we're selling those facilities to the waste players. We're pushing those facilities into new domains and kind of sorting stuff that other people haven't in the past. But we really needed this kind of like a facility we controlled so we could show what the technology was capable of.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“And that has a lot to do with technology, interesting pricing structures, you know, what can we do to help insulate customers from commodity swings themselves, because that'll affect the return of the robots. There's a real kind of like enterprise sales process. People are very deliberative. And so it just takes time.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Say it's kind of middle of the road Like the adoption of any new technology, people want to make sure they understand the technology. They're going to be handing over a large fraction of their business to these robots. And so what we've done is we've tried to make it easy for the technology to be adopted. You can get one or two robots, you know, work with it for six months, start to trust the system, and then get another four. And then once you've kind of got comfortable with that, you get another four. And eventually your facility is almost fully automated. But you never had to sort of take a huge leap and blindly believe in the technology. You could sort of step your way into it. And we've seen that strategy to be successful. We have customers that still have one or two robots and they're kind of integrating it with their process. We have other customers who have almost their whole facility automated with these systems. The question we're constantly focused on internally is how do we make the rate of adoption even faster?”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“24 7 facilities that can have even higher rates of material capture, higher purities be much more flexible. And crucially, they can be fully automated. And so now you're starting to really kind of like see this cost per ton of sorting starting to drop significantly and really kind of changing what is profitable to recycle versus what's not.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Yeah, that's right. So we'll go into an existing facility and we can deploy now several different types of robots. And we can get these recycling facilities to be almost fully automated. So just a handful of people pulling out the stuff that's not supposed to be there, like bicycles and garden hoses. And what's really key there is we do it with very little change to their existing operations. Most of that equipment gets installed over weekends when people aren't running anyway. And so you have this very low friction path to automation. What you see is recycling facilities can use their lower cost structure to go after more material. They'll start running second shifts. They'll start expanding recycling programs. And those are a set of solutions we have for the existing infrastructure. We've now gone on to start building recycling facilities around our technology, new greenfield sites built from the ground up around AI. What you find is you can do a step further. You can have facilities that run”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Absolutely. The tough thing ended up not being the technology, like it did take a while. I thought it would take maybe six months. It ended up taking more like two years to have something that was good. But the hardest problem ends up being matching that technology to the business problem and having something that people really love. When we got something working, I was like, okay, great. Hard work's done. And then I found out that the real hard work was beginning, which was to go sell a ton of these things and go visit the recycling facilities, understand how to price it, you know, and all of this sort of work. But I think it was surprising to me the extent to which even if you have great technology, you just really got to make sure that you position it right to have a catch fire.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Sorting it costs too much. Okay, if you can solve that, what does that mean? And if you do some math, what you find is that between the plastics, the metals, the paper, and everything, the world is throwing away hundreds of billions of dollars worth of value. That's not counting some of the fundamental costs of disposal, like moving it to a landfill and throwing it away and the cost of doing all of that. And so if you can make a dent in the fundamental economics of recycling and make it a better business, you're unlocking hundreds of billions of dollars of value, and that is exciting. And so what you see for us is We started with this robot and that was kind of the first kind of beach head. It let us build out the technology. We've sold hundreds of those robots now, and it's a very strong business. But really what we're trying to do is make the recycling industry a better industry and unlock this latent value of our garbage. And if you can do that, then that becomes very interesting and you can build a massive business on that.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Yeah. So fundraising was very hard for most of the life of the company for exactly this reason. We started with these sorting robots, and we kind of described this one that uses a suction cup. Really, that's actually not so much about the recycling business, it's really about labor and automation. And so you look at the market and you say, okay, there's tens of thousands of people doing this manual sorting task. There's a potential for tens of thousands of robots. And you do the math on that and you find that that market's worth a couple billion dollars. And that can be exciting for a certain class of investor. But when they look at it, they'll say, okay, there's municipal contracts in this industry. There's a high degree of concentration into the biggest waste players. That makes it really hard to sell lots of units. These things just slow it down. And so what we found was this kind of story around automation didn't really attract a whole lot of investors. And we ended up getting the self-selecting group of investors who believed in kind of a bigger picture, which was, why is it that the world is throwing away all of this good stuff? Like all of this stuff does have value. Okay, it's become...”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Yeah, it'll be companies like Waste Management or Republic Services. So those are Fortune 500 companies. You'll find some small family businesses. We have one customer that's recycling and disposal services in Virginia. But the way the industry works is your city will have or your HOA will have a waste contract and they'll have a contract with one of these groups. Some municipalities decide to do it themselves. But for the most part, it's a company and they'll take your trash and they'll take your recycling. They'll bring the trash to a landfill or sometimes an incineration facility. They'll take the recycling and sort it out and run that business. And yeah, the municipalities typically aren't doing all of it themselves, but in some cases they do.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“They just bought. We sell those guys robots, so our robots are helping clean the stuff up. And so the result, though, is we can calibrate the purity to what the buyer will pay. So if they pay a premium, we can hit a very high standard. If they're looking for kind of something that's middle of the road, more like 95% will just produce at 95%.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“So there's kind of two ways to answer. So, one is a person can actually be very good and produce above 99% purity, but they almost never do, just because the staff tends to not be motivated and it's a tough job and you start zoning out and things. And so what you'll see is for most commodities, the recycling facilities will produce material that kind of bumps around 90 or 95% pure. And so our facilities, the biggest thing is besides being fully automated and having this lower cost structure as a result is they're just extremely consistent, like constantly producing material of the same purity. But yeah, we'll be 95 to 99%. Interestingly, what you find is there's this broader supply chain. We're selling the plastics to somebody and they take these plastics. And because the industry can't get to a high enough purity consistently, those buyers will actually have a whole sorting process where they sort it again. They're cleaning up.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“You end up having this trade off exactly like you're describing. It can't be too big or it'll pick up too much. It can't be too small. We rely a lot on our vision system to look at the items even if they're overlapping and only target kind of promising areas to pick things up. And it's gotten pretty sophisticated. There's multiple layers. The thing self-cleans that reverses the airflow after every pick to clean itself out in case it picked up some plastic bags or something. But it's a tough problem. We're still working at it. We're constantly trying to make it better. The hardest part out of all of it ended up being keeping it from getting gunked up with that rotten milk, pieces of glass debris. There's so much stuff that can just kind of accumulate in a recycling facility. And what we found was even once we made something that worked, most concepts for doing this will get gunked up with stuff within half an hour and we needed something that would last days. And that ended up being the hardest piece of it.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“It's very hard to get a robot to do this kind of sophisticated multi-step planning. And what I saw was it was going to be tough. And we ended up switching to a whole different technology that I didn't even know much about in graduate school, which was using vacuum technology. So basically using something that's an industrialized system, but it's not that different from your vacuum cleaner at home. And you think about, okay, I can take my vacuum cleaner and I can kind of point it at an aluminum can, I'll probably be able to pick up the aluminum can't. That's kind of what we started to do, just point a vacuum at the thing you want and pick it up. And we found we could get that to work really well. So we kind of hit the easy button on this. I mean, it's not that easy. I've spent like nine years of my life thinking about vacuums.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“So, you know, we actually did start with claws, and that was basically what my PhD was on, was having robots use claws in interesting ways. And it's really hard. It's just really hard to imitate what people do. There's so many sophisticated things you do, like when you're picking up something that's flat, like a flattened carton. If you kind of do it slowly, you'll see you do things like you push down on a corner of it to get the opposite corner to lift up. And then that lets you wrap your fingers around.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Part we thought would be easy, which was using these off the shelf robots, that ended up being really tough. So rotten milk sounds gross, but the real problem with it is that as it dries out, it starts to get really sticky and sticky with a robot is not good.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“So, the interesting thing was the computer vision technology, this artificial intelligence, actually started to work really well almost from the beginning. We had some insights really early on as to what would be important to these algorithms and had a lot of success initially we weren't at 99% accuracy but one of the nice things about recycling is honestly the bar is a little low like it's hard to consistently create pure material and so as compared to automotive where you can't run over one out of 100 people you see you know for us if you mess up on one bottle or can you're still doing a lot better than the status quo So it's a very forgiving environment, and we were able to kind of meet the standards of the industry pretty quickly.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“And, you know, I was applying for these grants. I was visiting recycling facilities. I didn't know the industry that well. And so I was honestly saying a lot of dumb stuff, asking a lot of dumb questions. And I'm kind of amazed looking back that people would give me the time of day. But yeah, started kind of building this robot. The first data sets for the vision system. So you sort of need examples of bottles of cans to train this artificial intelligence stuff I did dumpster diving for him. Was going to recycling centers and pulling out bottles and cans. And yeah, just started hacking away at it.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“I applied for a grant from the National Science Foundation. There's a program called the SBIR Small Business Innovations Research Program. Gave me some seed funding to get started and started building a little prototype. There was a lot of kind of good fortune on the way. Initially, I couldn't afford a conveyor belt and got a grant from Oscar Blues, the brewing company they had for recycling stuff.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Yeah, well, I was focused on where is a spot where this artificial intelligence technology was the core linchpin to building a new product. So I started focusing on recycling and I liked it because it seemed like you could use robots that had already been around for decades if you could pair them with this vision system. And I thought that was really good. You should have one hard technical problem. That was going to be the vision system. You didn't want to have to innovate on the robotic side, at least not too much. That was at least the idea. So started kind of zeroing in on this idea of building a robot that could be bolted onto a conveyor belt and just pick stuff. Like that's really all we're trying to do is pick a bottle and pick a can.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“And what I get most excited about over the long term is if you make recycling this fundamentally better business, you not only create an incentive to expand recycling in the US or in Europe, but if you can make it so that there's a stronger incentive to recycle in the developing world, now you really make a huge impact because it ends up a lot of these plastics in the ocean are kind of coming from developing nations where they don't have strong waste infrastructure. That's the debt we ultimately want to make.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“It's an interesting story, but These challenges around plastic, the real hard part about it is it's kind of matched with plastics being this wonderful material. It's so strong. It's so lightweight. I can keep our food safe. As I see it, the most important thing that we can do is we make it so that the world tries to capture that plastic and get value out of it so that we can make sure it's properly handled and doesn't make it into our environment and into our food or whatever.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Well, yeah, there's a whole bunch of different kind of issues around plastic, the one that I'm most focused on personally as sort of plastics in the ocean and how do you really keep all these plastics from getting there?”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“But what you can see is if with technology you can bring that cost of sorting down to $50 a ton or $20 a ton. And also if you make it worthwhile to sort more materials, that $100 a ton of value can become more like 120 or 140, either by purifying the material or being more specific about what you separate out? Yeah. And now recycling starts to become this phenomenal business.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Yeah, well, and to give you a couple figures that I think are helpful, most of these materials, they live in a commodity market. So, you know, oil goes up and down, plastic goes up and down. So sometimes, you know, just by virtue of what the economy is doing, recycling becomes a better or worse business, you know, setting aside any technology like what we have. Rough figures here are that the recyclables you put in your recycling bin, depending on that commodity market, are probably worth about $100 per ton. And that's real value. You can pull out that plastic and sell it. The trouble is that the cost of running it through a recycling facility Ends up being about $100 a ton. Depends on how modern the facility is and these things, but you're kind of at this point where it's”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Exactly. And that core technical problem is what's made the industry so reliant on people. The second problem is really a problem of incentives. If you can separate material out, is it going to be worth separating out? Can you sell it for a profit? And because of the need for all of this manual labor, what you find is for a lot of materials, it may not be profitable to actually recycle them, which is unfortunate because what you find is the vast majority of materials can be reused or recycled in some way. But for many of them, you know, the two-thirds of material that isn't getting recycled today, that incentive isn't very strong. And so it's hard to build a business.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Right, right. Well, there's a couple kind of core challenges to the industry that you're hitting on One of the main ones that we're making a big impact with is technical. All this material you put in the recycling bin, it gets smashed, it gets folded, it's dirty, it's torn in different ways. And so you have this huge stream of material that is inconsistent. And that inconsistency makes it very hard to separate. The core task of the industry is to separate out these different commodities. You want to get all the number one plastics in one spot, the number two plastics, but if they're smashed up, if they're folded, they're kind of mushed together as hard.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“People picking bottles, cans, cardboard, paper. It's a tough job. It doesn't smell great. And the turnover is very high. People don't kind of put their full heart into the job. And so the material quality is lower than it needs to be. And it was really clear that this is an industry where robotics could really have an impact. Would talk to the recycling facility owners and managers, and they would say, this industry absolutely needs robots. I don't understand why we can't get robots. And with a vision system and technology, they could see roughly as well as a person, now you could. Bring that tool to this problem”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Yeah, you know, I think somebody actually went ahead and did that, and I saw that you'd have to raise a lot of money for drones. It seemed like it was getting very crowded. So this is around 2013, 2014 I started researching a couple different industries, but I visited a recycling facility in Los Angeles. And if you've ever visited a recycling facility, you'll see that the main task is people standing around conveyor belts sorting through material by hand.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“So I wish I had a story that was about me really being an expert in recycling, or maybe I saw a plastic bag blow across the road and it made me sad or something. It was a very academic process, I said to myself, okay. Have a machine that could see roughly as well as a person, what does that open up? There were different things in drones I was pretty interested in. I had an idea for a drone you'd kind of throw in the air and it would follow you and create kind of like a highlights reel. You could throw it in the air while you're snipe. I want that.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT
“Could just start to see that machines were going to be able to see as well as a person for the first time in a very kind of fundamental and true way. And so even though that wasn't my focus area, I was like, oh my gosh, this is going to be massive. So I started focusing on that. I started studying it. And after graduating, I was looking for areas where I thought I could be useful because I was like, this might be the next mobile phone sort of wave. It could be the next internet. I don't know, but I just know it's going to be a big deal.”
2023-07-06 · How I Built This with Guy Raz · When robots recycle with Matanya Horowitz of AMP Robotics · IDENTIFIED FROM THE TRANSCRIPT