{"version":"1.0.0","segments":[{"speaker":"Duann Scott","startTime":0.0,"endTime":2.64,"body":"The design process"},{"speaker":"Duann Scott","startTime":0.0,"endTime":2.64,"body":"and the manufacturing process in"},{"speaker":"Duann Scott","startTime":2.64,"endTime":7.02,"body":"a very abstract way, completely"},{"speaker":"Duann Scott","startTime":2.64,"endTime":7.02,"body":"linked like that is inseparable."},{"speaker":"Duann Scott","startTime":7.02,"endTime":10.02,"body":"This is kind of like a very"},{"speaker":"Duann Scott","startTime":7.02,"endTime":10.02,"body":"organic, abstract kind of almost"},{"speaker":"Duann Scott","startTime":10.02,"endTime":13.2,"body":"art approach to this, which can"},{"speaker":"Duann Scott","startTime":10.02,"endTime":13.2,"body":"then change the way we think"},{"speaker":"Duann Scott","startTime":13.2,"endTime":16.32,"body":"about how we design an injection"},{"speaker":"Duann Scott","startTime":13.2,"endTime":16.32,"body":"molded part, perhaps,"},{"speaker":"Aaron Moncur","startTime":30.32,"endTime":33.08,"body":"hello and welcome"},{"speaker":"Aaron Moncur","startTime":30.32,"endTime":33.08,"body":"to the being an engineer podcast"},{"speaker":"Aaron Moncur","startTime":33.14,"endTime":37.88,"body":"today. Our guest is Dwan Scott,"},{"speaker":"Aaron Moncur","startTime":33.14,"endTime":37.88,"body":"a driving force the world of"},{"speaker":"Aaron Moncur","startTime":37.88,"endTime":42.04,"body":"computational design and"},{"speaker":"Aaron Moncur","startTime":37.88,"endTime":42.04,"body":"additive manufacturing. He's the"},{"speaker":"Aaron Moncur","startTime":42.04,"endTime":46.54,"body":"founder of cdfam, a global"},{"speaker":"Aaron Moncur","startTime":42.04,"endTime":46.54,"body":"symposium series connecting"},{"speaker":"Aaron Moncur","startTime":46.54,"endTime":49.3,"body":"engineers, designers and"},{"speaker":"Aaron Moncur","startTime":46.54,"endTime":49.3,"body":"developers pushing the"},{"speaker":"Aaron Moncur","startTime":49.3,"endTime":52.78,"body":"boundaries of digital"},{"speaker":"Aaron Moncur","startTime":49.3,"endTime":52.78,"body":"fabrication. From his early days"},{"speaker":"Aaron Moncur","startTime":52.78,"endTime":57.58,"body":"at sheepways to leadership roles"},{"speaker":"Aaron Moncur","startTime":52.78,"endTime":57.58,"body":"at Autodesk and N topology. Dwan"},{"speaker":"Aaron Moncur","startTime":57.58,"endTime":60.96,"body":"has helped shape how we design"},{"speaker":"Aaron Moncur","startTime":57.58,"endTime":60.96,"body":"and make things. He's now"},{"speaker":"Aaron Moncur","startTime":60.96,"endTime":64.62,"body":"leading the charge at the three"},{"speaker":"Aaron Moncur","startTime":60.96,"endTime":64.62,"body":"MF consortium, bringing"},{"speaker":"Aaron Moncur","startTime":64.62,"endTime":68.4,"body":"structure to the digital thread"},{"speaker":"Aaron Moncur","startTime":64.62,"endTime":68.4,"body":"for additive manufacturing."},{"speaker":"Aaron Moncur","startTime":68.4,"endTime":70.5,"body":"Dwan, thank you so much for"},{"speaker":"Aaron Moncur","startTime":68.4,"endTime":70.5,"body":"joining us"},{"speaker":"Duann Scott","startTime":70.5,"endTime":72.54,"body":"today. Thank you"},{"speaker":"Duann Scott","startTime":70.5,"endTime":72.54,"body":"for the opportunity. I"},{"speaker":"Duann Scott","startTime":72.54,"endTime":73.2,"body":"appreciate it."},{"speaker":"Aaron Moncur","startTime":74.28,"endTime":77.22,"body":"Well, let's talk"},{"speaker":"Aaron Moncur","startTime":74.28,"endTime":77.22,"body":"about cdfam. First, tell us,"},{"speaker":"Aaron Moncur","startTime":77.22,"endTime":80.84,"body":"what does that stand for, and"},{"speaker":"Aaron Moncur","startTime":77.22,"endTime":80.84,"body":"what's the story behind this."},{"speaker":"Aaron Moncur","startTime":80.84,"endTime":81.8,"body":"How did you create this?"},{"speaker":"Duann Scott","startTime":82.4,"endTime":86.6,"body":"CD, fam could stand"},{"speaker":"Duann Scott","startTime":82.4,"endTime":86.6,"body":"for anything really, but it"},{"speaker":"Duann Scott","startTime":86.6,"endTime":90.08,"body":"started off, starting as"},{"speaker":"Duann Scott","startTime":86.6,"endTime":90.08,"body":"computational design for"},{"speaker":"Duann Scott","startTime":90.08,"endTime":94.52,"body":"additive manufacturing, and it"},{"speaker":"Duann Scott","startTime":90.08,"endTime":94.52,"body":"was kind of as a joke, because,"},{"speaker":"Duann Scott","startTime":95.36,"endTime":98.9,"body":"like, defam, is kind of hard"},{"speaker":"Duann Scott","startTime":95.36,"endTime":98.9,"body":"enough for most people, so"},{"speaker":"Duann Scott","startTime":98.9,"endTime":102.7,"body":"adding a computational element"},{"speaker":"Duann Scott","startTime":98.9,"endTime":102.7,"body":"to it is like another step of"},{"speaker":"Duann Scott","startTime":102.76,"endTime":107.08,"body":"complexity, but I think it's"},{"speaker":"Duann Scott","startTime":102.76,"endTime":107.08,"body":"what's critical to realize the"},{"speaker":"Duann Scott","startTime":107.08,"endTime":110.26,"body":"potential for additive"},{"speaker":"Duann Scott","startTime":107.08,"endTime":110.26,"body":"manufacturing. So if we just go"},{"speaker":"Duann Scott","startTime":110.26,"endTime":113.68,"body":"towards additive manufacturing"},{"speaker":"Duann Scott","startTime":110.26,"endTime":113.68,"body":"design with our existing"},{"speaker":"Duann Scott","startTime":113.68,"endTime":116.62,"body":"framework of how we design"},{"speaker":"Duann Scott","startTime":113.68,"endTime":116.62,"body":"engineer things, we're not"},{"speaker":"Duann Scott","startTime":116.62,"endTime":122.94,"body":"really typically going to get"},{"speaker":"Duann Scott","startTime":116.62,"endTime":122.94,"body":"the performance and productivity"},{"speaker":"Duann Scott","startTime":122.94,"endTime":127.14,"body":"gains you need to justify the"},{"speaker":"Duann Scott","startTime":122.94,"endTime":127.14,"body":"cost of 3d printing things,"},{"speaker":"Duann Scott","startTime":127.14,"endTime":131.52,"body":"which is typically more"},{"speaker":"Duann Scott","startTime":127.14,"endTime":131.52,"body":"expensive than other ways. And"},{"speaker":"Duann Scott","startTime":131.52,"endTime":136.5,"body":"so it started off as a bit of a"},{"speaker":"Duann Scott","startTime":131.52,"endTime":136.5,"body":"joke, and then the the URL was"},{"speaker":"Duann Scott","startTime":136.56,"endTime":142.22,"body":"$1 so when I was thinking of"},{"speaker":"Duann Scott","startTime":136.56,"endTime":142.22,"body":"starting a design conference for"},{"speaker":"Duann Scott","startTime":142.22,"endTime":146.66,"body":"your printing it was it was"},{"speaker":"Duann Scott","startTime":142.22,"endTime":146.66,"body":"cheap, and it had easy SEO"},{"speaker":"Duann Scott","startTime":146.66,"endTime":151.94,"body":"because no one else was using"},{"speaker":"Duann Scott","startTime":146.66,"endTime":151.94,"body":"it. So I called it city fam. And"},{"speaker":"Duann Scott","startTime":151.94,"endTime":156.92,"body":"then as the event has evolved,"},{"speaker":"Duann Scott","startTime":151.94,"endTime":156.92,"body":"it's grown to cover"},{"speaker":"Duann Scott","startTime":156.98,"endTime":159.98,"body":"computational design at all"},{"speaker":"Duann Scott","startTime":156.98,"endTime":159.98,"body":"scales, not just additive"},{"speaker":"Duann Scott","startTime":159.98,"endTime":163.42,"body":"manufacturing. And that happened"},{"speaker":"Duann Scott","startTime":159.98,"endTime":163.42,"body":"very, very quickly, like within"},{"speaker":"Duann Scott","startTime":163.42,"endTime":166.24,"body":"the first year I was scaling up"},{"speaker":"Duann Scott","startTime":163.42,"endTime":166.24,"body":"to architectural applications of"},{"speaker":"Duann Scott","startTime":166.24,"endTime":169.96,"body":"computational design processes,"},{"speaker":"Duann Scott","startTime":166.24,"endTime":169.96,"body":"because there was such a pull"},{"speaker":"Duann Scott","startTime":169.96,"endTime":176.8,"body":"from that industry and others."},{"speaker":"Duann Scott","startTime":169.96,"endTime":176.8,"body":"And so now cdfam Could mean"},{"speaker":"Duann Scott","startTime":177.34,"endTime":180.78,"body":"computational design for"},{"speaker":"Duann Scott","startTime":177.34,"endTime":180.78,"body":"artificial intelligence and"},{"speaker":"Duann Scott","startTime":180.78,"endTime":183.84,"body":"machine learning. If that's what"},{"speaker":"Duann Scott","startTime":180.78,"endTime":183.84,"body":"you want to be, got it talk"},{"speaker":"Aaron Moncur","startTime":184.56,"endTime":187.44,"body":"to us a little bit"},{"speaker":"Aaron Moncur","startTime":184.56,"endTime":187.44,"body":"about computational design. I"},{"speaker":"Aaron Moncur","startTime":187.44,"endTime":190.32,"body":"mean, how do you define that?"},{"speaker":"Aaron Moncur","startTime":187.44,"endTime":190.32,"body":"How should we be thinking about"},{"speaker":"Aaron Moncur","startTime":190.44,"endTime":192.96,"body":"computational design? What are"},{"speaker":"Aaron Moncur","startTime":190.44,"endTime":192.96,"body":"some examples?"},{"speaker":"Duann Scott","startTime":194.16,"endTime":198.18,"body":"I'm sure there's"},{"speaker":"Duann Scott","startTime":194.16,"endTime":198.18,"body":"some academic examples and some"},{"speaker":"Duann Scott","startTime":198.36,"endTime":202.4,"body":"arguments that are going on,"},{"speaker":"Duann Scott","startTime":198.36,"endTime":202.4,"body":"ranging in especially"},{"speaker":"Duann Scott","startTime":202.4,"endTime":205.34,"body":"architectural academia, about"},{"speaker":"Duann Scott","startTime":202.4,"endTime":205.34,"body":"what computational design really"},{"speaker":"Duann Scott","startTime":205.7,"endTime":210.62,"body":"is. But for me, it's really"},{"speaker":"Duann Scott","startTime":205.7,"endTime":210.62,"body":"about building the systems,"},{"speaker":"Duann Scott","startTime":211.88,"endTime":217.46,"body":"including algorithms, to meet"},{"speaker":"Duann Scott","startTime":211.88,"endTime":217.46,"body":"multi objective requirements for"},{"speaker":"Duann Scott","startTime":217.46,"endTime":221.44,"body":"a parts performance and"},{"speaker":"Duann Scott","startTime":217.46,"endTime":221.44,"body":"manufacturing or construction"},{"speaker":"Duann Scott","startTime":221.44,"endTime":225.4,"body":"process simultaneously, and"},{"speaker":"Duann Scott","startTime":221.44,"endTime":225.4,"body":"being able to weigh those"},{"speaker":"Duann Scott","startTime":225.4,"endTime":231.22,"body":"different requirements against"},{"speaker":"Duann Scott","startTime":225.4,"endTime":231.22,"body":"each other to produce not a"},{"speaker":"Duann Scott","startTime":231.22,"endTime":236.56,"body":"single optimal design, because"},{"speaker":"Duann Scott","startTime":231.22,"endTime":236.56,"body":"optimal is like a razor's edge,"},{"speaker":"Duann Scott","startTime":236.56,"endTime":240.84,"body":"which, if you move across in any"},{"speaker":"Duann Scott","startTime":236.56,"endTime":240.84,"body":"dimension, it breaks, but a"},{"speaker":"Duann Scott","startTime":240.84,"endTime":244.08,"body":"robust design which meets all of"},{"speaker":"Duann Scott","startTime":240.84,"endTime":244.08,"body":"those requirements that you then"},{"speaker":"Duann Scott","startTime":244.14,"endTime":250.08,"body":"sort of fed into it via data to"},{"speaker":"Duann Scott","startTime":244.14,"endTime":250.08,"body":"sort of build a system to make"},{"speaker":"Duann Scott","startTime":250.08,"endTime":252.54,"body":"the objects. So you're not"},{"speaker":"Duann Scott","startTime":250.08,"endTime":252.54,"body":"really just designing a single"},{"speaker":"Duann Scott","startTime":252.54,"endTime":255.72,"body":"object or a single mechanism or"},{"speaker":"Duann Scott","startTime":252.54,"endTime":255.72,"body":"a single part or a single"},{"speaker":"Duann Scott","startTime":255.72,"endTime":262.22,"body":"building, but a system to solve"},{"speaker":"Duann Scott","startTime":255.72,"endTime":262.22,"body":"the design decisions and then"},{"speaker":"Duann Scott","startTime":262.22,"endTime":266.42,"body":"make things, whether it be one"},{"speaker":"Duann Scott","startTime":262.22,"endTime":266.42,"body":"off or a series of things, in"},{"speaker":"Duann Scott","startTime":266.42,"endTime":268.46,"body":"the, you know, in the world of"},{"speaker":"Duann Scott","startTime":266.42,"endTime":268.46,"body":"mass customization,"},{"speaker":"Aaron Moncur","startTime":268.76,"endTime":272.72,"body":"would general CAD"},{"speaker":"Aaron Moncur","startTime":268.76,"endTime":272.72,"body":"programs qualify then as"},{"speaker":"Aaron Moncur","startTime":272.72,"endTime":275.78,"body":"computational design? I mean,"},{"speaker":"Aaron Moncur","startTime":272.72,"endTime":275.78,"body":"effectively, it's a huge"},{"speaker":"Aaron Moncur","startTime":275.78,"endTime":279.14,"body":"algorithm, right? With a lot of"},{"speaker":"Aaron Moncur","startTime":275.78,"endTime":279.14,"body":"custom inputs that output a"},{"speaker":"Aaron Moncur","startTime":279.14,"endTime":279.62,"body":"design"},{"speaker":"Duann Scott","startTime":281.54,"endTime":286.96,"body":"typical CAD"},{"speaker":"Duann Scott","startTime":281.54,"endTime":286.96,"body":"systems, kind of linear in the"},{"speaker":"Duann Scott","startTime":286.96,"endTime":289.84,"body":"programmatic way, you may better"},{"speaker":"Duann Scott","startTime":286.96,"endTime":289.84,"body":"drive an Excel spreadsheet and"},{"speaker":"Duann Scott","startTime":289.84,"endTime":293.62,"body":"do a design of experiments to"},{"speaker":"Duann Scott","startTime":289.84,"endTime":293.62,"body":"sort of explore the solution"},{"speaker":"Duann Scott","startTime":293.62,"endTime":297.76,"body":"space, but unless it's bringing"},{"speaker":"Duann Scott","startTime":293.62,"endTime":297.76,"body":"in other data, about, say,"},{"speaker":"Duann Scott","startTime":297.76,"endTime":301.02,"body":"simulation data of performance"},{"speaker":"Duann Scott","startTime":297.76,"endTime":301.02,"body":"for. Or the manufacturing"},{"speaker":"Duann Scott","startTime":301.02,"endTime":305.58,"body":"process, or its ecological"},{"speaker":"Duann Scott","startTime":301.02,"endTime":305.58,"body":"footprint, you're kind of not"},{"speaker":"Duann Scott","startTime":305.58,"endTime":308.58,"body":"bringing all the data together"},{"speaker":"Duann Scott","startTime":305.58,"endTime":308.58,"body":"in one platform to solve that,"},{"speaker":"Duann Scott","startTime":309.54,"endTime":313.14,"body":"that design problem there are."},{"speaker":"Duann Scott","startTime":309.54,"endTime":313.14,"body":"There slowly, there started to"},{"speaker":"Duann Scott","startTime":313.14,"endTime":317.4,"body":"be ways that you can sort of"},{"speaker":"Duann Scott","startTime":313.14,"endTime":317.4,"body":"drive data into the into the"},{"speaker":"Duann Scott","startTime":317.4,"endTime":326.42,"body":"design process. But your typical"},{"speaker":"Duann Scott","startTime":317.4,"endTime":326.42,"body":"sketch, Extrude, loft radius on"},{"speaker":"Duann Scott","startTime":326.96,"endTime":330.38,"body":"on corner, isn't really"},{"speaker":"Duann Scott","startTime":326.96,"endTime":330.38,"body":"computation design. It may be"},{"speaker":"Duann Scott","startTime":330.38,"endTime":334.16,"body":"parametric, but it's not really"},{"speaker":"Duann Scott","startTime":330.38,"endTime":334.16,"body":"bringing in data to drive"},{"speaker":"Duann Scott","startTime":334.16,"endTime":340.04,"body":"things. It's sort of a linear"},{"speaker":"Duann Scott","startTime":334.16,"endTime":340.04,"body":"process, which is has solved"},{"speaker":"Duann Scott","startTime":340.04,"endTime":343.0,"body":"many, many, many engineering"},{"speaker":"Duann Scott","startTime":340.04,"endTime":343.0,"body":"problems, and will continue to"},{"speaker":"Duann Scott","startTime":343.0,"endTime":346.66,"body":"do so. But some of the more"},{"speaker":"Duann Scott","startTime":343.0,"endTime":346.66,"body":"gnarly ones, it's just not up."},{"speaker":"Duann Scott","startTime":346.96,"endTime":350.98,"body":"This is not enough data to drive"},{"speaker":"Duann Scott","startTime":346.96,"endTime":350.98,"body":"decisions to do as well as we"},{"speaker":"Duann Scott","startTime":350.98,"endTime":351.4,"body":"can."},{"speaker":"Aaron Moncur","startTime":352.12,"endTime":356.14,"body":"Yeah, that's a"},{"speaker":"Aaron Moncur","startTime":352.12,"endTime":356.14,"body":"good distinction. What are some"},{"speaker":"Aaron Moncur","startTime":356.14,"endTime":359.32,"body":"examples of true computational"},{"speaker":"Aaron Moncur","startTime":356.14,"endTime":359.32,"body":"design?"},{"speaker":"Duann Scott","startTime":359.92,"endTime":363.54,"body":"We can look at it"},{"speaker":"Duann Scott","startTime":359.92,"endTime":363.54,"body":"from from mult, from any from"},{"speaker":"Duann Scott","startTime":363.54,"endTime":367.62,"body":"scale. So let's, let's start"},{"speaker":"Duann Scott","startTime":363.54,"endTime":367.62,"body":"small. So if you're designing a"},{"speaker":"Duann Scott","startTime":368.88,"endTime":375.42,"body":"medical implant, let's say a"},{"speaker":"Duann Scott","startTime":368.88,"endTime":375.42,"body":"bone graft for a cancer patient,"},{"speaker":"Duann Scott","startTime":375.54,"endTime":379.74,"body":"you're taking in scan data as a"},{"speaker":"Duann Scott","startTime":375.54,"endTime":379.74,"body":"DICOM, you're dissecting it, be"},{"speaker":"Duann Scott","startTime":379.74,"endTime":383.06,"body":"programmatically analyzing the"},{"speaker":"Duann Scott","startTime":379.74,"endTime":383.06,"body":"density of the bone to know"},{"speaker":"Duann Scott","startTime":383.06,"endTime":385.52,"body":"where to cut your"},{"speaker":"Duann Scott","startTime":383.06,"endTime":385.52,"body":"programmatically putting in"},{"speaker":"Duann Scott","startTime":385.58,"endTime":389.72,"body":"angles of where you're going to"},{"speaker":"Duann Scott","startTime":385.58,"endTime":389.72,"body":"make a make those cuts. And then"},{"speaker":"Duann Scott","startTime":389.72,"endTime":393.2,"body":"you're automatically making a"},{"speaker":"Duann Scott","startTime":389.72,"endTime":393.2,"body":"jig to so the surgeon can use"},{"speaker":"Duann Scott","startTime":393.2,"endTime":396.8,"body":"that to cut the cut the bone."},{"speaker":"Duann Scott","startTime":393.2,"endTime":396.8,"body":"And then you're generating the"},{"speaker":"Duann Scott","startTime":396.8,"endTime":399.62,"body":"geometry which is going to"},{"speaker":"Duann Scott","startTime":396.8,"endTime":399.62,"body":"replace it, which we're using as"},{"speaker":"Duann Scott","startTime":399.68,"endTime":403.66,"body":"a ladder structure to increase"},{"speaker":"Duann Scott","startTime":399.68,"endTime":403.66,"body":"in osteo integration and"},{"speaker":"Duann Scott","startTime":403.9,"endTime":406.78,"body":"allowing for the load that's on"},{"speaker":"Duann Scott","startTime":403.9,"endTime":406.78,"body":"the bone structure, it's going"},{"speaker":"Duann Scott","startTime":406.78,"endTime":410.98,"body":"to happen as the person you know"},{"speaker":"Duann Scott","startTime":406.78,"endTime":410.98,"body":"assimilates that titanium into"},{"speaker":"Duann Scott","startTime":410.98,"endTime":414.28,"body":"their body without causing more"},{"speaker":"Duann Scott","startTime":410.98,"endTime":414.28,"body":"problems. So you've got these"},{"speaker":"Duann Scott","startTime":414.28,"endTime":417.34,"body":"multiple objectives you're sort"},{"speaker":"Duann Scott","startTime":414.28,"endTime":417.34,"body":"of dealing with simultaneously,"},{"speaker":"Duann Scott","startTime":417.34,"endTime":419.92,"body":"and you want to do it"},{"speaker":"Duann Scott","startTime":417.34,"endTime":419.92,"body":"programmatically and repeatable,"},{"speaker":"Duann Scott","startTime":419.92,"endTime":422.64,"body":"so that you're not sort of"},{"speaker":"Duann Scott","startTime":419.92,"endTime":422.64,"body":"manually doing this every time"},{"speaker":"Duann Scott","startTime":422.64,"endTime":425.22,"body":"you need to do an implant. The"},{"speaker":"Duann Scott","startTime":422.64,"endTime":425.22,"body":"surgeon doesn't have these"},{"speaker":"Duann Scott","startTime":425.22,"endTime":430.2,"body":"skills. And the typical, you"},{"speaker":"Duann Scott","startTime":425.22,"endTime":430.2,"body":"know, mechanical biomechanical"},{"speaker":"Duann Scott","startTime":430.2,"endTime":433.44,"body":"engineer, you know, they're"},{"speaker":"Duann Scott","startTime":430.2,"endTime":433.44,"body":"expensive, so you want to sort"},{"speaker":"Duann Scott","startTime":433.44,"endTime":439.56,"body":"of take their understanding of"},{"speaker":"Duann Scott","startTime":433.44,"endTime":439.56,"body":"process and embed it into a"},{"speaker":"Duann Scott","startTime":439.56,"endTime":443.48,"body":"system which is then reusable"},{"speaker":"Duann Scott","startTime":439.56,"endTime":443.48,"body":"and appliable through different,"},{"speaker":"Duann Scott","startTime":443.48,"endTime":447.38,"body":"you know, for different, similar"},{"speaker":"Duann Scott","startTime":443.48,"endTime":447.38,"body":"but different applications."},{"speaker":"Aaron Moncur","startTime":448.1,"endTime":452.54,"body":"Yeah, are there"},{"speaker":"Aaron Moncur","startTime":448.1,"endTime":452.54,"body":"any pieces of software out there"},{"speaker":"Aaron Moncur","startTime":452.54,"endTime":455.48,"body":"that that you can recommend, or"},{"speaker":"Aaron Moncur","startTime":452.54,"endTime":455.48,"body":"maybe not even recommend? Maybe"},{"speaker":"Aaron Moncur","startTime":455.48,"endTime":458.84,"body":"you don't want to put your stamp"},{"speaker":"Aaron Moncur","startTime":455.48,"endTime":458.84,"body":"of approval on it, but share"},{"speaker":"Aaron Moncur","startTime":458.84,"endTime":461.98,"body":"that engineers, designers"},{"speaker":"Aaron Moncur","startTime":458.84,"endTime":461.98,"body":"listening to this might be"},{"speaker":"Aaron Moncur","startTime":461.98,"endTime":463.3,"body":"interested in checking out"},{"speaker":"Duann Scott","startTime":465.76,"endTime":469.72,"body":"the backbone of"},{"speaker":"Duann Scott","startTime":465.76,"endTime":469.72,"body":"computational design is really"},{"speaker":"Duann Scott","startTime":469.72,"endTime":473.5,"body":"has been, for the past 1015,"},{"speaker":"Duann Scott","startTime":469.72,"endTime":473.5,"body":"years, has been grasshopper"},{"speaker":"Duann Scott","startTime":473.98,"endTime":480.84,"body":"within the rhino platform, by"},{"speaker":"Duann Scott","startTime":473.98,"endTime":480.84,"body":"whatever quirk of The history of"},{"speaker":"Duann Scott","startTime":480.84,"endTime":485.52,"body":"how code systems are developed"},{"speaker":"Duann Scott","startTime":480.84,"endTime":485.52,"body":"and how this particular software"},{"speaker":"Duann Scott","startTime":485.58,"endTime":491.34,"body":"came to be. It's a very open"},{"speaker":"Duann Scott","startTime":485.58,"endTime":491.34,"body":"system which is affordable at a"},{"speaker":"Duann Scott","startTime":491.34,"endTime":494.88,"body":"student level and has been"},{"speaker":"Duann Scott","startTime":491.34,"endTime":494.88,"body":"taught in architecture for over"},{"speaker":"Duann Scott","startTime":494.88,"endTime":500.3,"body":"10 years. And so there's 1000s"},{"speaker":"Duann Scott","startTime":494.88,"endTime":500.3,"body":"and 1000s of people who know,"},{"speaker":"Duann Scott","startTime":500.36,"endTime":503.42,"body":"who have learned, particularly"},{"speaker":"Duann Scott","startTime":500.36,"endTime":503.42,"body":"in architecture, how to"},{"speaker":"Duann Scott","startTime":503.6,"endTime":508.52,"body":"programmatically design systems"},{"speaker":"Duann Scott","startTime":503.6,"endTime":508.52,"body":"to make things. So because of"},{"speaker":"Duann Scott","startTime":508.52,"endTime":513.08,"body":"that, we see a lot of the"},{"speaker":"Duann Scott","startTime":508.52,"endTime":513.08,"body":"footwear companies you know, the"},{"speaker":"Duann Scott","startTime":513.08,"endTime":516.86,"body":"major sportswear footwear"},{"speaker":"Duann Scott","startTime":513.08,"endTime":516.86,"body":"companies that you all know,"},{"speaker":"Duann Scott","startTime":516.86,"endTime":520.84,"body":"love and wear, hire architects"},{"speaker":"Duann Scott","startTime":516.86,"endTime":520.84,"body":"as part of their computational"},{"speaker":"Duann Scott","startTime":520.84,"endTime":524.38,"body":"design team to build these"},{"speaker":"Duann Scott","startTime":520.84,"endTime":524.38,"body":"systems. And if you think of"},{"speaker":"Duann Scott","startTime":524.5,"endTime":527.08,"body":"how, yeah, because they, they"},{"speaker":"Duann Scott","startTime":524.5,"endTime":527.08,"body":"know these computational"},{"speaker":"Duann Scott","startTime":527.08,"endTime":531.4,"body":"workflows from from doing, you"},{"speaker":"Duann Scott","startTime":527.08,"endTime":531.4,"body":"know, building facades 10 years"},{"speaker":"Duann Scott","startTime":531.4,"endTime":535.24,"body":"ago, and from facades to"},{"speaker":"Duann Scott","startTime":531.4,"endTime":535.24,"body":"footwear, you think it's not"},{"speaker":"Duann Scott","startTime":535.24,"endTime":538.84,"body":"that big a jump. No pun"},{"speaker":"Duann Scott","startTime":535.24,"endTime":538.84,"body":"intended, because you're really"},{"speaker":"Duann Scott","startTime":538.84,"endTime":541.5,"body":"just building a system which are"},{"speaker":"Duann Scott","startTime":538.84,"endTime":541.5,"body":"then applying three different"},{"speaker":"Duann Scott","startTime":541.62,"endTime":543.48,"body":"sort of requirements."},{"speaker":"Aaron Moncur","startTime":549.12,"endTime":553.32,"body":"How have you seen"},{"speaker":"Aaron Moncur","startTime":549.12,"endTime":553.32,"body":"computational design evolve over"},{"speaker":"Aaron Moncur","startTime":553.32,"endTime":556.92,"body":"the years? You know, kind of,"},{"speaker":"Aaron Moncur","startTime":553.32,"endTime":556.92,"body":"where did it start, and what are"},{"speaker":"Aaron Moncur","startTime":556.92,"endTime":557.7,"body":"the capabilities?"},{"speaker":"Duann Scott","startTime":557.7,"endTime":560.18,"body":"Oh, there's,"},{"speaker":"Duann Scott","startTime":557.7,"endTime":560.18,"body":"there's an academics who'll tell"},{"speaker":"Duann Scott","startTime":560.18,"endTime":564.74,"body":"you where it started. I don't"},{"speaker":"Duann Scott","startTime":560.18,"endTime":564.74,"body":"really know where it's evolving."},{"speaker":"Duann Scott","startTime":564.74,"endTime":568.22,"body":"Is from large scale down. So"},{"speaker":"Duann Scott","startTime":564.74,"endTime":568.22,"body":"from, as I said, some"},{"speaker":"Duann Scott","startTime":569.0,"endTime":572.36,"body":"architectural facades sort of"},{"speaker":"Duann Scott","startTime":569.0,"endTime":572.36,"body":"like took the first edge,"},{"speaker":"Duann Scott","startTime":572.36,"endTime":574.88,"body":"because you could do these cool"},{"speaker":"Duann Scott","startTime":572.36,"endTime":574.88,"body":"designs. And people like Zaha"},{"speaker":"Duann Scott","startTime":574.88,"endTime":577.88,"body":"had Did, did these undulating"},{"speaker":"Duann Scott","startTime":574.88,"endTime":577.88,"body":"forms, which are algorithm"},{"speaker":"Duann Scott","startTime":577.88,"endTime":580.94,"body":"driven. And then as the"},{"speaker":"Duann Scott","startTime":577.88,"endTime":580.94,"body":"platforms matured, they started"},{"speaker":"Duann Scott","startTime":581.0,"endTime":584.26,"body":"to use it for things like"},{"speaker":"Duann Scott","startTime":581.0,"endTime":584.26,"body":"figuring out the HVAC system in"},{"speaker":"Duann Scott","startTime":584.26,"endTime":587.2,"body":"buildings, and then, you know,"},{"speaker":"Duann Scott","startTime":584.26,"endTime":587.2,"body":"calculating sunlight"},{"speaker":"Duann Scott","startTime":587.2,"endTime":591.82,"body":"reflections, so that you don't"},{"speaker":"Duann Scott","startTime":587.2,"endTime":591.82,"body":"make some sort of Archimedes"},{"speaker":"Duann Scott","startTime":591.82,"endTime":595.78,"body":"death ray into a car park of a"},{"speaker":"Duann Scott","startTime":591.82,"endTime":595.78,"body":"skyscraper. And, you know, burn"},{"speaker":"Duann Scott","startTime":595.78,"endTime":599.14,"body":"people's buildings, burn"},{"speaker":"Duann Scott","startTime":595.78,"endTime":599.14,"body":"people's cars, as has happened"},{"speaker":"Duann Scott","startTime":599.14,"endTime":603.54,"body":"in the past. So. Using these"},{"speaker":"Duann Scott","startTime":599.14,"endTime":603.54,"body":"calculational systems to predict"},{"speaker":"Duann Scott","startTime":603.54,"endTime":607.38,"body":"performance of a building over"},{"speaker":"Duann Scott","startTime":603.54,"endTime":607.38,"body":"time. And that sort of sort of"},{"speaker":"Duann Scott","startTime":607.38,"endTime":611.1,"body":"led the wave. And then as it"},{"speaker":"Duann Scott","startTime":607.38,"endTime":611.1,"body":"came down to smaller scale,"},{"speaker":"Duann Scott","startTime":611.16,"endTime":614.28,"body":"then, you know, the medical"},{"speaker":"Duann Scott","startTime":611.16,"endTime":614.28,"body":"device, sort of like bone"},{"speaker":"Duann Scott","startTime":616.62,"endTime":619.14,"body":"integration or steer"},{"speaker":"Duann Scott","startTime":616.62,"endTime":619.14,"body":"integration, sort of came from"},{"speaker":"Duann Scott","startTime":619.14,"endTime":622.46,"body":"the small up, and we're sort of"},{"speaker":"Duann Scott","startTime":619.14,"endTime":622.46,"body":"slowly meeting between these two"},{"speaker":"Duann Scott","startTime":622.52,"endTime":625.34,"body":"chasms are coming together as we"},{"speaker":"Duann Scott","startTime":622.52,"endTime":625.34,"body":"see different applications which"},{"speaker":"Duann Scott","startTime":625.34,"endTime":628.64,"body":"have similar multi objective"},{"speaker":"Duann Scott","startTime":625.34,"endTime":628.64,"body":"problems. And that's, you know,"},{"speaker":"Duann Scott","startTime":628.64,"endTime":631.28,"body":"now it's moving its way up"},{"speaker":"Duann Scott","startTime":628.64,"endTime":631.28,"body":"through the high performance"},{"speaker":"Duann Scott","startTime":631.34,"endTime":636.2,"body":"automotive, aerospace, and then"},{"speaker":"Duann Scott","startTime":631.34,"endTime":636.2,"body":"we'll go and then into, you"},{"speaker":"Duann Scott","startTime":636.2,"endTime":639.98,"body":"know, sports equipment, and then"},{"speaker":"Duann Scott","startTime":636.2,"endTime":639.98,"body":"it will slowly make its way into"},{"speaker":"Duann Scott","startTime":639.98,"endTime":642.46,"body":"more like consumer facing"},{"speaker":"Duann Scott","startTime":639.98,"endTime":642.46,"body":"objects, but for now, it's high"},{"speaker":"Duann Scott","startTime":642.46,"endTime":647.5,"body":"performance, similar to what"},{"speaker":"Duann Scott","startTime":642.46,"endTime":647.5,"body":"we've seen in in the in the"},{"speaker":"Duann Scott","startTime":647.5,"endTime":650.32,"body":"engineering space, in additive"},{"speaker":"Duann Scott","startTime":647.5,"endTime":650.32,"body":"manufacturing, where it has to"},{"speaker":"Duann Scott","startTime":650.32,"endTime":653.44,"body":"be like something has to pay its"},{"speaker":"Duann Scott","startTime":650.32,"endTime":653.44,"body":"way. So to to set up these"},{"speaker":"Duann Scott","startTime":653.44,"endTime":658.72,"body":"systems, it takes time like you,"},{"speaker":"Duann Scott","startTime":653.44,"endTime":658.72,"body":"if you're going to design a"},{"speaker":"Duann Scott","startTime":658.72,"endTime":661.98,"body":"simple bracket, you don't need"},{"speaker":"Duann Scott","startTime":658.72,"endTime":661.98,"body":"to computationally design that"},{"speaker":"Duann Scott","startTime":661.98,"endTime":665.04,"body":"setup, because you can calculate"},{"speaker":"Duann Scott","startTime":661.98,"endTime":665.04,"body":"load and figure it out pretty"},{"speaker":"Duann Scott","startTime":665.64,"endTime":671.76,"body":"quickly to pay for that time of"},{"speaker":"Duann Scott","startTime":665.64,"endTime":671.76,"body":"a, you know, basically someone"},{"speaker":"Duann Scott","startTime":671.76,"endTime":674.46,"body":"who's half designer, half"},{"speaker":"Duann Scott","startTime":671.76,"endTime":674.46,"body":"software engineer, to produce"},{"speaker":"Duann Scott","startTime":674.46,"endTime":677.82,"body":"that workflow is an investment"},{"speaker":"Duann Scott","startTime":674.46,"endTime":677.82,"body":"that you need to, you know,"},{"speaker":"Duann Scott","startTime":677.82,"endTime":681.68,"body":"amortize. And so the product has"},{"speaker":"Duann Scott","startTime":677.82,"endTime":681.68,"body":"to be of enough value or being"},{"speaker":"Duann Scott","startTime":681.68,"endTime":683.72,"body":"used enough times to make that"},{"speaker":"Duann Scott","startTime":681.68,"endTime":683.72,"body":"worthwhile."},{"speaker":"Aaron Moncur","startTime":684.02,"endTime":686.6,"body":"Does all"},{"speaker":"Aaron Moncur","startTime":684.02,"endTime":686.6,"body":"computational design require"},{"speaker":"Aaron Moncur","startTime":686.66,"endTime":690.26,"body":"some software skills? Or are"},{"speaker":"Aaron Moncur","startTime":686.66,"endTime":690.26,"body":"there programs out there who"},{"speaker":"Aaron Moncur","startTime":690.26,"endTime":693.98,"body":"have dumbed it down for those of"},{"speaker":"Aaron Moncur","startTime":690.26,"endTime":693.98,"body":"us who aren't skilled in in"},{"speaker":"Aaron Moncur","startTime":693.98,"endTime":694.94,"body":"writing software?"},{"speaker":"Duann Scott","startTime":695.24,"endTime":698.48,"body":"Yeah, so there,"},{"speaker":"Duann Scott","startTime":695.24,"endTime":698.48,"body":"there are companies who sort of"},{"speaker":"Duann Scott","startTime":698.96,"endTime":704.02,"body":"help people build workflows"},{"speaker":"Duann Scott","startTime":698.96,"endTime":704.02,"body":"which can then be reused by"},{"speaker":"Duann Scott","startTime":704.02,"endTime":706.12,"body":"those who don't understand"},{"speaker":"Duann Scott","startTime":704.02,"endTime":706.12,"body":"what's going on behind the"},{"speaker":"Duann Scott","startTime":706.12,"endTime":711.88,"body":"scenes. Things like shape diver"},{"speaker":"Duann Scott","startTime":706.12,"endTime":711.88,"body":"basically allows you to build a"},{"speaker":"Duann Scott","startTime":713.08,"endTime":719.74,"body":"workflow in Grasshopper and then"},{"speaker":"Duann Scott","startTime":713.08,"endTime":719.74,"body":"make a new expert in a browser,"},{"speaker":"Duann Scott","startTime":719.74,"endTime":725.04,"body":"so people can then use that to"},{"speaker":"Duann Scott","startTime":719.74,"endTime":725.04,"body":"modify a given geometry type to"},{"speaker":"Duann Scott","startTime":725.04,"endTime":729.78,"body":"meet their requirements. So"},{"speaker":"Duann Scott","startTime":725.04,"endTime":729.78,"body":"there are ways to access this"},{"speaker":"Duann Scott","startTime":729.78,"endTime":735.06,"body":"without doing all the work"},{"speaker":"Duann Scott","startTime":729.78,"endTime":735.06,"body":"yourself. And we also see in"},{"speaker":"Duann Scott","startTime":735.54,"endTime":739.2,"body":"architecture mechanical"},{"speaker":"Duann Scott","startTime":735.54,"endTime":739.2,"body":"engineering is that a larger"},{"speaker":"Duann Scott","startTime":739.2,"endTime":743.24,"body":"firm will have a computational"},{"speaker":"Duann Scott","startTime":739.2,"endTime":743.24,"body":"designer on staff, who will then"},{"speaker":"Duann Scott","startTime":743.24,"endTime":746.18,"body":"build modules which other"},{"speaker":"Duann Scott","startTime":743.24,"endTime":746.18,"body":"designers and engineers can then"},{"speaker":"Duann Scott","startTime":746.18,"endTime":751.04,"body":"use, and they share that"},{"speaker":"Duann Scott","startTime":746.18,"endTime":751.04,"body":"internally. We also see that at"},{"speaker":"Duann Scott","startTime":751.04,"endTime":754.88,"body":"N top at anthropology, where I"},{"speaker":"Duann Scott","startTime":751.04,"endTime":754.88,"body":"work for a period, you could"},{"speaker":"Duann Scott","startTime":754.88,"endTime":758.6,"body":"also build these custom"},{"speaker":"Duann Scott","startTime":754.88,"endTime":758.6,"body":"workflows which you could then"},{"speaker":"Duann Scott","startTime":758.6,"endTime":762.82,"body":"share internally or externally,"},{"speaker":"Duann Scott","startTime":758.6,"endTime":762.82,"body":"and then that would sort of give"},{"speaker":"Duann Scott","startTime":762.82,"endTime":766.18,"body":"you a jump up, so you could then"},{"speaker":"Duann Scott","startTime":762.82,"endTime":766.18,"body":"just bring in your your"},{"speaker":"Duann Scott","startTime":766.18,"endTime":771.22,"body":"requirements, or some other data"},{"speaker":"Duann Scott","startTime":766.18,"endTime":771.22,"body":"to then drive the geometry or"},{"speaker":"Duann Scott","startTime":771.22,"endTime":774.28,"body":"simulation, and then run with"},{"speaker":"Duann Scott","startTime":771.22,"endTime":774.28,"body":"that without knowing how to do"},{"speaker":"Duann Scott","startTime":774.28,"endTime":777.22,"body":"everything from scratch, because"},{"speaker":"Duann Scott","startTime":774.28,"endTime":777.22,"body":"there is a there is a learning"},{"speaker":"Duann Scott","startTime":777.22,"endTime":777.46,"body":"curve."},{"speaker":"Aaron Moncur","startTime":777.94,"endTime":780.84,"body":"Okay, you've been"},{"speaker":"Aaron Moncur","startTime":777.94,"endTime":780.84,"body":"involved a lot with"},{"speaker":"Aaron Moncur","startTime":781.32,"endTime":785.16,"body":"standardization of file formats"},{"speaker":"Aaron Moncur","startTime":781.32,"endTime":785.16,"body":"within the additive"},{"speaker":"Aaron Moncur","startTime":785.16,"endTime":789.3,"body":"manufacturing space. You're"},{"speaker":"Aaron Moncur","startTime":785.16,"endTime":789.3,"body":"laughing tell me why. What's"},{"speaker":"Aaron Moncur","startTime":789.3,"endTime":789.78,"body":"going on,"},{"speaker":"Unknown","startTime":842.29,"endTime":845.6700000000001,"body":"from motors and"},{"speaker":"Unknown","startTime":842.29,"endTime":845.6700000000001,"body":"robotics to controls automation"},{"speaker":"Unknown","startTime":845.6700000000001,"endTime":849.51,"body":"and precision prototyping."},{"speaker":"Unknown","startTime":845.6700000000001,"endTime":849.51,"body":"Simutek brings ANSYS simulation"},{"speaker":"Unknown","startTime":849.51,"endTime":853.23,"body":"tools and expert insight"},{"speaker":"Unknown","startTime":849.51,"endTime":853.23,"body":"directly to your team. We help"},{"speaker":"Unknown","startTime":853.23,"endTime":856.47,"body":"you accelerate design, reduce"},{"speaker":"Unknown","startTime":853.23,"endTime":856.47,"body":"risk and eliminate costly"},{"speaker":"Unknown","startTime":856.47,"endTime":856.8900000000001,"body":"rework,"},{"speaker":"Unknown","startTime":857.6700000000001,"endTime":861.9300000000001,"body":"validate before you fabricate."},{"speaker":"Unknown","startTime":857.6700000000001,"endTime":861.9300000000001,"body":"Symutek group helps you simulate"},{"speaker":"Unknown","startTime":861.9300000000001,"endTime":866.03,"body":"thermal stress, vibration, fluid"},{"speaker":"Unknown","startTime":861.9300000000001,"endTime":866.03,"body":"flow, electronics, cooling,"},{"speaker":"Unknown","startTime":866.21,"endTime":868.4300000000001,"body":"electromagnetic performance, you"},{"speaker":"Unknown","startTime":866.21,"endTime":868.4300000000001,"body":"name it,"},{"speaker":"Unknown","startTime":869.03,"endTime":873.1700000000001,"body":"whether you're an automotive,"},{"speaker":"Unknown","startTime":869.03,"endTime":873.1700000000001,"body":"aerospace, energy, industrial"},{"speaker":"Unknown","startTime":873.1700000000001,"endTime":876.29,"body":"automation or the next big"},{"speaker":"Unknown","startTime":873.1700000000001,"endTime":876.29,"body":"thing. Symutech partners with"},{"speaker":"Unknown","startTime":876.29,"endTime":879.4100000000001,"body":"innovators to deliver simulation"},{"speaker":"Unknown","startTime":876.29,"endTime":879.4100000000001,"body":"driven results that move"},{"speaker":"Unknown","startTime":879.4100000000001,"endTime":883.6099999999999,"body":"products forward, build smarter"},{"speaker":"Unknown","startTime":879.4100000000001,"endTime":883.6099999999999,"body":"machines, launch stronger"},{"speaker":"Unknown","startTime":883.6099999999999,"endTime":887.95,"body":"products, scale faster with"},{"speaker":"Unknown","startTime":883.6099999999999,"endTime":887.95,"body":"simute X simulation support by"},{"speaker":"Unknown","startTime":887.95,"endTime":888.49,"body":"your side,"},{"speaker":"Unknown","startTime":889.0899999999999,"endTime":893.29,"body":"simutech group, your engineering"},{"speaker":"Unknown","startTime":889.0899999999999,"endTime":893.29,"body":"partner in motion, visit"},{"speaker":"Unknown","startTime":893.29,"endTime":896.6500000000001,"body":"simutech group.com and Let's"},{"speaker":"Unknown","startTime":893.29,"endTime":896.6500000000001,"body":"power up your Next design."},{"speaker":"Duann Scott","startTime":900.79,"endTime":907.77,"body":"You know, it's a"},{"speaker":"Duann Scott","startTime":900.79,"endTime":907.77,"body":"file format. It's you young men"},{"speaker":"Duann Scott","startTime":907.77,"endTime":909.6300000000001,"body":"don't dream of creating a"},{"speaker":"Aaron Moncur","startTime":910.71,"endTime":913.71,"body":"file format. No"},{"speaker":"Aaron Moncur","startTime":910.71,"endTime":913.71,"body":"one thinks about this, right?"},{"speaker":"Aaron Moncur","startTime":913.71,"endTime":919.5899999999999,"body":"But it actually is really"},{"speaker":"Aaron Moncur","startTime":913.71,"endTime":919.5899999999999,"body":"important to to the field,"},{"speaker":"Duann Scott","startTime":919.6500000000001,"endTime":922.4100000000001,"body":"yeah, critical."},{"speaker":"Duann Scott","startTime":919.6500000000001,"endTime":922.4100000000001,"body":"It's painfully critical. So in"},{"speaker":"Duann Scott","startTime":922.4100000000001,"endTime":925.6099999999999,"body":"my roles at both Autodesk and"},{"speaker":"Duann Scott","startTime":922.4100000000001,"endTime":925.6099999999999,"body":"shake waste to a certain degree,"},{"speaker":"Duann Scott","startTime":925.6099999999999,"endTime":928.79,"body":"but anthropology, I was working"},{"speaker":"Duann Scott","startTime":925.6099999999999,"endTime":928.79,"body":"on partnerships between software"},{"speaker":"Duann Scott","startTime":928.79,"endTime":932.0899999999999,"body":"and hardware companies, and each"},{"speaker":"Duann Scott","startTime":928.79,"endTime":932.0899999999999,"body":"time we tried to do an"},{"speaker":"Duann Scott","startTime":932.0899999999999,"endTime":936.3499999999999,"body":"integration, it took months of"},{"speaker":"Duann Scott","startTime":932.0899999999999,"endTime":936.3499999999999,"body":"just making sure the plumbing"},{"speaker":"Duann Scott","startTime":936.3499999999999,"endTime":941.45,"body":"would work and we could get data"},{"speaker":"Duann Scott","startTime":936.3499999999999,"endTime":941.45,"body":"from the software to the machine"},{"speaker":"Duann Scott","startTime":941.45,"endTime":944.8299999999999,"body":"and validate that everything"},{"speaker":"Duann Scott","startTime":941.45,"endTime":944.8299999999999,"body":"worked. So. Yeah, and it was the"},{"speaker":"Duann Scott","startTime":944.8299999999999,"endTime":951.3699999999999,"body":"duplication of effort and the"},{"speaker":"Duann Scott","startTime":944.8299999999999,"endTime":951.3699999999999,"body":"small quirks of just decisions"},{"speaker":"Duann Scott","startTime":951.3699999999999,"endTime":955.1500000000001,"body":"that were made 20 years ago,"},{"speaker":"Duann Scott","startTime":951.3699999999999,"endTime":955.1500000000001,"body":"which in additive manufacturing"},{"speaker":"Duann Scott","startTime":955.1500000000001,"endTime":959.05,"body":"is a long time ago, which still"},{"speaker":"Duann Scott","startTime":955.1500000000001,"endTime":959.05,"body":"affect us today in a negative"},{"speaker":"Duann Scott","startTime":959.05,"endTime":965.4300000000001,"body":"way. Just needed to be, needed"},{"speaker":"Duann Scott","startTime":959.05,"endTime":965.4300000000001,"body":"to be overcome. So when I left"},{"speaker":"Duann Scott","startTime":965.4300000000001,"endTime":968.31,"body":"NT a couple years ago, I was"},{"speaker":"Duann Scott","startTime":965.4300000000001,"endTime":968.31,"body":"already sort of involved in the"},{"speaker":"Duann Scott","startTime":968.31,"endTime":971.31,"body":"periphery of the three myth"},{"speaker":"Duann Scott","startTime":968.31,"endTime":971.31,"body":"Consortium, and I sort of"},{"speaker":"Duann Scott","startTime":971.31,"endTime":977.1300000000001,"body":"stepped in to help help, sort of"},{"speaker":"Duann Scott","startTime":971.31,"endTime":977.1300000000001,"body":"with awareness adoption and to"},{"speaker":"Duann Scott","startTime":977.4300000000001,"endTime":980.19,"body":"sort of get things to the next"},{"speaker":"Duann Scott","startTime":977.4300000000001,"endTime":980.19,"body":"level on the political level,"},{"speaker":"Duann Scott","startTime":980.19,"endTime":982.5899999999999,"body":"like I'm not doing anything"},{"speaker":"Duann Scott","startTime":980.19,"endTime":982.5899999999999,"body":"technical, I'm not doing any"},{"speaker":"Duann Scott","startTime":982.5899999999999,"endTime":985.9100000000001,"body":"coding. I'm not telling people"},{"speaker":"Duann Scott","startTime":982.5899999999999,"endTime":985.9100000000001,"body":"how to structure these things,"},{"speaker":"Duann Scott","startTime":985.9100000000001,"endTime":990.29,"body":"because that's not my area. And"},{"speaker":"Duann Scott","startTime":985.9100000000001,"endTime":990.29,"body":"so I just helped to sort of"},{"speaker":"Duann Scott","startTime":990.8299999999999,"endTime":994.01,"body":"connect things and get more"},{"speaker":"Duann Scott","startTime":990.8299999999999,"endTime":994.01,"body":"growth of the adoption of the"},{"speaker":"Duann Scott","startTime":994.01,"endTime":1000.31,"body":"format. And now we also are now"},{"speaker":"Duann Scott","startTime":994.01,"endTime":1000.31,"body":"an ISO standard as of early this"},{"speaker":"Duann Scott","startTime":1000.31,"endTime":1005.79,"body":"year. So now, technically, you"},{"speaker":"Duann Scott","startTime":1000.31,"endTime":1005.79,"body":"know, you can you can rely we've"},{"speaker":"Duann Scott","startTime":1005.79,"endTime":1009.27,"body":"been working this for 10 years,"},{"speaker":"Duann Scott","startTime":1005.79,"endTime":1009.27,"body":"so it's got 10 years of testing,"},{"speaker":"Duann Scott","startTime":1009.69,"endTime":1013.4100000000001,"body":"of validation by a third party,"},{"speaker":"Duann Scott","startTime":1009.69,"endTime":1013.4100000000001,"body":"QA company. So we're not like"},{"speaker":"Duann Scott","startTime":1014.19,"endTime":1017.6700000000001,"body":"and the consortium is from every"},{"speaker":"Duann Scott","startTime":1014.19,"endTime":1017.6700000000001,"body":"major CAD company, software"},{"speaker":"Duann Scott","startTime":1017.6700000000001,"endTime":1020.97,"body":"company and hardware company,"},{"speaker":"Duann Scott","startTime":1017.6700000000001,"endTime":1020.97,"body":"who are usually bitter rivals."},{"speaker":"Duann Scott","startTime":1021.21,"endTime":1023.99,"body":"So you don't usually get the so"},{"speaker":"Duann Scott","startTime":1021.21,"endTime":1023.99,"body":"Siemens at AUDIO DESK, sitting"},{"speaker":"Duann Scott","startTime":1023.99,"endTime":1026.81,"body":"at a table trying to solve"},{"speaker":"Duann Scott","startTime":1023.99,"endTime":1026.81,"body":"problems together. They're more"},{"speaker":"Duann Scott","startTime":1026.81,"endTime":1029.03,"body":"likely to try and make things"},{"speaker":"Duann Scott","startTime":1026.81,"endTime":1029.03,"body":"hard to switch between"},{"speaker":"Duann Scott","startTime":1029.03,"endTime":1033.53,"body":"platforms. And this is a rare"},{"speaker":"Duann Scott","startTime":1029.03,"endTime":1033.53,"body":"occasion where the technical"},{"speaker":"Duann Scott","startTime":1033.53,"endTime":1037.19,"body":"people got to get together and"},{"speaker":"Duann Scott","startTime":1033.53,"endTime":1037.19,"body":"without any sales or senior"},{"speaker":"Duann Scott","startTime":1037.19,"endTime":1039.29,"body":"management people sort of"},{"speaker":"Duann Scott","startTime":1037.19,"endTime":1039.29,"body":"blocking any sort of"},{"speaker":"Duann Scott","startTime":1039.59,"endTime":1043.43,"body":"communication. And we have a"},{"speaker":"Duann Scott","startTime":1039.59,"endTime":1043.43,"body":"data format which works to"},{"speaker":"Duann Scott","startTime":1043.43,"endTime":1046.81,"body":"communicate more than just"},{"speaker":"Duann Scott","startTime":1043.43,"endTime":1046.81,"body":"geometry in a very efficient"},{"speaker":"Duann Scott","startTime":1046.81,"endTime":1047.05,"body":"manner."},{"speaker":"Aaron Moncur","startTime":1047.17,"endTime":1049.51,"body":"You mentioned"},{"speaker":"Aaron Moncur","startTime":1047.17,"endTime":1049.51,"body":"this. This is a rare situation."},{"speaker":"Aaron Moncur","startTime":1049.51,"endTime":1052.75,"body":"Why do you think it is that"},{"speaker":"Aaron Moncur","startTime":1049.51,"endTime":1052.75,"body":"technical professionals from"},{"speaker":"Aaron Moncur","startTime":1052.75,"endTime":1055.63,"body":"these different entities,"},{"speaker":"Aaron Moncur","startTime":1052.75,"endTime":1055.63,"body":"different companies agreed to"},{"speaker":"Aaron Moncur","startTime":1055.81,"endTime":1057.85,"body":"get together and collaborate on"},{"speaker":"Aaron Moncur","startTime":1055.81,"endTime":1057.85,"body":"this?"},{"speaker":"Duann Scott","startTime":1058.21,"endTime":1062.53,"body":"Microsoft produced"},{"speaker":"Duann Scott","startTime":1058.21,"endTime":1062.53,"body":"FOMO, so when there was the hype"},{"speaker":"Duann Scott","startTime":1062.53,"endTime":1067.17,"body":"of 3d printing taking over the"},{"speaker":"Duann Scott","startTime":1062.53,"endTime":1067.17,"body":"world, Microsoft looked at how"},{"speaker":"Duann Scott","startTime":1067.17,"endTime":1071.91,"body":"it's going to be adopted, and"},{"speaker":"Duann Scott","startTime":1067.17,"endTime":1071.91,"body":"saw the sto format and the other"},{"speaker":"Duann Scott","startTime":1071.91,"endTime":1075.15,"body":"formats were under development,"},{"speaker":"Duann Scott","startTime":1071.91,"endTime":1075.15,"body":"sort of in the space, and said,"},{"speaker":"Duann Scott","startTime":1075.15,"endTime":1077.97,"body":"this will not do. This will not"},{"speaker":"Duann Scott","startTime":1075.15,"endTime":1077.97,"body":"work. We need a robust format"},{"speaker":"Duann Scott","startTime":1077.97,"endTime":1080.8500000000001,"body":"which is human readable and"},{"speaker":"Duann Scott","startTime":1077.97,"endTime":1080.8500000000001,"body":"extensible so we can do"},{"speaker":"Duann Scott","startTime":1080.8500000000001,"endTime":1083.91,"body":"everything that's required for"},{"speaker":"Duann Scott","startTime":1080.8500000000001,"endTime":1083.91,"body":"additive manufacturing to bring"},{"speaker":"Duann Scott","startTime":1083.91,"endTime":1087.8300000000002,"body":"it into mainstream. And once"},{"speaker":"Duann Scott","startTime":1083.91,"endTime":1087.8300000000002,"body":"they sort of said they were"},{"speaker":"Duann Scott","startTime":1087.8300000000002,"endTime":1092.63,"body":"working on this, then, you know,"},{"speaker":"Duann Scott","startTime":1087.8300000000002,"endTime":1092.63,"body":"Microsoft has an operating"},{"speaker":"Duann Scott","startTime":1092.63,"endTime":1096.3500000000001,"body":"system. Every CAD platform runs"},{"speaker":"Duann Scott","startTime":1092.63,"endTime":1096.3500000000001,"body":"on Microsoft, pretty much,"},{"speaker":"Duann Scott","startTime":1096.65,"endTime":1100.19,"body":"unless you're doing a server"},{"speaker":"Duann Scott","startTime":1096.65,"endTime":1100.19,"body":"based on Linux. But, you know,"},{"speaker":"Duann Scott","startTime":1100.19,"endTime":1103.91,"body":"every engineer has got a got a"},{"speaker":"Duann Scott","startTime":1100.19,"endTime":1103.91,"body":"PC, not a Mac, because this is"},{"speaker":"Duann Scott","startTime":1103.91,"endTime":1106.5140000000001,"body":"where the software is. So when"},{"speaker":"Duann Scott","startTime":1103.91,"endTime":1106.5140000000001,"body":"they said we're working on this,"},{"speaker":"Duann Scott","startTime":1107.114,"endTime":1110.174,"body":"all the cloud packages said,"},{"speaker":"Duann Scott","startTime":1107.114,"endTime":1110.174,"body":"Okay, we'll do what we can to"},{"speaker":"Duann Scott","startTime":1110.174,"endTime":1114.554,"body":"make sure that our systems work"},{"speaker":"Duann Scott","startTime":1110.174,"endTime":1114.554,"body":"with this data format that"},{"speaker":"Duann Scott","startTime":1114.554,"endTime":1119.894,"body":"you're proposing and putting"},{"speaker":"Duann Scott","startTime":1114.554,"endTime":1119.894,"body":"investing in developing."},{"speaker":"Aaron Moncur","startTime":1120.2540000000001,"endTime":1122.654,"body":"So tell us a"},{"speaker":"Aaron Moncur","startTime":1120.2540000000001,"endTime":1122.654,"body":"little bit about the three MF"},{"speaker":"Aaron Moncur","startTime":1122.714,"endTime":1126.45,"body":"file format and how that has"},{"speaker":"Aaron Moncur","startTime":1122.714,"endTime":1126.45,"body":"facilitated standardization"},{"speaker":"Aaron Moncur","startTime":1126.45,"endTime":1128.01,"body":"across additive manufacturing."},{"speaker":"Duann Scott","startTime":1128.01,"endTime":1131.01,"body":"Yeah. Okay, so the"},{"speaker":"Duann Scott","startTime":1128.01,"endTime":1131.01,"body":"core of the math file format is"},{"speaker":"Duann Scott","startTime":1131.01,"endTime":1135.75,"body":"a mesh format, similar to what"},{"speaker":"Duann Scott","startTime":1131.01,"endTime":1135.75,"body":"an STL is, except it's always"},{"speaker":"Duann Scott","startTime":1135.81,"endTime":1138.75,"body":"watertight. It has no you know,"},{"speaker":"Duann Scott","startTime":1135.81,"endTime":1138.75,"body":"you're not going to have an"},{"speaker":"Duann Scott","startTime":1138.75,"endTime":1142.1100000000001,"body":"issue with the mesh not being"},{"speaker":"Duann Scott","startTime":1138.75,"endTime":1142.1100000000001,"body":"solid, so you can't so you can"},{"speaker":"Duann Scott","startTime":1142.1100000000001,"endTime":1146.99,"body":"always print it. It has units,"},{"speaker":"Duann Scott","startTime":1142.1100000000001,"endTime":1146.99,"body":"so you know what size it is. So"},{"speaker":"Duann Scott","startTime":1146.99,"endTime":1149.99,"body":"an STL format has no it's not a"},{"speaker":"Duann Scott","startTime":1146.99,"endTime":1149.99,"body":"millimeter or an inch or a foot"},{"speaker":"Duann Scott","startTime":1149.99,"endTime":1158.03,"body":"or Furlong or a yard, it's just"},{"speaker":"Duann Scott","startTime":1149.99,"endTime":1158.03,"body":"some triangles, and the the it's"},{"speaker":"Duann Scott","startTime":1158.0900000000001,"endTime":1161.27,"body":"more efficient because the"},{"speaker":"Duann Scott","startTime":1158.0900000000001,"endTime":1161.27,"body":"vertices are counted once,"},{"speaker":"Duann Scott","startTime":1161.27,"endTime":1165.79,"body":"instead of three times as as the"},{"speaker":"Duann Scott","startTime":1161.27,"endTime":1165.79,"body":"STL is. So the base is just a"},{"speaker":"Duann Scott","startTime":1165.79,"endTime":1170.05,"body":"way more efficient way of"},{"speaker":"Duann Scott","startTime":1165.79,"endTime":1170.05,"body":"communicating the surface of an"},{"speaker":"Duann Scott","startTime":1170.05,"endTime":1174.73,"body":"object. But then we have"},{"speaker":"Duann Scott","startTime":1170.05,"endTime":1174.73,"body":"extensions for the production"},{"speaker":"Duann Scott","startTime":1174.73,"endTime":1179.3500000000001,"body":"process, for materials, for"},{"speaker":"Duann Scott","startTime":1174.73,"endTime":1179.3500000000001,"body":"slicing, for beam lattices, for"},{"speaker":"Duann Scott","startTime":1179.3500000000001,"endTime":1184.95,"body":"lattice structures, for implicit"},{"speaker":"Duann Scott","startTime":1179.3500000000001,"endTime":1184.95,"body":"for volume stacks, as in the"},{"speaker":"Duann Scott","startTime":1184.95,"endTime":1188.73,"body":"bitmap stack for volumetric,"},{"speaker":"Duann Scott","startTime":1184.95,"endTime":1188.73,"body":"free printing. So there's this"},{"speaker":"Duann Scott","startTime":1188.73,"endTime":1191.67,"body":"way more data that you can"},{"speaker":"Duann Scott","startTime":1188.73,"endTime":1191.67,"body":"encapsulate and communicate in"},{"speaker":"Duann Scott","startTime":1191.67,"endTime":1193.71,"body":"the file format without"},{"speaker":"Duann Scott","startTime":1191.67,"endTime":1193.71,"body":"increasing the size much"},{"speaker":"Duann Scott","startTime":1193.71,"endTime":1199.77,"body":"depending on the flavor you're"},{"speaker":"Duann Scott","startTime":1193.71,"endTime":1199.77,"body":"using. So companies as diverse"},{"speaker":"Duann Scott","startTime":1200.01,"endTime":1205.0700000000002,"body":"as HP and bamboo labs use"},{"speaker":"Duann Scott","startTime":1200.01,"endTime":1205.0700000000002,"body":"streamf as a container for their"},{"speaker":"Duann Scott","startTime":1205.0700000000002,"endTime":1208.25,"body":"entire build information, not"},{"speaker":"Duann Scott","startTime":1205.0700000000002,"endTime":1208.25,"body":"just the geometry, but all the"},{"speaker":"Duann Scott","startTime":1208.25,"endTime":1211.19,"body":"parts within it, all the"},{"speaker":"Duann Scott","startTime":1208.25,"endTime":1211.19,"body":"material specifications, all the"},{"speaker":"Duann Scott","startTime":1211.19,"endTime":1215.27,"body":"machine specifications, and then"},{"speaker":"Duann Scott","startTime":1211.19,"endTime":1215.27,"body":"any other metadata around the"},{"speaker":"Duann Scott","startTime":1215.63,"endTime":1219.95,"body":"user's information, if it's a"},{"speaker":"Duann Scott","startTime":1215.63,"endTime":1219.95,"body":"service bureau, is all embedded"},{"speaker":"Duann Scott","startTime":1219.95,"endTime":1225.0700000000002,"body":"in this one format. So it's it's"},{"speaker":"Duann Scott","startTime":1219.95,"endTime":1225.0700000000002,"body":"very robust and powerful."},{"speaker":"Aaron Moncur","startTime":1225.73,"endTime":1229.27,"body":"I just purchased a"},{"speaker":"Aaron Moncur","startTime":1225.73,"endTime":1229.27,"body":"bamboo lab machine, and I'm very"},{"speaker":"Aaron Moncur","startTime":1229.27,"endTime":1231.91,"body":"happy with it. It was cool,"},{"speaker":"Aaron Moncur","startTime":1229.27,"endTime":1231.91,"body":"interesting to hear you talking"},{"speaker":"Aaron Moncur","startTime":1231.91,"endTime":1236.3500000000001,"body":"about about that. So STL, you"},{"speaker":"Aaron Moncur","startTime":1231.91,"endTime":1236.3500000000001,"body":"mentioned, right? I mean, that's"},{"speaker":"Aaron Moncur","startTime":1278.22,"endTime":1281.6399999999999,"body":"ubiquitous. STL is like, it's"},{"speaker":"Aaron Moncur","startTime":1278.22,"endTime":1281.6399999999999,"body":"everywhere. It seems like, in"},{"speaker":"Aaron Moncur","startTime":1281.6399999999999,"endTime":1284.46,"body":"the world of Urdu printing,"},{"speaker":"Aaron Moncur","startTime":1281.6399999999999,"endTime":1284.46,"body":"additive manufacturing, are"},{"speaker":"Aaron Moncur","startTime":1284.46,"endTime":1289.8799999999999,"body":"there indications? That three MF"},{"speaker":"Aaron Moncur","startTime":1284.46,"endTime":1289.8799999999999,"body":"is at some point gonna overtake"},{"speaker":"Aaron Moncur","startTime":1289.8799999999999,"endTime":1291.26,"body":"STL file formats."},{"speaker":"Duann Scott","startTime":1291.98,"endTime":1296.36,"body":"I know human nature"},{"speaker":"Duann Scott","startTime":1291.98,"endTime":1296.36,"body":"is is deeply flawed, so we never"},{"speaker":"Duann Scott","startTime":1296.36,"endTime":1299.48,"body":"know what people are going to"},{"speaker":"Duann Scott","startTime":1296.36,"endTime":1299.48,"body":"do, but I think the as the"},{"speaker":"Duann Scott","startTime":1299.48,"endTime":1301.7,"body":"younger generation who are"},{"speaker":"Duann Scott","startTime":1299.48,"endTime":1301.7,"body":"growing up with the Babu lab"},{"speaker":"Duann Scott","startTime":1301.7,"endTime":1304.52,"body":"default to three MF now, because"},{"speaker":"Duann Scott","startTime":1301.7,"endTime":1304.52,"body":"that's what they are growing up"},{"speaker":"Duann Scott","startTime":1304.52,"endTime":1308.56,"body":"with it from school, yeah, and"},{"speaker":"Duann Scott","startTime":1304.52,"endTime":1308.56,"body":"it's just this, the file is a"},{"speaker":"Duann Scott","startTime":1308.56,"endTime":1312.8799999999999,"body":"third the size. So, you know, I"},{"speaker":"Duann Scott","startTime":1308.56,"endTime":1312.8799999999999,"body":"know we have infinite hard drive"},{"speaker":"Duann Scott","startTime":1312.8799999999999,"endTime":1317.02,"body":"space in theory, but we don't."},{"speaker":"Duann Scott","startTime":1312.8799999999999,"endTime":1317.02,"body":"And if you're sending stuff to a"},{"speaker":"Duann Scott","startTime":1317.02,"endTime":1322.54,"body":"service bureau to get printed or"},{"speaker":"Duann Scott","startTime":1317.02,"endTime":1322.54,"body":"stored or shared, if you're"},{"speaker":"Duann Scott","startTime":1322.54,"endTime":1327.1799999999998,"body":"sending it as an STL files, it's"},{"speaker":"Duann Scott","startTime":1322.54,"endTime":1327.1799999999998,"body":"three times the size, you know,"},{"speaker":"Duann Scott","startTime":1327.1799999999998,"endTime":1330.4199999999998,"body":"you kind of swing into service"},{"speaker":"Duann Scott","startTime":1327.1799999999998,"endTime":1330.4199999999998,"body":"to everybody involved, to have"},{"speaker":"Duann Scott","startTime":1330.4199999999998,"endTime":1334.02,"body":"such a bloated format when"},{"speaker":"Duann Scott","startTime":1330.4199999999998,"endTime":1334.02,"body":"that's just the basic thing, you"},{"speaker":"Duann Scott","startTime":1334.02,"endTime":1338.6399999999999,"body":"know? So I think that as as the"},{"speaker":"Duann Scott","startTime":1334.02,"endTime":1338.6399999999999,"body":"as the kids come up, and they'll"},{"speaker":"Duann Scott","startTime":1338.6399999999999,"endTime":1341.28,"body":"default to three math, it'll"},{"speaker":"Duann Scott","startTime":1338.6399999999999,"endTime":1341.28,"body":"slowly become this archaic"},{"speaker":"Duann Scott","startTime":1341.28,"endTime":1344.52,"body":"thing, and someone out there"},{"speaker":"Duann Scott","startTime":1341.28,"endTime":1344.52,"body":"will try and defend it as as"},{"speaker":"Duann Scott","startTime":1344.52,"endTime":1346.76,"body":"still, as being superior,"},{"speaker":"Duann Scott","startTime":1344.52,"endTime":1346.76,"body":"because that's what they grew up"},{"speaker":"Duann Scott","startTime":1346.76,"endTime":1350.12,"body":"with. But there's no real reason"},{"speaker":"Duann Scott","startTime":1346.76,"endTime":1350.12,"body":"to be using it anymore unless"},{"speaker":"Duann Scott","startTime":1350.12,"endTime":1352.76,"body":"the software is also archaic. It"},{"speaker":"Duann Scott","startTime":1350.12,"endTime":1352.76,"body":"doesn't support three MF,"},{"speaker":"Aaron Moncur","startTime":1353.4199999999998,"endTime":1357.44,"body":"yeah, okay, all"},{"speaker":"Aaron Moncur","startTime":1353.4199999999998,"endTime":1357.44,"body":"right, going back to"},{"speaker":"Aaron Moncur","startTime":1357.44,"endTime":1361.6399999999999,"body":"computational design for a"},{"speaker":"Aaron Moncur","startTime":1357.44,"endTime":1361.6399999999999,"body":"moment here, and thinking about"},{"speaker":"Aaron Moncur","startTime":1361.6399999999999,"endTime":1364.58,"body":"traditional manufacturing"},{"speaker":"Aaron Moncur","startTime":1361.6399999999999,"endTime":1364.58,"body":"processes like injection"},{"speaker":"Aaron Moncur","startTime":1364.58,"endTime":1369.28,"body":"molding, you know, casting"},{"speaker":"Aaron Moncur","startTime":1364.58,"endTime":1369.28,"body":"things like that is there, are"},{"speaker":"Aaron Moncur","startTime":1369.28,"endTime":1373.12,"body":"there a lot of use cases? A lot"},{"speaker":"Aaron Moncur","startTime":1369.28,"endTime":1373.12,"body":"of people listening to this"},{"speaker":"Aaron Moncur","startTime":1373.12,"endTime":1377.02,"body":"podcast, they're, uh, they're"},{"speaker":"Aaron Moncur","startTime":1373.12,"endTime":1377.02,"body":"using these very traditional"},{"speaker":"Aaron Moncur","startTime":1377.02,"endTime":1379.96,"body":"manufacturing processes,"},{"speaker":"Aaron Moncur","startTime":1377.02,"endTime":1379.96,"body":"injection molding and CNC and"},{"speaker":"Aaron Moncur","startTime":1379.96,"endTime":1383.62,"body":"casting and whatnot. What? What"},{"speaker":"Aaron Moncur","startTime":1379.96,"endTime":1383.62,"body":"are the use cases for those"},{"speaker":"Aaron Moncur","startTime":1383.62,"endTime":1386.6399999999999,"body":"kinds of processes, with"},{"speaker":"Aaron Moncur","startTime":1383.62,"endTime":1386.6399999999999,"body":"computational design,"},{"speaker":"Aaron Moncur","startTime":1391.74,"endTime":1396.4199999999998,"body":"the product development expo or"},{"speaker":"Aaron Moncur","startTime":1391.74,"endTime":1396.4199999999998,"body":"PDX is your chance to learn from"},{"speaker":"Aaron Moncur","startTime":1396.4199999999998,"endTime":1399.6,"body":"subject matter experts,"},{"speaker":"Aaron Moncur","startTime":1396.4199999999998,"endTime":1399.6,"body":"providing practical hands on"},{"speaker":"Aaron Moncur","startTime":1399.6,"endTime":1403.6799999999998,"body":"training for dozens of different"},{"speaker":"Aaron Moncur","startTime":1399.6,"endTime":1403.6799999999998,"body":"engineering topics, Gd and T"},{"speaker":"Aaron Moncur","startTime":1404.1,"endTime":1407.6,"body":"advanced surface modeling, DFM,"},{"speaker":"Aaron Moncur","startTime":1404.1,"endTime":1407.6,"body":"plating and finishing"},{"speaker":"Aaron Moncur","startTime":1407.6,"endTime":1411.02,"body":"techniques, programming robots,"},{"speaker":"Aaron Moncur","startTime":1407.6,"endTime":1411.02,"body":"adhesive, dispensing,"},{"speaker":"Aaron Moncur","startTime":1411.08,"endTime":1415.6399999999999,"body":"prototyping, tips and tricks and"},{"speaker":"Aaron Moncur","startTime":1411.08,"endTime":1415.6399999999999,"body":"lots more. PDX happens October,"},{"speaker":"Aaron Moncur","startTime":1415.7,"endTime":1422.06,"body":"21 and 22nd in Phoenix, Arizona."},{"speaker":"Aaron Moncur","startTime":1415.7,"endTime":1422.06,"body":"Learn more at PD Expo. Dot"},{"speaker":"Aaron Moncur","startTime":1422.06,"endTime":1427.96,"body":"engineer, that's p, d, e, x, p,"},{"speaker":"Aaron Moncur","startTime":1422.06,"endTime":1427.96,"body":"O, dot engineer,"},{"speaker":"Duann Scott","startTime":1431.86,"endTime":1437.26,"body":"you you so the the"},{"speaker":"Duann Scott","startTime":1431.86,"endTime":1437.26,"body":"ideal situation is you increase"},{"speaker":"Duann Scott","startTime":1438.1599999999999,"endTime":1441.6399999999999,"body":"the performance of the part"},{"speaker":"Duann Scott","startTime":1438.1599999999999,"endTime":1441.6399999999999,"body":"you've designed using this"},{"speaker":"Duann Scott","startTime":1441.6399999999999,"endTime":1443.9199999999998,"body":"process and the manufacturing"},{"speaker":"Duann Scott","startTime":1441.6399999999999,"endTime":1443.9199999999998,"body":"you optimize for the"},{"speaker":"Duann Scott","startTime":1443.9199999999998,"endTime":1447.06,"body":"manufacturing Process"},{"speaker":"Duann Scott","startTime":1443.9199999999998,"endTime":1447.06,"body":"simultaneously, so you could"},{"speaker":"Duann Scott","startTime":1447.06,"endTime":1451.56,"body":"have rules in the design process"},{"speaker":"Duann Scott","startTime":1447.06,"endTime":1451.56,"body":"about wall thicknesses. And"},{"speaker":"Duann Scott","startTime":1451.56,"endTime":1455.82,"body":"like, if you're doing injection"},{"speaker":"Duann Scott","startTime":1451.56,"endTime":1455.82,"body":"molded parts, you can optimize"},{"speaker":"Duann Scott","startTime":1455.82,"endTime":1457.9199999999998,"body":"both the design of the part and"},{"speaker":"Duann Scott","startTime":1455.82,"endTime":1457.9199999999998,"body":"design of the mold"},{"speaker":"Duann Scott","startTime":1457.9199999999998,"endTime":1462.4199999999998,"body":"simultaneously. And so if you"},{"speaker":"Duann Scott","startTime":1457.9199999999998,"endTime":1462.4199999999998,"body":"change sort of one requirement,"},{"speaker":"Duann Scott","startTime":1462.4199999999998,"endTime":1467.1799999999998,"body":"like a material change or or a"},{"speaker":"Duann Scott","startTime":1462.4199999999998,"endTime":1467.1799999999998,"body":"ejector pin change the design."},{"speaker":"Duann Scott","startTime":1467.1799999999998,"endTime":1471.2,"body":"Could modify with it, sort of"},{"speaker":"Duann Scott","startTime":1467.1799999999998,"endTime":1471.2,"body":"automatically. And you could do"},{"speaker":"Duann Scott","startTime":1471.2,"endTime":1475.22,"body":"a trade off. You could you could"},{"speaker":"Duann Scott","startTime":1471.2,"endTime":1475.22,"body":"do like simulation of using"},{"speaker":"Duann Scott","startTime":1475.28,"endTime":1477.9199999999998,"body":"machine learning would be the"},{"speaker":"Duann Scott","startTime":1475.28,"endTime":1477.9199999999998,"body":"ideal way to do it, but you"},{"speaker":"Duann Scott","startTime":1478.22,"endTime":1482.6,"body":"could do a simulation of sort of"},{"speaker":"Duann Scott","startTime":1478.22,"endTime":1482.6,"body":"100 different variations upon"},{"speaker":"Duann Scott","startTime":1482.6,"endTime":1485.4199999999998,"body":"the same design and find the one"},{"speaker":"Duann Scott","startTime":1482.6,"endTime":1485.4199999999998,"body":"which has the best trade off"},{"speaker":"Duann Scott","startTime":1485.4199999999998,"endTime":1489.34,"body":"between manufacturing, time"},{"speaker":"Duann Scott","startTime":1485.4199999999998,"endTime":1489.34,"body":"costs and performance"},{"speaker":"Duann Scott","startTime":1489.34,"endTime":1493.8999999999999,"body":"simultaneously. So we're seeing"},{"speaker":"Duann Scott","startTime":1489.34,"endTime":1493.8999999999999,"body":"that we had a company called"},{"speaker":"Duann Scott","startTime":1493.96,"endTime":1497.98,"body":"from us who kind of manufacture"},{"speaker":"Duann Scott","startTime":1493.96,"endTime":1497.98,"body":"a lot of the again, going to"},{"speaker":"Duann Scott","startTime":1497.98,"endTime":1502.06,"body":"footwear. Major footwear"},{"speaker":"Duann Scott","startTime":1497.98,"endTime":1502.06,"body":"companies shoes in in Asia."},{"speaker":"Duann Scott","startTime":1502.54,"endTime":1505.8999999999999,"body":"They're using computational"},{"speaker":"Duann Scott","startTime":1502.54,"endTime":1505.8999999999999,"body":"design to both guide the design"},{"speaker":"Duann Scott","startTime":1505.8999999999999,"endTime":1509.94,"body":"of the the shoes themselves, the"},{"speaker":"Duann Scott","startTime":1505.8999999999999,"endTime":1509.94,"body":"performance, as well as the"},{"speaker":"Duann Scott","startTime":1509.94,"endTime":1515.94,"body":"molds. So sort of using"},{"speaker":"Duann Scott","startTime":1509.94,"endTime":1515.94,"body":"simulation and ladder structures"},{"speaker":"Duann Scott","startTime":1515.94,"endTime":1519.78,"body":"for formal cooling of the mold"},{"speaker":"Duann Scott","startTime":1515.94,"endTime":1519.78,"body":"to sort of decrease the cycle"},{"speaker":"Duann Scott","startTime":1519.78,"endTime":1524.7,"body":"time, so it's not 3d printing is"},{"speaker":"Duann Scott","startTime":1519.78,"endTime":1524.7,"body":"sort of leading the way in some"},{"speaker":"Duann Scott","startTime":1524.7,"endTime":1527.96,"body":"areas, because it's such a"},{"speaker":"Duann Scott","startTime":1524.7,"endTime":1527.96,"body":"gnarly problem and such an"},{"speaker":"Duann Scott","startTime":1527.96,"endTime":1531.6799999999998,"body":"expensive process that to make"},{"speaker":"Duann Scott","startTime":1527.96,"endTime":1531.6799999999998,"body":"it worthwhile, you need to sort"},{"speaker":"Duann Scott","startTime":1531.6799999999998,"endTime":1534.1399999999999,"body":"of optimize for the design. And"},{"speaker":"Duann Scott","startTime":1531.6799999999998,"endTime":1534.1399999999999,"body":"not everyone knows how to do"},{"speaker":"Duann Scott","startTime":1534.1399999999999,"endTime":1536.78,"body":"that yet, so this is a way to"},{"speaker":"Duann Scott","startTime":1534.1399999999999,"endTime":1536.78,"body":"sort of speed up that process."},{"speaker":"Duann Scott","startTime":1537.6799999999998,"endTime":1542.0,"body":"But we're seeing companies just"},{"speaker":"Duann Scott","startTime":1537.6799999999998,"endTime":1542.0,"body":"like this, so using this for"},{"speaker":"Duann Scott","startTime":1543.08,"endTime":1549.04,"body":"sheet bending and, yeah, and"},{"speaker":"Duann Scott","startTime":1543.08,"endTime":1549.04,"body":"machining and milling. So it's"},{"speaker":"Duann Scott","startTime":1549.04,"endTime":1550.54,"body":"not just attitude. For sure,"},{"speaker":"Aaron Moncur","startTime":1551.26,"endTime":1553.84,"body":"you mentioned the"},{"speaker":"Aaron Moncur","startTime":1551.26,"endTime":1553.84,"body":"phrase design for performance."},{"speaker":"Aaron Moncur","startTime":1553.84,"endTime":1557.08,"body":"What's the difference between"},{"speaker":"Aaron Moncur","startTime":1553.84,"endTime":1557.08,"body":"design for performance and"},{"speaker":"Aaron Moncur","startTime":1557.08,"endTime":1559.96,"body":"design for you know, insert your"},{"speaker":"Aaron Moncur","startTime":1557.08,"endTime":1559.96,"body":"favorite traditional"},{"speaker":"Aaron Moncur","startTime":1559.96,"endTime":1561.34,"body":"manufacturing process."},{"speaker":"Duann Scott","startTime":1561.82,"endTime":1563.74,"body":"Oh, this"},{"speaker":"Duann Scott","startTime":1561.82,"endTime":1563.74,"body":"performance of the part after"},{"speaker":"Duann Scott","startTime":1563.74,"endTime":1566.58,"body":"you've manufactured it. So"},{"speaker":"Duann Scott","startTime":1563.74,"endTime":1566.58,"body":"you're optimizing for how it,"},{"speaker":"Duann Scott","startTime":1566.7,"endTime":1570.4199999999998,"body":"how it how it performs in the"},{"speaker":"Duann Scott","startTime":1566.7,"endTime":1570.4199999999998,"body":"world, whether it's, you know, a"},{"speaker":"Duann Scott","startTime":1571.2,"endTime":1576.48,"body":"mechanical response, whether"},{"speaker":"Duann Scott","startTime":1571.2,"endTime":1576.48,"body":"it's a like ensuring that it has"},{"speaker":"Duann Scott","startTime":1576.48,"endTime":1579.1799999999998,"body":"an ecological, right sort of"},{"speaker":"Duann Scott","startTime":1576.48,"endTime":1579.1799999999998,"body":"ecological footprint. So the"},{"speaker":"Duann Scott","startTime":1579.1799999999998,"endTime":1583.1399999999999,"body":"performance can be any objective"},{"speaker":"Duann Scott","startTime":1579.1799999999998,"endTime":1583.1399999999999,"body":"you have, the lifetime of the"},{"speaker":"Duann Scott","startTime":1583.1399999999999,"endTime":1587.78,"body":"product in in use is when. I how"},{"speaker":"Duann Scott","startTime":1583.1399999999999,"endTime":1587.78,"body":"I use that term and then process"},{"speaker":"Duann Scott","startTime":1587.78,"endTime":1591.74,"body":"I think of as a manufacturing"},{"speaker":"Duann Scott","startTime":1587.78,"endTime":1591.74,"body":"process, including any sort of"},{"speaker":"Duann Scott","startTime":1592.1,"endTime":1594.2,"body":"post production inspection."},{"speaker":"Aaron Moncur","startTime":1594.9199999999998,"endTime":1597.5,"body":"Yeah, okay. I'm"},{"speaker":"Aaron Moncur","startTime":1594.9199999999998,"endTime":1597.5,"body":"going to take a short break here"},{"speaker":"Aaron Moncur","startTime":1597.56,"endTime":1600.2,"body":"share with everyone that the"},{"speaker":"Aaron Moncur","startTime":1597.56,"endTime":1600.2,"body":"being an engineer podcast is"},{"speaker":"Aaron Moncur","startTime":1600.2,"endTime":1603.1399999999999,"body":"brought to you by pipeline"},{"speaker":"Aaron Moncur","startTime":1600.2,"endTime":1603.1399999999999,"body":"design and engineering, where we"},{"speaker":"Aaron Moncur","startTime":1603.1399999999999,"endTime":1606.1599999999999,"body":"don't design pipelines, but we"},{"speaker":"Aaron Moncur","startTime":1603.1399999999999,"endTime":1606.1599999999999,"body":"do help companies develop"},{"speaker":"Aaron Moncur","startTime":1606.1599999999999,"endTime":1609.52,"body":"advanced manufacturing"},{"speaker":"Aaron Moncur","startTime":1606.1599999999999,"endTime":1609.52,"body":"processes, automated machines"},{"speaker":"Aaron Moncur","startTime":1609.52,"endTime":1612.82,"body":"and custom fixtures,"},{"speaker":"Aaron Moncur","startTime":1609.52,"endTime":1612.82,"body":"complemented with product design"},{"speaker":"Aaron Moncur","startTime":1612.8799999999999,"endTime":1617.9199999999998,"body":"and R D services, Learn more at"},{"speaker":"Aaron Moncur","startTime":1612.8799999999999,"endTime":1617.9199999999998,"body":"Team pipeline.us. The podcast is"},{"speaker":"Aaron Moncur","startTime":1617.9199999999998,"endTime":1621.94,"body":"also sponsored by the wave, an"},{"speaker":"Aaron Moncur","startTime":1617.9199999999998,"endTime":1621.94,"body":"online platform of free tools,"},{"speaker":"Aaron Moncur","startTime":1621.94,"endTime":1625.62,"body":"education and community for"},{"speaker":"Aaron Moncur","startTime":1621.94,"endTime":1625.62,"body":"engineers. Learn more at the"},{"speaker":"Aaron Moncur","startTime":1625.62,"endTime":1629.1,"body":"wave dot engineer, and we are"},{"speaker":"Aaron Moncur","startTime":1625.62,"endTime":1629.1,"body":"privileged to be speaking with"},{"speaker":"Aaron Moncur","startTime":1629.1,"endTime":1634.26,"body":"Dwan Scott today. So Dwan, let's"},{"speaker":"Aaron Moncur","startTime":1629.1,"endTime":1634.26,"body":"talk a little bit about AI,"},{"speaker":"Aaron Moncur","startTime":1634.26,"endTime":1638.34,"body":"which everyone is talking about."},{"speaker":"Aaron Moncur","startTime":1634.26,"endTime":1638.34,"body":"But how is AI starting to"},{"speaker":"Aaron Moncur","startTime":1638.34,"endTime":1641.34,"body":"influence computational design,"},{"speaker":"Aaron Moncur","startTime":1638.34,"endTime":1641.34,"body":"and where do you think it's"},{"speaker":"Aaron Moncur","startTime":1641.34,"endTime":1643.08,"body":"going in the next few years?"},{"speaker":"Duann Scott","startTime":1643.1989999999998,"endTime":1645.6789999999999,"body":"I think it's the"},{"speaker":"Duann Scott","startTime":1643.1989999999998,"endTime":1645.6789999999999,"body":"other way around. I think of"},{"speaker":"Duann Scott","startTime":1646.219,"endTime":1652.759,"body":"computational design as building"},{"speaker":"Duann Scott","startTime":1646.219,"endTime":1652.759,"body":"the data platform for AI and"},{"speaker":"Duann Scott","startTime":1652.759,"endTime":1655.339,"body":"machine learning. So AI and"},{"speaker":"Duann Scott","startTime":1652.759,"endTime":1655.339,"body":"machine learning is only as good"},{"speaker":"Duann Scott","startTime":1655.339,"endTime":1659.539,"body":"as the data you're feeding into"},{"speaker":"Duann Scott","startTime":1655.339,"endTime":1659.539,"body":"it if you feed it images of"},{"speaker":"Duann Scott","startTime":1659.599,"endTime":1668.379,"body":"rabbits and and like game"},{"speaker":"Duann Scott","startTime":1659.599,"endTime":1668.379,"body":"geometry or poorly constructed"},{"speaker":"Duann Scott","startTime":1668.379,"endTime":1671.6789999999999,"body":"CAD that's in a database from"},{"speaker":"Duann Scott","startTime":1668.379,"endTime":1671.6789999999999,"body":"people who have abandoned their"},{"speaker":"Duann Scott","startTime":1671.6789999999999,"endTime":1676.4189999999999,"body":"files because they don't care"},{"speaker":"Duann Scott","startTime":1671.6789999999999,"endTime":1676.4189999999999,"body":"about them. The the results"},{"speaker":"Duann Scott","startTime":1676.4189999999999,"endTime":1682.239,"body":"you'll get from training your AI"},{"speaker":"Duann Scott","startTime":1676.4189999999999,"endTime":1682.239,"body":"or text the CAD system will be"},{"speaker":"Duann Scott","startTime":1682.299,"endTime":1686.1589999999999,"body":"that garbage. So you're not"},{"speaker":"Duann Scott","startTime":1682.299,"endTime":1686.1589999999999,"body":"going to get anything good out"},{"speaker":"Duann Scott","startTime":1686.1589999999999,"endTime":1691.739,"body":"of unstructured, public data,"},{"speaker":"Duann Scott","startTime":1686.1589999999999,"endTime":1691.739,"body":"from what I've seen so far, when"},{"speaker":"Duann Scott","startTime":1691.739,"endTime":1695.339,"body":"you're building a computational"},{"speaker":"Duann Scott","startTime":1691.739,"endTime":1695.339,"body":"design workflow, or even just"},{"speaker":"Duann Scott","startTime":1695.339,"endTime":1698.579,"body":"like you have the mindset of how"},{"speaker":"Duann Scott","startTime":1695.339,"endTime":1698.579,"body":"you're building a computational"},{"speaker":"Duann Scott","startTime":1698.579,"endTime":1701.9389999999999,"body":"design workflow, you're bringing"},{"speaker":"Duann Scott","startTime":1698.579,"endTime":1701.9389999999999,"body":"data together about the"},{"speaker":"Duann Scott","startTime":1702.239,"endTime":1704.819,"body":"performance of A part, the"},{"speaker":"Duann Scott","startTime":1702.239,"endTime":1704.819,"body":"materials, the manufacturing"},{"speaker":"Duann Scott","startTime":1704.819,"endTime":1710.479,"body":"process, costs, like recycling,"},{"speaker":"Duann Scott","startTime":1704.819,"endTime":1710.479,"body":"like all this other information"},{"speaker":"Duann Scott","startTime":1710.479,"endTime":1715.519,"body":"about what you what your design"},{"speaker":"Duann Scott","startTime":1710.479,"endTime":1715.519,"body":"intent is, and what your"},{"speaker":"Duann Scott","startTime":1715.519,"endTime":1718.399,"body":"manufacturing intent is, and"},{"speaker":"Duann Scott","startTime":1715.519,"endTime":1718.399,"body":"then you're using that to make a"},{"speaker":"Duann Scott","startTime":1718.399,"endTime":1722.719,"body":"decision. So once you have all"},{"speaker":"Duann Scott","startTime":1718.399,"endTime":1722.719,"body":"that data sort of that you're"},{"speaker":"Duann Scott","startTime":1722.719,"endTime":1726.879,"body":"using to analyze, you can then"},{"speaker":"Duann Scott","startTime":1722.719,"endTime":1726.879,"body":"use that to train machine"},{"speaker":"Duann Scott","startTime":1726.879,"endTime":1733.059,"body":"learning to then accelerate"},{"speaker":"Duann Scott","startTime":1726.879,"endTime":1733.059,"body":"decision making next time, for"},{"speaker":"Duann Scott","startTime":1733.059,"endTime":1736.6589999999999,"body":"something that's similar, not"},{"speaker":"Duann Scott","startTime":1733.059,"endTime":1736.6589999999999,"body":"for a generalized you can't use"},{"speaker":"Duann Scott","startTime":1736.6589999999999,"endTime":1739.899,"body":"the data you've used to design"},{"speaker":"Duann Scott","startTime":1736.6589999999999,"endTime":1739.899,"body":"the bracket for air conditioner"},{"speaker":"Duann Scott","startTime":1739.899,"endTime":1743.9189999999999,"body":"to then design your jet engine."},{"speaker":"Duann Scott","startTime":1739.899,"endTime":1743.9189999999999,"body":"That is not how things work. So"},{"speaker":"Duann Scott","startTime":1744.099,"endTime":1747.4189999999999,"body":"if you're working in a"},{"speaker":"Duann Scott","startTime":1744.099,"endTime":1747.4189999999999,"body":"particular field, and you've got"},{"speaker":"Duann Scott","startTime":1747.4189999999999,"endTime":1750.899,"body":"similar problems, then the data"},{"speaker":"Duann Scott","startTime":1747.4189999999999,"endTime":1750.899,"body":"you gather during the design"},{"speaker":"Duann Scott","startTime":1750.899,"endTime":1756.239,"body":"process, if done well, can then"},{"speaker":"Duann Scott","startTime":1750.899,"endTime":1756.239,"body":"be used in the future to"},{"speaker":"Duann Scott","startTime":1756.719,"endTime":1760.559,"body":"accelerate the design process,"},{"speaker":"Duann Scott","startTime":1756.719,"endTime":1760.559,"body":"engineering process, not to"},{"speaker":"Duann Scott","startTime":1760.559,"endTime":1764.279,"body":"replace it. You're basically"},{"speaker":"Duann Scott","startTime":1760.559,"endTime":1764.279,"body":"cutting down the cycle time for"},{"speaker":"Duann Scott","startTime":1764.279,"endTime":1768.079,"body":"simulation or for problem"},{"speaker":"Duann Scott","startTime":1764.279,"endTime":1768.079,"body":"solving or for getting opinions"},{"speaker":"Duann Scott","startTime":1768.079,"endTime":1771.799,"body":"from people, because you sort of"},{"speaker":"Duann Scott","startTime":1768.079,"endTime":1771.799,"body":"had those opinions baked into"},{"speaker":"Duann Scott","startTime":1771.799,"endTime":1776.239,"body":"your algorithms, which are then"},{"speaker":"Duann Scott","startTime":1771.799,"endTime":1776.239,"body":"used to, you know, you can then"},{"speaker":"Duann Scott","startTime":1776.779,"endTime":1782.839,"body":"use AI slash machine learning to"},{"speaker":"Duann Scott","startTime":1776.779,"endTime":1782.839,"body":"Give you a down selection of"},{"speaker":"Duann Scott","startTime":1782.899,"endTime":1792.579,"body":"results within the credit curve"},{"speaker":"Duann Scott","startTime":1782.899,"endTime":1792.579,"body":"of results you've done"},{"speaker":"Duann Scott","startTime":1792.579,"endTime":1796.479,"body":"previously. So you can't use it"},{"speaker":"Duann Scott","startTime":1792.579,"endTime":1796.479,"body":"to design something outside of"},{"speaker":"Duann Scott","startTime":1796.479,"endTime":1800.9189999999999,"body":"your known that you can use it"},{"speaker":"Duann Scott","startTime":1796.479,"endTime":1800.9189999999999,"body":"to find a valid solution which"},{"speaker":"Duann Scott","startTime":1800.9189999999999,"endTime":1802.839,"body":"meets your requirements inside"},{"speaker":"Duann Scott","startTime":1800.9189999999999,"endTime":1802.839,"body":"of it."},{"speaker":"Aaron Moncur","startTime":1803.3799999999999,"endTime":1806.1399999999999,"body":"Let's go back to"},{"speaker":"Aaron Moncur","startTime":1803.3799999999999,"endTime":1806.1399999999999,"body":"cdfam for just a moment here."},{"speaker":"Aaron Moncur","startTime":1806.1399999999999,"endTime":1809.3999999999999,"body":"I'm curious to hear a little"},{"speaker":"Aaron Moncur","startTime":1806.1399999999999,"endTime":1809.3999999999999,"body":"more about how you started this,"},{"speaker":"Aaron Moncur","startTime":1809.3999999999999,"endTime":1813.12,"body":"because it's, it's grown over"},{"speaker":"Aaron Moncur","startTime":1809.3999999999999,"endTime":1813.12,"body":"the years, and I think,"},{"speaker":"Aaron Moncur","startTime":1813.4199999999998,"endTime":1816.24,"body":"hopefully I'm not misremembering"},{"speaker":"Aaron Moncur","startTime":1813.4199999999998,"endTime":1816.24,"body":"this, but I think you remember"},{"speaker":"Aaron Moncur","startTime":1816.24,"endTime":1819.6599999999999,"body":"telling me that it's now in the"},{"speaker":"Aaron Moncur","startTime":1816.24,"endTime":1819.6599999999999,"body":"US and European countries. Is"},{"speaker":"Aaron Moncur","startTime":1819.6599999999999,"endTime":1820.3799999999999,"body":"that accurate?"},{"speaker":"Duann Scott","startTime":1820.4389999999999,"endTime":1824.399,"body":"Yeah, I currently"},{"speaker":"Duann Scott","startTime":1820.4389999999999,"endTime":1824.399,"body":"run it twice a year, once in New"},{"speaker":"Duann Scott","startTime":1824.399,"endTime":1828.799,"body":"York and then once in a European"},{"speaker":"Duann Scott","startTime":1824.399,"endTime":1828.799,"body":"city. So it was in Amsterdam"},{"speaker":"Duann Scott","startTime":1828.9189999999999,"endTime":1835.339,"body":"just a month ago now, and then"},{"speaker":"Duann Scott","startTime":1828.9189999999999,"endTime":1835.339,"body":"last year it was in New York and"},{"speaker":"Duann Scott","startTime":1835.339,"endTime":1839.599,"body":"Berlin, and next year it's going"},{"speaker":"Duann Scott","startTime":1835.339,"endTime":1839.599,"body":"to be in Barcelona, New York and"},{"speaker":"Duann Scott","startTime":1839.599,"endTime":1844.1589999999999,"body":"Tokyo. So I'm going to run one"},{"speaker":"Duann Scott","startTime":1839.599,"endTime":1844.1589999999999,"body":"in Asia as well, because people"},{"speaker":"Duann Scott","startTime":1844.579,"endTime":1848.019,"body":"having trouble traveling that"},{"speaker":"Duann Scott","startTime":1844.579,"endTime":1848.019,"body":"far to go to events in Europe,"},{"speaker":"Duann Scott","startTime":1848.019,"endTime":1853.1789999999999,"body":"on us, yeah. So it started"},{"speaker":"Duann Scott","startTime":1848.019,"endTime":1853.1789999999999,"body":"because it was the event I"},{"speaker":"Duann Scott","startTime":1853.1789999999999,"endTime":1859.779,"body":"wanted to go to, yeah. So I've"},{"speaker":"Duann Scott","startTime":1853.1789999999999,"endTime":1859.779,"body":"been, you know, in the design"},{"speaker":"Duann Scott","startTime":1859.779,"endTime":1864.1589999999999,"body":"and 3d printing space for a fair"},{"speaker":"Duann Scott","startTime":1859.779,"endTime":1864.1589999999999,"body":"amount of time. And the events"},{"speaker":"Duann Scott","startTime":1864.1589999999999,"endTime":1868.499,"body":"that I went to were very"},{"speaker":"Duann Scott","startTime":1864.1589999999999,"endTime":1868.499,"body":"machine, material and process"},{"speaker":"Duann Scott","startTime":1868.499,"endTime":1873.359,"body":"focused. There wasn't a lot"},{"speaker":"Duann Scott","startTime":1868.499,"endTime":1873.359,"body":"about design and software. And"},{"speaker":"Duann Scott","startTime":1873.359,"endTime":1878.759,"body":"so, you know, I would present it"},{"speaker":"Duann Scott","startTime":1873.359,"endTime":1878.759,"body":"every conference, typically, and"},{"speaker":"Duann Scott","startTime":1878.759,"endTime":1881.6989999999998,"body":"I would be there on Thursday"},{"speaker":"Duann Scott","startTime":1878.759,"endTime":1881.6989999999998,"body":"afternoon, when everyone else is"},{"speaker":"Duann Scott","startTime":1881.6989999999998,"endTime":1886.639,"body":"the airport talking my talk. And"},{"speaker":"Duann Scott","startTime":1881.6989999999998,"endTime":1886.639,"body":"then, you know, there'd be. Be a"},{"speaker":"Duann Scott","startTime":1886.639,"endTime":1889.579,"body":"few excited people, and then"},{"speaker":"Duann Scott","startTime":1886.639,"endTime":1889.579,"body":"everyone else have left. So I"},{"speaker":"Duann Scott","startTime":1889.579,"endTime":1892.9389999999999,"body":"just want to bring people"},{"speaker":"Duann Scott","startTime":1889.579,"endTime":1892.9389999999999,"body":"together who are excited about"},{"speaker":"Duann Scott","startTime":1892.9389999999999,"endTime":1896.839,"body":"design as I am, so we can sort"},{"speaker":"Duann Scott","startTime":1892.9389999999999,"endTime":1896.839,"body":"of share ideas and learn from"},{"speaker":"Duann Scott","startTime":1896.839,"endTime":1901.579,"body":"each other in a very non salesy,"},{"speaker":"Duann Scott","startTime":1896.839,"endTime":1901.579,"body":"pitchy way, but a very like just"},{"speaker":"Duann Scott","startTime":1901.6989999999998,"endTime":1906.279,"body":"pure knowledge sharing and"},{"speaker":"Duann Scott","startTime":1901.6989999999998,"endTime":1906.279,"body":"networking. Yeah, no,"},{"speaker":"Aaron Moncur","startTime":1907.48,"endTime":1910.84,"body":"this is very"},{"speaker":"Aaron Moncur","startTime":1907.48,"endTime":1910.84,"body":"interesting to me, because I am"},{"speaker":"Aaron Moncur","startTime":1910.84,"endTime":1914.8,"body":"in the middle of developing PDX,"},{"speaker":"Aaron Moncur","startTime":1910.84,"endTime":1914.8,"body":"the product development Expo,"},{"speaker":"Aaron Moncur","startTime":1914.8,"endTime":1917.6799999999998,"body":"which is, is happening for the"},{"speaker":"Aaron Moncur","startTime":1914.8,"endTime":1917.6799999999998,"body":"first well, technically, for the"},{"speaker":"Aaron Moncur","startTime":1917.6799999999998,"endTime":1921.82,"body":"second time, but in the the"},{"speaker":"Aaron Moncur","startTime":1917.6799999999998,"endTime":1921.82,"body":"first real way this October, 21"},{"speaker":"Aaron Moncur","startTime":1922.06,"endTime":1927.3,"body":"and 22nd out here in Phoenix."},{"speaker":"Aaron Moncur","startTime":1922.06,"endTime":1927.3,"body":"And I had the same idea as you,"},{"speaker":"Aaron Moncur","startTime":1927.3,"endTime":1930.36,"body":"which is, this is the event that"},{"speaker":"Aaron Moncur","startTime":1927.3,"endTime":1930.36,"body":"I would like to go to. This is"},{"speaker":"Aaron Moncur","startTime":1930.36,"endTime":1933.48,"body":"the event that I think would be"},{"speaker":"Aaron Moncur","startTime":1930.36,"endTime":1933.48,"body":"fun, and it doesn't exist, so"},{"speaker":"Aaron Moncur","startTime":1933.6599999999999,"endTime":1938.6399999999999,"body":"let's build it. Yeah, it's been"},{"speaker":"Aaron Moncur","startTime":1933.6599999999999,"endTime":1938.6399999999999,"body":"a ton of work, and I've learned"},{"speaker":"Aaron Moncur","startTime":1938.6399999999999,"endTime":1942.6599999999999,"body":"a lot, but very satisfying work."},{"speaker":"Aaron Moncur","startTime":1938.6399999999999,"endTime":1942.6599999999999,"body":"I imagine your experience has"},{"speaker":"Aaron Moncur","startTime":1942.6599999999999,"endTime":1945.62,"body":"been similar. I'm curious what"},{"speaker":"Aaron Moncur","startTime":1942.6599999999999,"endTime":1945.62,"body":"were, what were a few of the"},{"speaker":"Aaron Moncur","startTime":1945.62,"endTime":1949.58,"body":"biggest challenges that you had"},{"speaker":"Aaron Moncur","startTime":1945.62,"endTime":1949.58,"body":"to overcome in the beginning."},{"speaker":"Duann Scott","startTime":1950.1799999999998,"endTime":1953.0,"body":"The beginning was"},{"speaker":"Duann Scott","startTime":1950.1799999999998,"endTime":1953.0,"body":"not knowing whether there was"},{"speaker":"Duann Scott","startTime":1953.0,"endTime":1957.8,"body":"enough people who would be"},{"speaker":"Duann Scott","startTime":1953.0,"endTime":1957.8,"body":"willing to commit their time to"},{"speaker":"Duann Scott","startTime":1957.8,"endTime":1960.2,"body":"come and present, and then"},{"speaker":"Duann Scott","startTime":1957.8,"endTime":1960.2,"body":"whether there's enough people to"},{"speaker":"Duann Scott","startTime":1960.2,"endTime":1963.3799999999999,"body":"come and fill a room to make it"},{"speaker":"Duann Scott","startTime":1960.2,"endTime":1963.3799999999999,"body":"worthwhile for those people to"},{"speaker":"Duann Scott","startTime":1963.56,"endTime":1969.22,"body":"present to. And I was I being in"},{"speaker":"Duann Scott","startTime":1963.56,"endTime":1969.22,"body":"the space for a while, and so"},{"speaker":"Duann Scott","startTime":1969.22,"endTime":1972.3999999999999,"body":"I've had a decent neck with the"},{"speaker":"Duann Scott","startTime":1969.22,"endTime":1972.3999999999999,"body":"people I could call on and ask"},{"speaker":"Duann Scott","startTime":1972.7,"endTime":1976.0,"body":"if they're interested in so we,"},{"speaker":"Duann Scott","startTime":1972.7,"endTime":1976.0,"body":"I got a good program to start"},{"speaker":"Duann Scott","startTime":1976.0,"endTime":1978.58,"body":"off with, with some really"},{"speaker":"Duann Scott","startTime":1976.0,"endTime":1978.58,"body":"exciting speakers. And it was,"},{"speaker":"Duann Scott","startTime":1979.24,"endTime":1982.6599999999999,"body":"you know, it was everything that"},{"speaker":"Duann Scott","startTime":1979.24,"endTime":1982.6599999999999,"body":"I hoped it would be in, that it"},{"speaker":"Duann Scott","startTime":1982.6599999999999,"endTime":1987.12,"body":"was informative and informal and"},{"speaker":"Duann Scott","startTime":1982.6599999999999,"endTime":1987.12,"body":"fun and inspiring, and you know,"},{"speaker":"Duann Scott","startTime":1987.3,"endTime":1992.1599999999999,"body":"both down to very technical"},{"speaker":"Duann Scott","startTime":1987.3,"endTime":1992.1599999999999,"body":"things at material level, up to"},{"speaker":"Duann Scott","startTime":1992.8799999999999,"endTime":1998.04,"body":"conceptual like there were"},{"speaker":"Duann Scott","startTime":1992.8799999999999,"endTime":1998.04,"body":"people who were using AI and"},{"speaker":"Duann Scott","startTime":1998.04,"endTime":2002.48,"body":"machine learning to develop and"},{"speaker":"Duann Scott","startTime":1998.04,"endTime":2002.48,"body":"analyze and sort of rank"},{"speaker":"Duann Scott","startTime":2002.48,"endTime":2006.1,"body":"material performance down at The"},{"speaker":"Duann Scott","startTime":2002.48,"endTime":2006.1,"body":"literally molecular level. And"},{"speaker":"Duann Scott","startTime":2006.1,"endTime":2011.62,"body":"then there was also someone who"},{"speaker":"Duann Scott","startTime":2006.1,"endTime":2011.62,"body":"was working for Yeezy, using"},{"speaker":"Duann Scott","startTime":2011.74,"endTime":2015.58,"body":"large scale robots to screen"},{"speaker":"Duann Scott","startTime":2011.74,"endTime":2015.58,"body":"print mycelium for shoes in a"},{"speaker":"Duann Scott","startTime":2015.58,"endTime":2017.5,"body":"very experimental way, you know,"},{"speaker":"Duann Scott","startTime":2015.58,"endTime":2017.5,"body":"and"},{"speaker":"Aaron Moncur","startTime":2017.5,"endTime":2020.74,"body":"mycelium for"},{"speaker":"Aaron Moncur","startTime":2017.5,"endTime":2020.74,"body":"shoes, I hear about mycelium for"},{"speaker":"Aaron Moncur","startTime":2020.74,"endTime":2023.1399999999999,"body":"mushrooms, I don't context,"},{"speaker":"Aaron Moncur","startTime":2020.74,"endTime":2023.1399999999999,"body":"yeah."},{"speaker":"Duann Scott","startTime":2023.6799999999998,"endTime":2026.94,"body":"So this researcher,"},{"speaker":"Duann Scott","startTime":2023.6799999999998,"endTime":2026.94,"body":"she was from Australia. She"},{"speaker":"Duann Scott","startTime":2027.0,"endTime":2031.1399999999999,"body":"moved to LA to work with Yeezy"},{"speaker":"Duann Scott","startTime":2027.0,"endTime":2031.1399999999999,"body":"now Adidas, and she had done a"},{"speaker":"Duann Scott","startTime":2031.1399999999999,"endTime":2036.6599999999999,"body":"PhD by training a robot to be"},{"speaker":"Duann Scott","startTime":2031.1399999999999,"endTime":2036.6599999999999,"body":"responsive to the growth of"},{"speaker":"Duann Scott","startTime":2036.6599999999999,"endTime":2041.22,"body":"mycelium and feed it to make it"},{"speaker":"Duann Scott","startTime":2036.6599999999999,"endTime":2041.22,"body":"grow in a given form. And then,"},{"speaker":"Duann Scott","startTime":2041.22,"endTime":2044.52,"body":"gosh, yeah, that's crazy, yeah,"},{"speaker":"Duann Scott","startTime":2041.22,"endTime":2044.52,"body":"as well stuff. And that led her"},{"speaker":"Duann Scott","startTime":2044.52,"endTime":2048.56,"body":"to be poached by Adidas to think"},{"speaker":"Duann Scott","startTime":2044.52,"endTime":2048.56,"body":"about how they could rethink"},{"speaker":"Duann Scott","startTime":2049.52,"endTime":2054.26,"body":"footwear and packaging using"},{"speaker":"Duann Scott","startTime":2049.52,"endTime":2054.26,"body":"natural processes, so emergent"},{"speaker":"Duann Scott","startTime":2054.26,"endTime":2057.7400000000002,"body":"forms, so these are on the same"},{"speaker":"Duann Scott","startTime":2054.26,"endTime":2057.7400000000002,"body":"stage. So that's what I was"},{"speaker":"Duann Scott","startTime":2057.7400000000002,"endTime":2062.78,"body":"looking for. This broad ideas"},{"speaker":"Duann Scott","startTime":2057.7400000000002,"endTime":2062.78,"body":"shared, and then how people make"},{"speaker":"Duann Scott","startTime":2062.78,"endTime":2065.12,"body":"the connections between them is"},{"speaker":"Duann Scott","startTime":2062.78,"endTime":2065.12,"body":"what's interesting."},{"speaker":"Aaron Moncur","startTime":2065.12,"endTime":2068.2000000000003,"body":"That's wild. I'm"},{"speaker":"Aaron Moncur","startTime":2065.12,"endTime":2068.2000000000003,"body":"no expert, but my understanding"},{"speaker":"Aaron Moncur","startTime":2068.2000000000003,"endTime":2072.46,"body":"of Mycelium is it's the kind of"},{"speaker":"Aaron Moncur","startTime":2068.2000000000003,"endTime":2072.46,"body":"thread, like interwoven lattice"},{"speaker":"Aaron Moncur","startTime":2072.52,"endTime":2076.96,"body":"structure underneath the ground"},{"speaker":"Aaron Moncur","startTime":2072.52,"endTime":2076.96,"body":"that eventually forms the, you"},{"speaker":"Aaron Moncur","startTime":2076.96,"endTime":2080.62,"body":"know, the fruit mushroom that"},{"speaker":"Aaron Moncur","startTime":2076.96,"endTime":2080.62,"body":"that we see above ground. So"},{"speaker":"Aaron Moncur","startTime":2080.62,"endTime":2084.58,"body":"you're saying training a robot"},{"speaker":"Aaron Moncur","startTime":2080.62,"endTime":2084.58,"body":"to feed that mycelium in a way"},{"speaker":"Aaron Moncur","startTime":2084.82,"endTime":2088.14,"body":"that it grows into a very"},{"speaker":"Aaron Moncur","startTime":2084.82,"endTime":2088.14,"body":"specific, intentional shape,"},{"speaker":"Aaron Moncur","startTime":2088.14,"endTime":2090.6,"body":"like a shoe sole or something"},{"speaker":"Aaron Moncur","startTime":2088.14,"endTime":2090.6,"body":"like that."},{"speaker":"Duann Scott","startTime":2090.6,"endTime":2093.12,"body":"She was doing it"},{"speaker":"Duann Scott","startTime":2090.6,"endTime":2093.12,"body":"into an emergent shape. So it"},{"speaker":"Duann Scott","startTime":2093.12,"endTime":2095.94,"body":"was like, it was like an"},{"speaker":"Duann Scott","startTime":2093.12,"endTime":2095.94,"body":"interaction. So this robot took"},{"speaker":"Duann Scott","startTime":2095.94,"endTime":2099.54,"body":"like, two months to grow this"},{"speaker":"Duann Scott","startTime":2095.94,"endTime":2099.54,"body":"mycelium. So it was slowly"},{"speaker":"Duann Scott","startTime":2099.54,"endTime":2102.6,"body":"feeding. It had a sensor and"},{"speaker":"Duann Scott","startTime":2099.54,"endTime":2102.6,"body":"seeing when an area was dry,"},{"speaker":"Duann Scott","startTime":2102.6,"endTime":2105.18,"body":"would drop some nutrients and"},{"speaker":"Duann Scott","startTime":2102.6,"endTime":2105.18,"body":"water in that area, so it would"},{"speaker":"Duann Scott","startTime":2105.18,"endTime":2108.14,"body":"continue to grow. It wasn't"},{"speaker":"Duann Scott","startTime":2105.18,"endTime":2108.14,"body":"making it a performant footwear"},{"speaker":"Duann Scott","startTime":2108.14,"endTime":2112.2799999999997,"body":"at that stage, but the concept"},{"speaker":"Duann Scott","startTime":2108.14,"endTime":2112.2799999999997,"body":"of, like, how we can evolve"},{"speaker":"Duann Scott","startTime":2112.94,"endTime":2117.9199999999996,"body":"forms, you know, and sort of"},{"speaker":"Duann Scott","startTime":2112.94,"endTime":2117.9199999999996,"body":"what's interesting is sort of"},{"speaker":"Duann Scott","startTime":2117.9199999999996,"endTime":2121.8199999999997,"body":"the the design process and the"},{"speaker":"Duann Scott","startTime":2117.9199999999996,"endTime":2121.8199999999997,"body":"manufacturing process, in a very"},{"speaker":"Duann Scott","startTime":2121.8199999999997,"endTime":2127.96,"body":"abstract way, completely linked,"},{"speaker":"Duann Scott","startTime":2121.8199999999997,"endTime":2127.96,"body":"like they're inseparable. So if"},{"speaker":"Duann Scott","startTime":2127.96,"endTime":2130.24,"body":"we think about the design"},{"speaker":"Duann Scott","startTime":2127.96,"endTime":2130.24,"body":"manufacturing process, there's"},{"speaker":"Duann Scott","startTime":2130.24,"endTime":2133.0,"body":"this inseparable flow between of"},{"speaker":"Duann Scott","startTime":2130.24,"endTime":2133.0,"body":"data going through it. This is"},{"speaker":"Duann Scott","startTime":2133.0,"endTime":2136.0,"body":"kind of like a very organic,"},{"speaker":"Duann Scott","startTime":2133.0,"endTime":2136.0,"body":"abstract, kind of almost art"},{"speaker":"Duann Scott","startTime":2136.48,"endTime":2139.96,"body":"approach to this, which can then"},{"speaker":"Duann Scott","startTime":2136.48,"endTime":2139.96,"body":"change the way we think about"},{"speaker":"Duann Scott","startTime":2140.2599999999998,"endTime":2142.24,"body":"how we design an injection"},{"speaker":"Duann Scott","startTime":2140.2599999999998,"endTime":2142.24,"body":"molded part."},{"speaker":"Aaron Moncur","startTime":2142.239,"endTime":2145.799,"body":"Perhaps that's"},{"speaker":"Aaron Moncur","startTime":2142.239,"endTime":2145.799,"body":"fascinating. Never. I had never"},{"speaker":"Aaron Moncur","startTime":2145.799,"endTime":2150.719,"body":"heard about that. Okay, where"},{"speaker":"Aaron Moncur","startTime":2145.799,"endTime":2150.719,"body":"can people go and learn more"},{"speaker":"Aaron Moncur","startTime":2150.719,"endTime":2151.139,"body":"about"},{"speaker":"Duann Scott","startTime":2151.2599999999998,"endTime":2155.04,"body":"CD fam, cdfam.com"},{"speaker":"Duann Scott","startTime":2151.2599999999998,"endTime":2155.04,"body":"CD as I said, the URL was $1"},{"speaker":"Duann Scott","startTime":2155.34,"endTime":2159.18,"body":"it's easy to get to cdfam.com"},{"speaker":"Duann Scott","startTime":2155.34,"endTime":2159.18,"body":"the next event will be in"},{"speaker":"Duann Scott","startTime":2159.18,"endTime":2163.14,"body":"October 29 to 30th. So just"},{"speaker":"Duann Scott","startTime":2159.18,"endTime":2163.14,"body":"before Halloween in New York."},{"speaker":"Duann Scott","startTime":2163.2599999999998,"endTime":2166.64,"body":"Halloween in New York's always"},{"speaker":"Duann Scott","startTime":2163.2599999999998,"endTime":2166.64,"body":"fun. We've got an amazing"},{"speaker":"Duann Scott","startTime":2166.64,"endTime":2170.42,"body":"lineup, again, of people from,"},{"speaker":"Duann Scott","startTime":2166.64,"endTime":2170.42,"body":"you know, the research from MIT"},{"speaker":"Duann Scott","startTime":2170.48,"endTime":2173.24,"body":"using AI and machine learning to"},{"speaker":"Duann Scott","startTime":2170.48,"endTime":2173.24,"body":"develop materials, again,"},{"speaker":"Duann Scott","startTime":2173.24,"endTime":2176.36,"body":"because I think this is really"},{"speaker":"Duann Scott","startTime":2173.24,"endTime":2176.36,"body":"important, up into a number of"},{"speaker":"Duann Scott","startTime":2176.36,"endTime":2181.1,"body":"footwear, people from New"},{"speaker":"Duann Scott","startTime":2176.36,"endTime":2181.1,"body":"Balance and Puma. And then,"},{"speaker":"Duann Scott","startTime":2181.34,"endTime":2183.2,"body":"because we have footwear that we"},{"speaker":"Duann Scott","startTime":2181.34,"endTime":2183.2,"body":"have, going to have"},{"speaker":"Duann Scott","startTime":2183.2,"endTime":2187.96,"body":"architecture. So we have people"},{"speaker":"Duann Scott","startTime":2183.2,"endTime":2187.96,"body":"using, you. Machine learning and"},{"speaker":"Duann Scott","startTime":2187.96,"endTime":2192.88,"body":"sort of other interfaces for for"},{"speaker":"Duann Scott","startTime":2187.96,"endTime":2192.88,"body":"understanding the data that's"},{"speaker":"Duann Scott","startTime":2192.88,"endTime":2195.88,"body":"driving decision making in the"},{"speaker":"Duann Scott","startTime":2192.88,"endTime":2195.88,"body":"building, in the built"},{"speaker":"Duann Scott","startTime":2195.88,"endTime":2200.14,"body":"environment. Yeah. So we've got"},{"speaker":"Duann Scott","startTime":2195.88,"endTime":2200.14,"body":"a lot of interesting there's a"},{"speaker":"Duann Scott","startTime":2200.14,"endTime":2202.66,"body":"lot, there's more and more"},{"speaker":"Duann Scott","startTime":2200.14,"endTime":2202.66,"body":"machine learning coming into the"},{"speaker":"Duann Scott","startTime":2202.66,"endTime":2206.16,"body":"event as the field evolves and"},{"speaker":"Duann Scott","startTime":2202.66,"endTime":2206.16,"body":"things become more real."},{"speaker":"Aaron Moncur","startTime":2206.339,"endTime":2209.459,"body":"That's terrific."},{"speaker":"Aaron Moncur","startTime":2206.339,"endTime":2209.459,"body":"Was there ever a moment over the"},{"speaker":"Aaron Moncur","startTime":2209.459,"endTime":2215.279,"body":"past, you know, several years as"},{"speaker":"Aaron Moncur","startTime":2209.459,"endTime":2215.279,"body":"as your symposium has grown that"},{"speaker":"Aaron Moncur","startTime":2215.339,"endTime":2219.479,"body":"I don't know you overheard a"},{"speaker":"Aaron Moncur","startTime":2215.339,"endTime":2219.479,"body":"conversation, or maybe a friend"},{"speaker":"Aaron Moncur","startTime":2219.479,"endTime":2223.5589999999997,"body":"forwarded you something, and you"},{"speaker":"Aaron Moncur","startTime":2219.479,"endTime":2223.5589999999997,"body":"realized, wow, the CD fam"},{"speaker":"Aaron Moncur","startTime":2224.0389999999998,"endTime":2227.599,"body":"community is really having an"},{"speaker":"Aaron Moncur","startTime":2224.0389999999998,"endTime":2227.599,"body":"impact in the industry. This is"},{"speaker":"Aaron Moncur","startTime":2227.599,"endTime":2229.159,"body":"exactly what I hoped would"},{"speaker":"Aaron Moncur","startTime":2227.599,"endTime":2229.159,"body":"happen."},{"speaker":"Duann Scott","startTime":2229.58,"endTime":2232.82,"body":"It's only been"},{"speaker":"Duann Scott","startTime":2229.58,"endTime":2232.82,"body":"going since 2023 so I'm only a"},{"speaker":"Duann Scott","startTime":2232.82,"endTime":2239.48,"body":"couple of years in now, but I"},{"speaker":"Duann Scott","startTime":2232.82,"endTime":2239.48,"body":"constantly hear of partnerships"},{"speaker":"Duann Scott","startTime":2239.54,"endTime":2242.9,"body":"and adoption of new technology"},{"speaker":"Duann Scott","startTime":2239.54,"endTime":2242.9,"body":"because they found out about it"},{"speaker":"Duann Scott","startTime":2243.5,"endTime":2248.08,"body":"at cdfam, which is like the"},{"speaker":"Duann Scott","startTime":2243.5,"endTime":2248.08,"body":"ideal situation is, it's about"},{"speaker":"Duann Scott","startTime":2248.08,"endTime":2253.24,"body":"bringing people together, and"},{"speaker":"Duann Scott","startTime":2248.08,"endTime":2253.24,"body":"it's, I won't say this is"},{"speaker":"Duann Scott","startTime":2253.24,"endTime":2256.36,"body":"entirely true, but the outcomes,"},{"speaker":"Duann Scott","startTime":2253.24,"endTime":2256.36,"body":"like the physical outcomes, what"},{"speaker":"Duann Scott","startTime":2256.36,"endTime":2259.66,"body":"are made with it, aren't as"},{"speaker":"Duann Scott","startTime":2256.36,"endTime":2259.66,"body":"interesting to me as the way we"},{"speaker":"Duann Scott","startTime":2259.72,"endTime":2263.08,"body":"approach things and how we work"},{"speaker":"Duann Scott","startTime":2259.72,"endTime":2263.08,"body":"together. And so that's what I'm"},{"speaker":"Duann Scott","startTime":2263.08,"endTime":2265.68,"body":"really encouraging. Because, you"},{"speaker":"Duann Scott","startTime":2263.08,"endTime":2265.68,"body":"know, I can't be an expert in"},{"speaker":"Duann Scott","startTime":2265.68,"endTime":2268.92,"body":"every application of everything"},{"speaker":"Duann Scott","startTime":2265.68,"endTime":2268.92,"body":"that uses every software like"},{"speaker":"Duann Scott","startTime":2268.92,"endTime":2273.12,"body":"that's that's not gonna, that's"},{"speaker":"Duann Scott","startTime":2268.92,"endTime":2273.12,"body":"not gonna. I can learn a lot in"},{"speaker":"Duann Scott","startTime":2273.12,"endTime":2277.2,"body":"these in the process of building"},{"speaker":"Duann Scott","startTime":2273.12,"endTime":2277.2,"body":"these events, but what I sort of"},{"speaker":"Duann Scott","startTime":2277.2,"endTime":2283.2599999999998,"body":"can find is how to get people to"},{"speaker":"Duann Scott","startTime":2277.2,"endTime":2283.2599999999998,"body":"work together from from broad"},{"speaker":"Duann Scott","startTime":2283.2599999999998,"endTime":2287.24,"body":"fields, to solve when they have"},{"speaker":"Duann Scott","startTime":2283.2599999999998,"endTime":2287.24,"body":"an abstracted version of similar"},{"speaker":"Duann Scott","startTime":2287.24,"endTime":2292.04,"body":"problems. And when I see you"},{"speaker":"Duann Scott","startTime":2287.24,"endTime":2292.04,"body":"know someone from the medical"},{"speaker":"Duann Scott","startTime":2292.04,"endTime":2297.2,"body":"device space being called in to"},{"speaker":"Duann Scott","startTime":2292.04,"endTime":2297.2,"body":"work with someone in the"},{"speaker":"Duann Scott","startTime":2297.2,"endTime":2301.46,"body":"aerospace industry for for a"},{"speaker":"Duann Scott","startTime":2297.2,"endTime":2301.46,"body":"given like a filter they're"},{"speaker":"Duann Scott","startTime":2301.46,"endTime":2306.34,"body":"thinking of like so if someone"},{"speaker":"Duann Scott","startTime":2301.46,"endTime":2306.34,"body":"did a presentation on on how a a"},{"speaker":"Duann Scott","startTime":2306.34,"endTime":2310.18,"body":"osteo integration may happen,"},{"speaker":"Duann Scott","startTime":2306.34,"endTime":2310.18,"body":"and then they're using that same"},{"speaker":"Duann Scott","startTime":2310.24,"endTime":2314.98,"body":"idea for filtering chemicals to"},{"speaker":"Duann Scott","startTime":2310.24,"endTime":2314.98,"body":"help with a chemical reaction."},{"speaker":"Duann Scott","startTime":2315.52,"endTime":2318.46,"body":"That's cool. That's what's"},{"speaker":"Duann Scott","startTime":2315.52,"endTime":2318.46,"body":"interesting, like when it's"},{"speaker":"Duann Scott","startTime":2318.46,"endTime":2320.2,"body":"abstracted out."},{"speaker":"Aaron Moncur","startTime":2320.2,"endTime":2325.68,"body":"Yeah, yeah. Do you"},{"speaker":"Aaron Moncur","startTime":2320.2,"endTime":2325.68,"body":"have any pro tips for for how"},{"speaker":"Aaron Moncur","startTime":2325.68,"endTime":2332.4,"body":"you have seen or facilitated"},{"speaker":"Aaron Moncur","startTime":2325.68,"endTime":2332.4,"body":"disparate groups working"},{"speaker":"Aaron Moncur","startTime":2332.4,"endTime":2335.2799999999997,"body":"together, right? You might"},{"speaker":"Aaron Moncur","startTime":2332.4,"endTime":2335.2799999999997,"body":"mention like medical devices and"},{"speaker":"Aaron Moncur","startTime":2335.2799999999997,"endTime":2340.74,"body":"different industries and seeing"},{"speaker":"Aaron Moncur","startTime":2335.2799999999997,"endTime":2340.74,"body":"them all come together at cdfam"},{"speaker":"Aaron Moncur","startTime":2340.74,"endTime":2344.16,"body":"and work together and"},{"speaker":"Aaron Moncur","startTime":2340.74,"endTime":2344.16,"body":"collaborate. Any pro tips for"},{"speaker":"Aaron Moncur","startTime":2344.16,"endTime":2348.14,"body":"others of us out there who might"},{"speaker":"Aaron Moncur","startTime":2344.16,"endTime":2348.14,"body":"be trying to bring dissimilar"},{"speaker":"Aaron Moncur","startTime":2348.2,"endTime":2351.02,"body":"industries together to"},{"speaker":"Aaron Moncur","startTime":2348.2,"endTime":2351.02,"body":"collaborate as well. I think,"},{"speaker":"Aaron Moncur","startTime":2351.02,"endTime":2351.56,"body":"looking for the"},{"speaker":"Duann Scott","startTime":2351.56,"endTime":2355.58,"body":"similar problems,"},{"speaker":"Duann Scott","startTime":2351.56,"endTime":2355.58,"body":"which is multi in my world, it's"},{"speaker":"Duann Scott","startTime":2355.58,"endTime":2360.2,"body":"like multi objective, multi"},{"speaker":"Duann Scott","startTime":2355.58,"endTime":2360.2,"body":"stakeholder problems, whether a"},{"speaker":"Duann Scott","startTime":2360.5,"endTime":2364.4,"body":"stakeholder might be a surgeon,"},{"speaker":"Duann Scott","startTime":2360.5,"endTime":2364.4,"body":"manufacturing engineer and the"},{"speaker":"Duann Scott","startTime":2364.4,"endTime":2368.7999999999997,"body":"client who's getting an implant,"},{"speaker":"Duann Scott","startTime":2364.4,"endTime":2368.7999999999997,"body":"or a developer, a council, an"},{"speaker":"Duann Scott","startTime":2368.7999999999997,"endTime":2374.02,"body":"architect and a client for"},{"speaker":"Duann Scott","startTime":2368.7999999999997,"endTime":2374.02,"body":"architecture is sort of like"},{"speaker":"Duann Scott","startTime":2374.02,"endTime":2376.7799999999997,"body":"these multiple problems."},{"speaker":"Duann Scott","startTime":2374.02,"endTime":2376.7799999999997,"body":"Everyone's got very strong"},{"speaker":"Duann Scott","startTime":2376.7799999999997,"endTime":2383.38,"body":"opinions about what they need,"},{"speaker":"Duann Scott","startTime":2376.7799999999997,"endTime":2383.38,"body":"and often they compete against"},{"speaker":"Duann Scott","startTime":2383.38,"endTime":2387.36,"body":"each other. So finding, you"},{"speaker":"Duann Scott","startTime":2383.38,"endTime":2387.36,"body":"know, gnarly problems like that"},{"speaker":"Duann Scott","startTime":2387.36,"endTime":2391.92,"body":"is where I'm finding a sweet"},{"speaker":"Duann Scott","startTime":2387.36,"endTime":2391.92,"body":"spot in, in finding people who"},{"speaker":"Duann Scott","startTime":2391.92,"endTime":2397.08,"body":"then have the same sort of multi"},{"speaker":"Duann Scott","startTime":2391.92,"endTime":2397.08,"body":"objective problems at different"},{"speaker":"Duann Scott","startTime":2397.08,"endTime":2399.24,"body":"scales, or a different output or"},{"speaker":"Duann Scott","startTime":2397.08,"endTime":2399.24,"body":"a different input."},{"speaker":"Aaron Moncur","startTime":2399.96,"endTime":2403.08,"body":"Yeah, terrific."},{"speaker":"Aaron Moncur","startTime":2399.96,"endTime":2403.08,"body":"All right. Well, Dwan, where?"},{"speaker":"Aaron Moncur","startTime":2403.08,"endTime":2404.7599999999998,"body":"Where can people get in touch"},{"speaker":"Aaron Moncur","startTime":2403.08,"endTime":2404.7599999999998,"body":"with you?"},{"speaker":"Duann Scott","startTime":2405.48,"endTime":2408.68,"body":"I think there's a"},{"speaker":"Duann Scott","startTime":2405.48,"endTime":2408.68,"body":"contact form on cdfam.com,"},{"speaker":"Duann Scott","startTime":2409.64,"endTime":2413.6,"body":"that's probably the best way to"},{"speaker":"Duann Scott","startTime":2409.64,"endTime":2413.6,"body":"go. Okay, I'm on, I'm on, I'm on"},{"speaker":"Duann Scott","startTime":2413.6,"endTime":2417.74,"body":"LinkedIn as well, if, uh,"},{"speaker":"Duann Scott","startTime":2413.6,"endTime":2417.74,"body":"connect personally with me, and"},{"speaker":"Duann Scott","startTime":2418.16,"endTime":2420.2,"body":"I usually answer messages."},{"speaker":"Aaron Moncur","startTime":2421.04,"endTime":2423.86,"body":"All right. Well,"},{"speaker":"Aaron Moncur","startTime":2421.04,"endTime":2423.86,"body":"Dwan, thanks so much for your"},{"speaker":"Aaron Moncur","startTime":2423.86,"endTime":2426.64,"body":"time today. Is there anything"},{"speaker":"Aaron Moncur","startTime":2423.86,"endTime":2426.64,"body":"else that that you want to bring"},{"speaker":"Aaron Moncur","startTime":2426.64,"endTime":2430.6,"body":"up about CD fam or cool file"},{"speaker":"Aaron Moncur","startTime":2426.64,"endTime":2430.6,"body":"formats, or anything else that"},{"speaker":"Aaron Moncur","startTime":2430.6,"endTime":2434.98,"body":"you think would be useful or"},{"speaker":"Aaron Moncur","startTime":2430.6,"endTime":2434.98,"body":"listening to the listeners out"},{"speaker":"Aaron Moncur","startTime":2434.98,"endTime":2436.36,"body":"there that we haven't touched on"},{"speaker":"Aaron Moncur","startTime":2434.98,"endTime":2436.36,"body":"yet."},{"speaker":"Duann Scott","startTime":2437.02,"endTime":2440.32,"body":"If you're"},{"speaker":"Duann Scott","startTime":2437.02,"endTime":2440.32,"body":"transferring or storing data for"},{"speaker":"Duann Scott","startTime":2440.32,"endTime":2443.74,"body":"D printing for any application,"},{"speaker":"Duann Scott","startTime":2440.32,"endTime":2443.74,"body":"you're kind of doing a"},{"speaker":"Duann Scott","startTime":2443.74,"endTime":2446.4,"body":"disservice for yourself. If"},{"speaker":"Duann Scott","startTime":2443.74,"endTime":2446.4,"body":"you're not using three MF, it's"},{"speaker":"Duann Scott","startTime":2446.4,"endTime":2451.5,"body":"free, it's open source, and it's"},{"speaker":"Duann Scott","startTime":2446.4,"endTime":2451.5,"body":"extensible. No matter how"},{"speaker":"Duann Scott","startTime":2451.56,"endTime":2455.1,"body":"complex your problem is and how"},{"speaker":"Duann Scott","startTime":2451.56,"endTime":2455.1,"body":"niche you can use it to solve"},{"speaker":"Duann Scott","startTime":2455.2799999999997,"endTime":2457.74,"body":"the problem for you and your"},{"speaker":"Duann Scott","startTime":2455.2799999999997,"endTime":2457.74,"body":"customers, your clients, or"},{"speaker":"Duann Scott","startTime":2457.74,"endTime":2461.4,"body":"whatever. If you need to help"},{"speaker":"Duann Scott","startTime":2457.74,"endTime":2461.4,"body":"applying it, you can ping me,"},{"speaker":"Duann Scott","startTime":2461.4,"endTime":2465.12,"body":"and I can get someone who's"},{"speaker":"Duann Scott","startTime":2461.4,"endTime":2465.12,"body":"technical to help you apply it."},{"speaker":"Duann Scott","startTime":2465.84,"endTime":2469.64,"body":"If you want to learn about more"},{"speaker":"Duann Scott","startTime":2465.84,"endTime":2469.64,"body":"design approaches to design,"},{"speaker":"Duann Scott","startTime":2471.2,"endTime":2474.68,"body":"check out cdfam. All of the"},{"speaker":"Duann Scott","startTime":2471.2,"endTime":2474.68,"body":"recordings and the presentations"},{"speaker":"Duann Scott","startTime":2475.16,"endTime":2481.04,"body":"that are legally possible are"},{"speaker":"Duann Scott","startTime":2475.16,"endTime":2481.04,"body":"free online, on YouTube and as a"},{"speaker":"Duann Scott","startTime":2481.04,"endTime":2483.68,"body":"podcast, not as like questions"},{"speaker":"Duann Scott","startTime":2481.04,"endTime":2483.68,"body":"and answers like you're not"},{"speaker":"Duann Scott","startTime":2483.68,"endTime":2486.46,"body":"doing, but just as a recording."},{"speaker":"Duann Scott","startTime":2483.68,"endTime":2486.46,"body":"So all the. Information is free"},{"speaker":"Duann Scott","startTime":2486.46,"endTime":2491.7999999999997,"body":"where possible, yeah, and have"},{"speaker":"Duann Scott","startTime":2486.46,"endTime":2491.7999999999997,"body":"fun. There's exciting new tools"},{"speaker":"Duann Scott","startTime":2491.7999999999997,"endTime":2494.7999999999997,"body":"and exciting purchase to design"},{"speaker":"Duann Scott","startTime":2491.7999999999997,"endTime":2494.7999999999997,"body":"which are opening up, and it"},{"speaker":"Duann Scott","startTime":2494.7999999999997,"endTime":2497.14,"body":"changes the way we can solve"},{"speaker":"Duann Scott","startTime":2494.7999999999997,"endTime":2497.14,"body":"problems."},{"speaker":"Aaron Moncur","startTime":2497.68,"endTime":2501.64,"body":"Fantastic. Dwan,"},{"speaker":"Aaron Moncur","startTime":2497.68,"endTime":2501.64,"body":"thank you so much for creating"},{"speaker":"Aaron Moncur","startTime":2501.7,"endTime":2505.92,"body":"CD fam and building that"},{"speaker":"Aaron Moncur","startTime":2501.7,"endTime":2505.92,"body":"community, and also for sharing"},{"speaker":"Aaron Moncur","startTime":2505.92,"endTime":2508.2,"body":"some of your precious time with"},{"speaker":"Aaron Moncur","startTime":2505.92,"endTime":2508.2,"body":"us today on the podcast."},{"speaker":"Duann Scott","startTime":2508.44,"endTime":2509.34,"body":"Thank you. It's"},{"speaker":"Duann Scott","startTime":2508.44,"endTime":2509.34,"body":"been fun."},{"speaker":"Aaron Moncur","startTime":2511.14,"endTime":2514.68,"body":"I'm Aaron Moncur,"},{"speaker":"Aaron Moncur","startTime":2511.14,"endTime":2514.68,"body":"founder of pipeline design and"},{"speaker":"Aaron Moncur","startTime":2514.68,"endTime":2517.56,"body":"engineering. If you liked what"},{"speaker":"Aaron Moncur","startTime":2514.68,"endTime":2517.56,"body":"you heard today, please share"},{"speaker":"Aaron Moncur","startTime":2517.56,"endTime":2520.98,"body":"the episode to learn how your"},{"speaker":"Aaron Moncur","startTime":2517.56,"endTime":2520.98,"body":"team can leverage our team's"},{"speaker":"Aaron Moncur","startTime":2520.98,"endTime":2524.46,"body":"expertise developing advanced"},{"speaker":"Aaron Moncur","startTime":2520.98,"endTime":2524.46,"body":"manufacturing processes,"},{"speaker":"Aaron Moncur","startTime":2524.58,"endTime":2528.32,"body":"automated machines and custom"},{"speaker":"Aaron Moncur","startTime":2524.58,"endTime":2528.32,"body":"fixtures, complemented with"},{"speaker":"Aaron Moncur","startTime":2528.32,"endTime":2534.68,"body":"product design and R D services."},{"speaker":"Aaron Moncur","startTime":2528.32,"endTime":2534.68,"body":"Visit us at Team pipeline.us. To"},{"speaker":"Aaron Moncur","startTime":2534.68,"endTime":2538.22,"body":"join a vibrant community of"},{"speaker":"Aaron Moncur","startTime":2534.68,"endTime":2538.22,"body":"engineers online. Visit the"},{"speaker":"Aaron Moncur","startTime":2538.22,"endTime":2541.7,"body":"wave. Dot, engineer, thank you"},{"speaker":"Aaron Moncur","startTime":2538.22,"endTime":2541.7,"body":"for listening. You."}]}