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Keoki Jackson: Lockheed Martin | Lex Fridman Podcast #33


small model | large model

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The following is a conversation with Keoki Jackson.
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He's the CTO of Lockheed Martin,
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a company that through its long history
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has created some of the most incredible engineering marvels
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human beings have ever built,
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including planes that fly fast and undetected,
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defense systems that intersect nuclear threats
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that can take the lives of millions,
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and systems that venture out into space,
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the moon, Mars, and beyond.
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And these days, more and more artificial intelligence
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has an assistive role to play in these systems.
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I've read several books in preparation for this conversation.
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It is a difficult one,
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because in part Lockheed Martin builds military systems
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that operate in a complicated world
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that often does not have easy solutions
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in the gray area between good and evil.
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I hope one day this world will rid itself of war
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in all its forms.
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But the path to achieving that in a world
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that does have evil is not obvious.
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What is obvious is good engineering
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and artificial intelligence research
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has a role to play on the side of good.
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Lockheed Martin and the rest of our community
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are hard at work at exactly this task.
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We talk about these and other important topics
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in this conversation.
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Also, most certainly, both Keoki and I
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have a passion for space,
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us humans venturing out toward the stars.
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We talk about this exciting future as well.
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This is the Artificial Intelligence Podcast.
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If you enjoy it, subscribe on YouTube,
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give it five stars on iTunes, support it on Patreon,
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or simply connect with me on Twitter at Lex Friedman,
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spelled F R I D M A N.
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And now, here's my conversation with Keoki Jackson.
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I read several books on Lockheed Martin recently.
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My favorite in particular is by Ben Rich,
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Carlos Concord's personal memoir.
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It gets a little edgy at times.
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But from that, I was reminded that the engineers
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at Lockheed Martin have created some of the most
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incredible engineering marvels human beings have ever built
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throughout the 20th century and the 21st.
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Do you remember a particular project or system at Lockheed
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or before that at the Space Shuttle Columbia
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that you were just in awe at the fact that us humans
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could create something like this?
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You know, that's a great question.
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There's a lot of things that I could draw on there.
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When you look at the Skunk Works and Ben Rich's book
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in particular, of course, it starts off with basically
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the start of the jet age and the P 80.
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And I had the opportunity to sit next to one
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of the Apollo astronauts, Charlie Duke, recently at dinner.
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And I said, hey, what's your favorite aircraft?
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And he said, well, it was by far the F 104 Starfighter,
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which was another aircraft that came out of Lockheed there.
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It was the first Mach 2 jet fighter aircraft.
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They called it the missile with a man in it.
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And so those are the kinds of things I grew up hearing
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stories about.
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You know, of course, the SR 71 is incomparable
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as kind of the epitome of speed, altitude,
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and just the coolest looking aircraft ever.
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So there's a reconnaissance, that's a plane.
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That's a, yeah, intelligence surveillance
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and reconnaissance aircraft that was designed
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to be able to outrun, basically go faster
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than any air defense system.
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But, you know, I'll tell you, I'm a space junkie.
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That's why I came to MIT.
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That's really what took me ultimately to Lockheed Martin.
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And I grew up, and so Lockheed Martin, for example,
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has been essentially at the heart of every planetary mission,
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like all the Mars missions we've had a part in.
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And we've talked a lot about the 50th anniversary
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of Apollo here in the last couple of weeks, right?
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But remember, 1976, July 20th, again, National Space Days,
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the landing of the Viking lander on the surface of Mars,
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just a huge accomplishment.
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And when I was a young engineer at Lockheed Martin,
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I got to meet engineers who had designed, you know,
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various pieces of that mission as well.
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So that's what I grew up on is these planetary missions,
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the start of the space shuttle era,
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and ultimately had the opportunity
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to see Lockheed Martin's part.
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Lockheed Martin's part, and we can maybe talk about
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some of these here, but Lockheed Martin's part
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in all of these space journeys over the years.
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Do you dream, and I apologize for getting philosophical
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at times, or sentimental.
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I do romanticize the notion of space exploration.
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So do you dream of the day when us humans colonize
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another planet like Mars, or a man, a woman,
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a human being steps on Mars?
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Absolutely, and that's a personal dream of mine.
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I haven't given up yet on my own opportunity
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to fly into space, but as, you know,
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from the Lockheed Martin perspective,
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this is something that we're working towards every day.
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And of course, you know, we're building
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the Orion spacecraft, which is the most sophisticated
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human rated spacecraft ever built.
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And it's really designed for these deep space journeys,
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you know, starting with the moon,
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but ultimately going to Mars and being the platform,
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you know, from a design perspective,
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we call the Mars base camp to be able to take humans
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to the surface, and then after a mission
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of a couple of weeks, bring them back up safely.
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And so that is something I want to see happen
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during my time at Lockheed Martin.
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So I'm pretty excited about that.
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And I think, you know, once we prove that's possible,
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you know, colonization might be a little bit further out,
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but it's something that I'd hope to see.
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So maybe you can give a little bit of an overview
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of, so Lockheed Martin has partnered with a few years ago
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with Boeing to work with the DOD and NASA
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to build launch systems and rockets with the ULA.
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What's beyond that?
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What's Lockheed's mission timeline,
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long term dream in terms of space?
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You mentioned the moon, I've heard you talk about asteroids.
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As Mars, what's the timeline?
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What's the engineering challenges
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and what's the dream long term?
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Yeah, I think the dream long term is to have
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a permanent presence in space beyond low earth orbit,
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ultimately with a long term presence on the moon
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and then to the planets, to Mars.
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And... Sorry to interrupt on that.
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So long term presence means...
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Sustained and sustainable presence in an economy,
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a space economy that really goes alongside that.
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With human beings and being able to launch perhaps
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from those, so like hop?
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You know, there's a lot of energy
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that goes in those hops, right?
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So I think the first step is being able to get there
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and to be able to establish sustained bases, right?
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And build from there.
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And a lot of that means getting, as you know,
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things like the cost of launch down
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and you mentioned United Launch Alliance.
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And so I don't wanna speak for ULA,
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but obviously they're working really hard
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to on their next generation of launch vehicles
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to maintain that incredible mission success record
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that ULA has, but ultimately continue
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to drive down the cost and make the flexibility,
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the speed and the access ever greater.
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So what's the missions that are in the horizon
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that you could talk to?
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Is there a hope to get to the moon?
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Absolutely, absolutely.
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I mean, I think you know this, or you may know this,
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there's a lot of ways to accomplish some of these goals.
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And so that's a lot of what's in discussion today.
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But ultimately the goal is to be able to establish a base
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essentially in cislunar space that would allow
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for ready transfer from orbit to the lunar surface
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and back again.
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And so that's sort of that near term,
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I say near term in the next decade or so vision,
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starting off with a stated objective by this administration
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to get back to the moon in the 2024, 2025 timeframe,
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which is right around the corner here.
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How big of an engineering challenge is that?
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I think the big challenge is not so much to go,
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but to stay, right?
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And so we demonstrated in the 60s
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that you could send somebody up,
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do a couple of days of mission
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and bring them home again successfully.
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Now we're talking about doing that,
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I'd say more to, I don't wanna say an industrial scale,
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but a sustained scale, right?
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So permanent habitation, regular reuse of vehicles,
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the infrastructure to get things like fuel, air,
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consumables, replacement parts,
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all the things that you need to sustain
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that kind of infrastructure.
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So those are certainly engineering challenges,
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there are budgetary challenges,
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and those are all things
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that we're gonna have to work through.
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The other thing, and I shouldn't,
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I don't wanna minimize this,
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I mean, I'm excited about human exploration,
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but the reality is our technology
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and where we've come over the last 40 years essentially
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has changed what we can do with robotic exploration as well.
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And to me, it's incredibly thrilling,
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and this seems like old news now,
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but the fact that we have rovers driving around
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the surface of Mars and sending back data
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is just incredible.
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The fact that we have satellites in orbit around Mars
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that are collecting weather,
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they're looking at the terrain, they're mapping,
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all of these kinds of things on a continuous basis,
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that's incredible.
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And the fact that you got the time lag, of course,
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going to the planets,
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but you can effectively have virtual human presence there
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in a way that we have never been able to do before.
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And now with the advent of even greater processing power,
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better AI systems, better cognitive systems
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and decision systems,
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you put that together with the human piece
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and we've really opened up the solar system
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in a whole different way.
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And I'll give you an example, we've got OSIRIS REx,
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which is a mission to the asteroid Bennu.
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So the spacecraft is out there right now
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on basically a year mapping activity
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to map the entire surface of that asteroid in great detail.
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You know, all autonomously piloted, right?
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But the idea then that, and this is not too far away,
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it's gonna go in,
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it's got a sort of fancy vacuum cleaner with a bucket,
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it's gonna collect the sample off the asteroid
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and then send it back here to Earth.
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And so, you know, we have gone from sort of those
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tentative steps in the 70s, you know,
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early landings, video of the solar system
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to now we've sent spacecraft to Pluto,
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we have gone to comets and brought and intercepted comets,
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we've brought stardust, you know, material back.
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So that's, we've gone far
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and there's incredible opportunity to go even farther.
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So it seems quite crazy that this is even possible,
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that can you talk a little bit about
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what it means to orbit an asteroid
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and with a bucket to try to pick up some soil samples?
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Yeah, so part of it is just kind of the, you know,
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these are the same kinds of techniques we use here on Earth
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for high speed, high accuracy imagery,
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stitching these scenes together and creating
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essentially high accuracy world maps, right?
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And so that's what we're doing, obviously,
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on a much smaller scale with an asteroid.
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But the other thing that's really interesting,
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you put together sort of that neat control
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and, you know, data and imagery problem.
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But the stories around how we designed the collection,
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I mean, as essentially, you know,
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this is the sort of the human ingenuity element, right?
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That, you know, essentially had an engineer who had a,
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one day he's like, oh, starts messing around with parts,
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vacuum cleaner, bucket, you know,
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maybe we could do something like this.
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And that was what led to what we call
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the pogo stick collection, right?
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Where basically a thing comes down,
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it's only there for seconds, does that collection,
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grabs the, essentially blows the regolith material
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into the collection hopper and off it goes.
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It doesn't really land almost.
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It's a very short landing.
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Wow, that's incredible.
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So what is, in those, we talked a little bit more
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about space, what's the role of the human in all of this?
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What are the challenges?
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What are the opportunities for humans
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as they pilot these vehicles in space?
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And for humans that may step foot
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on either the moon or Mars?
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Yeah, it's a great question because, you know,
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I just have been extolling the virtues of robotic
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and, you know, rovers, autonomous systems,
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and those absolutely have a role.
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I think the thing that we don't know how to replace today
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is the ability to adapt on the fly to new information.
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And I believe that will come, but we're not there yet.
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There's a ways to go.
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And so, you know, you think back to Apollo 13
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and the ingenuity of the folks on the ground
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and on the spacecraft essentially cobbled together
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a way to get the carbon dioxide scrubbers to work.
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Those are the kinds of things that ultimately, you know,
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and I'd say not just from dealing with anomalies,
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but, you know, dealing with new information.
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You see something and rather than waiting
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20 minutes or half an hour, an hour
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to try to get information back and forth,
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but be able to essentially revector on the fly,
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collect, you know, different samples,
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take a different approach,
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choose different areas to explore.
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Those are the kinds of things that human presence enables
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that is still a ways ahead of us on the AI side.
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Yeah, there's some interesting stuff
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we'll talk about on the teaming side here on Earth.
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That's pretty cool to explore.
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And in space, let's not leave the space piece out.
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So what does teaming, what does AI and humans
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working together in space look like?
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Yeah, one of the things we're working on
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is a system called Maya, which is,
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you think of it, so it's an AI assistant.
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In space. In space, exactly.
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And you think of it as the Alexa in space, right?
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But this goes hand in hand with a lot of other developments.
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And so today's world, everything is essentially model based,
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model based systems engineering
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to the actual digital tapestry that goes through the design,
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the build, the manufacture, the testing,
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and ultimately the sustainment of these system.
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And so our vision is really that, you know,
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when our astronauts are there around Mars,
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you're gonna have that entire digital library
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of the spacecraft, of its operations, all the test data,
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all the test data and flight data from previous missions
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to be able to look and see if there are anomalous conditions
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and tell the humans and potentially deal with that
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before it becomes a bad situation
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and help the astronauts work through those kinds of things.
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And it's not just, you know,
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dealing with problems as they come up,
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but also offering up opportunities
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for additional exploration capability, for example.
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So that's the vision is that, you know,
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these are gonna take the best of the human
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to respond to changing circumstances
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and rely on the best of AI capabilities
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to monitor these, you know,
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00:16:46.180
this almost infinite number of data points
link |
00:16:49.540
and correlations of data points
link |
00:16:51.620
that humans frankly aren't that good at.
link |
00:16:54.020
So how do you develop systems in space like this,
link |
00:16:56.260
whether it's Alexa in space or in general,
link |
00:17:01.260
any kind of control systems,
link |
00:17:03.580
any kind of intelligent systems
link |
00:17:04.940
when you can't really test stuff too much out in space?
link |
00:17:08.700
It's very expensive to test stuff.
link |
00:17:10.860
So how do you develop such systems?
link |
00:17:14.260
Yeah, that's the beauty of this digital twin, if you will.
link |
00:17:19.020
And of course, with Lockheed Martin,
link |
00:17:21.140
we've over the past, you know, five plus decades
link |
00:17:24.580
been refining our knowledge of the space environment,
link |
00:17:28.180
of how materials behave, dynamics,
link |
00:17:32.180
the controls, the radiation environments,
link |
00:17:35.940
all of these kinds of things.
link |
00:17:37.260
So we're able to create very sophisticated models.
link |
00:17:39.940
They're not perfect, but they're very good.
link |
00:17:43.500
And so you can actually do a lot.
link |
00:17:46.660
I spent part of my career, you know,
link |
00:17:49.060
simulating communication spacecraft,
link |
00:17:53.100
you know, missile warning spacecraft, GPS spacecraft
link |
00:17:56.460
in all kinds of scenarios and all kinds of environments.
link |
00:17:59.340
So this is really just taking that to the next level.
link |
00:18:01.940
The interesting thing is that now
link |
00:18:03.860
you're bringing into that loop
link |
00:18:06.420
a system depending on how it's developed
link |
00:18:08.380
that may be non deterministic,
link |
00:18:10.620
it may be learning as it goes.
link |
00:18:13.260
And in fact, we anticipate
link |
00:18:14.500
that it will be learning as it goes.
link |
00:18:16.620
And so that brings a whole new level of interest,
link |
00:18:21.820
I guess, into how do you do verification and validation
link |
00:18:25.420
of these non deterministic learning systems
link |
00:18:28.580
in scenarios that may go out of the bounds
link |
00:18:31.780
or the envelope that you have initially designed them to.
link |
00:18:35.100
So had this system and its intelligence
link |
00:18:37.460
has the same complexity,
link |
00:18:39.220
some of the same complexity human does
link |
00:18:41.060
and learns over time, it's unpredictable
link |
00:18:43.660
in certain kinds of ways in the,
link |
00:18:46.260
so you still, you also have to model that
link |
00:18:49.100
when you're thinking about it.
link |
00:18:50.100
So in your thoughts, it's possible
link |
00:18:53.460
to model the majority of situations,
link |
00:18:57.260
the important aspects of situations here on earth
link |
00:18:59.660
and in space enough to test stuff?
link |
00:19:02.320
Yeah, this is really an active area of research
link |
00:19:05.620
and we're actually funding university research
link |
00:19:07.480
in a variety of places, including MIT.
link |
00:19:10.140
This is in the realm of trust and verification
link |
00:19:13.780
and validation of I'd say autonomous systems in general
link |
00:19:18.020
and then as a subset of that autonomous systems
link |
00:19:21.020
that incorporate artificial intelligence capabilities.
link |
00:19:24.620
And this is not an easy problem.
link |
00:19:27.980
We're working with startup companies,
link |
00:19:29.600
we've got internal R&D, but our conviction is
link |
00:19:33.700
that autonomy and more and more AI enabled autonomy
link |
00:19:39.260
is gonna be in everything that Lockheed Martin develops
link |
00:19:42.780
and fields and it's gonna be retrofitting it.
link |
00:19:46.700
Autonomy and AI are gonna be retrofit
link |
00:19:48.940
into existing systems, they're gonna be part
link |
00:19:50.900
of the design for all of our future systems.
link |
00:19:54.540
And so maybe I should take a step back
link |
00:19:56.580
and say the way we define autonomy.
link |
00:19:58.680
So we talk about autonomy essentially a system
link |
00:20:02.180
that composes, selects and then executes decisions
link |
00:20:08.460
with varying levels of human intervention.
link |
00:20:12.500
And so you could think of no autonomy.
link |
00:20:15.660
So this is essentially the human doing the task.
link |
00:20:18.460
You can think of effectively partial autonomy
link |
00:20:23.080
where the human is in the loop.
link |
00:20:25.820
So making decisions in every case
link |
00:20:29.140
about what the autonomous system can do.
link |
00:20:31.140
Either in the cockpit or remotely.
link |
00:20:33.220
Or remotely, exactly, but still in that control loop.
link |
00:20:36.060
And then there's what you'd call supervisory autonomy.
link |
00:20:39.860
So the autonomous system is doing most of the work,
link |
00:20:42.420
the human can intervene to stop it
link |
00:20:44.380
or to change the direction.
link |
00:20:45.820
And then ultimately full autonomy
link |
00:20:47.940
where the human is off the loop altogether.
link |
00:20:50.300
And for different types of missions
link |
00:20:52.860
wanna have different levels of autonomy.
link |
00:20:55.820
So now take that spectrum and this conviction
link |
00:20:58.380
that autonomy and more and more AI
link |
00:21:01.220
are in everything that we develop.
link |
00:21:05.100
The kinds of things that Lockheed Martin does,
link |
00:21:07.980
a lot of times are safety of life critical kinds of missions.
link |
00:21:12.380
You think about aircraft, for example.
link |
00:21:15.980
And so we require and our customers require
link |
00:21:20.100
an extremely high level of confidence.
link |
00:21:23.260
One, that we're gonna protect life.
link |
00:21:26.420
Two, that these systems will behave
link |
00:21:30.680
in ways that their operators can understand.
link |
00:21:33.900
And so this gets into that whole field.
link |
00:21:36.420
Again, being able to verify and validate
link |
00:21:40.340
that the systems have been and that they will operate
link |
00:21:44.980
the way they're designed and the way they're expected.
link |
00:21:48.100
And furthermore, that they will do that
link |
00:21:50.740
in ways that can be explained and understood.
link |
00:21:55.460
And that is an extremely difficult challenge.
link |
00:21:58.860
Yeah, so here's a difficult question.
link |
00:22:00.840
I don't mean to bring this up,
link |
00:22:04.420
but I think it's a good case study
link |
00:22:05.640
that people are familiar with the Boeing 737 Max
link |
00:22:10.060
commercial airplane has had two recent crashes
link |
00:22:13.420
where their flight control software system failed
link |
00:22:15.980
and it's software.
link |
00:22:17.540
So I don't mean to speak about Boeing,
link |
00:22:19.060
but broadly speaking, we have this
link |
00:22:21.020
in the autonomous vehicle space too, semi autonomous.
link |
00:22:24.060
We have millions of lines of code software making decisions.
link |
00:22:30.420
There is a little bit of a clash of cultures
link |
00:22:32.900
because software engineers don't have the same culture
link |
00:22:37.060
of safety often that people who build systems
link |
00:22:41.860
like at Lockheed Martin do where it has to be
link |
00:22:45.540
exceptionally safe, you have to test this on.
link |
00:22:48.100
So how do we get this right when software
link |
00:22:50.580
is making so many decisions?
link |
00:22:53.180
Yeah, and there's a lot of things that have to happen.
link |
00:22:57.140
And by and large, I think it starts with the culture,
link |
00:23:01.260
which is not necessarily something that A,
link |
00:23:04.500
is taught in school or B is something that would come,
link |
00:23:07.980
depending on what kind of software you're developing,
link |
00:23:10.820
it may not be relevant, right?
link |
00:23:13.100
If you're targeting ads or something like that.
link |
00:23:15.740
So, and by and large, I'd say not just Lockheed Martin,
link |
00:23:20.600
but certainly the aerospace industry as a whole
link |
00:23:23.700
has developed a culture that does focus on safety,
link |
00:23:27.240
safety of life, operational safety, mission success.
link |
00:23:31.000
But as you note, these systems
link |
00:23:34.080
have gotten incredibly complex.
link |
00:23:36.160
And so they're to the point where it's almost impossible,
link |
00:23:40.520
you know, state spaces become so huge
link |
00:23:42.600
that it's impossible to, or very difficult
link |
00:23:45.920
to do a systematic verification across the entire set
link |
00:23:50.880
of potential ways that an aircraft could be flown,
link |
00:23:53.760
all the conditions that could happen,
link |
00:23:55.600
all the potential failure scenarios.
link |
00:23:59.340
Now, maybe that's soluble one day,
link |
00:24:01.140
maybe when we have our quantum computers
link |
00:24:03.400
at our fingertips, we'll be able to actually
link |
00:24:06.920
simulate across an entire, you know,
link |
00:24:09.280
almost infinite state space.
link |
00:24:11.300
But today, you know, there's a lot of work
link |
00:24:16.320
to really try to bound the system,
link |
00:24:20.980
to make sure that it behaves in predictable ways,
link |
00:24:24.800
and then have this culture of continuous inquiry
link |
00:24:29.100
and skepticism and questioning to say,
link |
00:24:33.200
did we really consider the right realm of possibilities?
link |
00:24:37.320
Have we done the right range of testing?
link |
00:24:40.160
Do we really understand, you know, in this case,
link |
00:24:42.160
you know, human and machine interactions,
link |
00:24:44.640
the human decision process alongside the machine processes?
link |
00:24:49.480
And so that's that culture,
link |
00:24:51.640
we call it the culture of mission success at Lockheed Martin
link |
00:24:54.960
that really needs to be established.
link |
00:24:56.720
And it's not something, you know,
link |
00:24:57.960
it's something that people learn by living in it.
link |
00:25:02.160
And it's something that has to be promulgated, you know,
link |
00:25:05.200
and it's done, you know, from the highest levels
link |
00:25:07.600
at a company of Lockheed Martin, like Lockheed Martin.
link |
00:25:10.200
Yeah, and the same is being faced
link |
00:25:12.520
at certain autonomous vehicle companies
link |
00:25:14.040
where that culture is not there
link |
00:25:15.820
because it started mostly by software engineers.
link |
00:25:18.640
So that's what they're struggling with.
link |
00:25:21.480
Is there lessons that you think we should learn
link |
00:25:25.720
as an industry and a society from the Boeing 737 MAX crashes?
link |
00:25:30.240
These crashes obviously are tremendous tragedies.
link |
00:25:34.720
They're tragedies for all of the people,
link |
00:25:37.840
the crew, the families, the passengers,
link |
00:25:41.240
the people on the ground involved.
link |
00:25:44.280
And, you know, it's also a huge business
link |
00:25:47.480
and economic setback as well.
link |
00:25:49.080
I mean, you know, we've seen that it's impacting
link |
00:25:51.120
essentially the trade balance of the US.
link |
00:25:53.840
So these are important questions.
link |
00:25:58.400
And these are the kinds that, you know,
link |
00:26:00.200
we've seen similar kinds of questioning at times.
link |
00:26:03.040
You know, you go back to the Challenger accident.
link |
00:26:06.920
And it is, I think, always important to remind ourselves
link |
00:26:10.600
that humans are fallible, that the systems we create,
link |
00:26:14.000
as perfect as we strive to make them,
link |
00:26:16.540
we can always make them better.
link |
00:26:18.920
And so another element of that culture of mission success
link |
00:26:21.720
is really that commitment to continuous improvement.
link |
00:26:24.960
If there's something that goes wrong,
link |
00:26:27.480
a real commitment to root cause
link |
00:26:31.120
and true root cause understanding,
link |
00:26:33.320
to taking the corrective actions
link |
00:26:35.080
and to making the future systems better.
link |
00:26:38.880
And certainly we strive for, you know, no accidents.
link |
00:26:45.120
And if you look at the record
link |
00:26:47.720
of the commercial airline industry as a whole
link |
00:26:50.440
and the commercial aircraft industry as a whole,
link |
00:26:52.960
you know, there's a very nice decaying exponential
link |
00:26:57.600
to years now where we have
link |
00:26:59.120
no commercial aircraft accidents at all, right?
link |
00:27:02.920
Fatal accidents at all.
link |
00:27:04.720
So that didn't happen by accident.
link |
00:27:08.320
It was through the regulatory agencies, FAA,
link |
00:27:11.640
the airframe manufacturers really working on a system
link |
00:27:16.040
to identify root causes and drive them out.
link |
00:27:20.480
So maybe we can take a step back
link |
00:27:23.840
and many people are familiar, but Lockheed Martin broadly,
link |
00:27:28.840
what kind of categories of systems
link |
00:27:32.100
are you involved in building?
link |
00:27:34.260
You know, Lockheed Martin, we think of ourselves
link |
00:27:36.240
as a company that solves hard mission problems.
link |
00:27:39.880
And the output of that might be an airplane or a spacecraft
link |
00:27:43.040
or a helicopter or a radar or something like that.
link |
00:27:45.680
But ultimately we're driven by these, you know,
link |
00:27:48.600
what is our customer?
link |
00:27:50.240
What is that mission that they need to achieve?
link |
00:27:52.760
And so that's what drove the SR71, right?
link |
00:27:55.520
How do you get pictures of a place
link |
00:27:59.040
where you've got sophisticated air defense systems
link |
00:28:02.200
that are capable of handling any aircraft
link |
00:28:05.480
that was out there at the time, right?
link |
00:28:07.480
So that, you know, that's what yielded an SR71.
link |
00:28:10.480
Let's build a nice flying camera.
link |
00:28:12.500
Exactly.
link |
00:28:13.340
And make sure it gets out and it gets back, right?
link |
00:28:15.960
And that led ultimately to really the start
link |
00:28:18.320
of the space program in the US as well.
link |
00:28:22.240
So now take a step back to Lockheed Martin of today.
link |
00:28:24.960
And we are, you know, on the order of 105 years old now
link |
00:28:29.080
between Lockheed and Martin, the two big heritage companies.
link |
00:28:32.440
Of course, we're made up of a whole bunch
link |
00:28:33.600
of other companies that came in as well.
link |
00:28:36.160
General Dynamics, you know, kind of go down the list.
link |
00:28:39.000
Today, you can think of us in this space
link |
00:28:43.460
of solving mission problems.
link |
00:28:44.860
So obviously on the aircraft side, tactical aircraft,
link |
00:28:50.140
building the most advanced fighter aircraft
link |
00:28:53.020
that the world has ever seen.
link |
00:28:55.140
We're up to now several hundred of those delivered,
link |
00:28:57.940
building almost a hundred a year.
link |
00:29:00.140
And of course, working on the things that come after that.
link |
00:29:04.140
On the space side, we are engaged
link |
00:29:06.700
in pretty much every venue of space utilization
link |
00:29:12.380
and exploration you can imagine.
link |
00:29:14.300
So I mentioned things like navigation and timing GPS,
link |
00:29:18.100
communication satellites, missile warning satellites.
link |
00:29:22.460
We've built commercial surveillance satellites.
link |
00:29:24.820
We've built commercial communication satellites.
link |
00:29:27.700
We do civil space.
link |
00:29:29.260
So everything from human exploration
link |
00:29:32.360
to the robotic exploration of the outer planets.
link |
00:29:35.040
And keep going on the space front.
link |
00:29:39.120
But a couple of other areas that I'd like to put out,
link |
00:29:42.520
we're heavily engaged in building
link |
00:29:45.560
critical defensive systems.
link |
00:29:47.440
And so a couple that I'll mention, the Aegis Combat System.
link |
00:29:51.680
This is basically the integrated air and missile defense
link |
00:29:54.600
system for the US and allied fleets.
link |
00:29:58.660
And so protects carrier strike groups, for example,
link |
00:30:03.660
from incoming ballistic missile threats,
link |
00:30:06.380
aircraft threats, cruise missile threats,
link |
00:30:08.300
and kind of go down the list.
link |
00:30:09.900
So the carriers, the fleet itself
link |
00:30:13.060
is the thing that is being protected.
link |
00:30:15.300
The carriers aren't serving
link |
00:30:17.180
as a protection for something else.
link |
00:30:19.180
Well, that's a little bit of a different application.
link |
00:30:21.660
We've actually built the version called Aegis Ashore,
link |
00:30:24.180
which is now deployed in a couple of places around the world.
link |
00:30:27.740
So that same technology, I mean, basically can be used
link |
00:30:32.300
to protect either an ocean going fleet
link |
00:30:35.180
or a land based activity.
link |
00:30:37.620
Another one, the THAAD program.
link |
00:30:40.860
So THAAD, this is the Theater High Altitude Area Defense.
link |
00:30:45.420
This is to protect relatively broad areas
link |
00:30:49.500
against sophisticated ballistic missile threats.
link |
00:30:53.900
And so now it's deployed with a lot of US capabilities.
link |
00:30:58.900
And now we have international customers
link |
00:31:00.980
that are looking to buy that capability as well.
link |
00:31:03.300
And so these are systems that defend,
link |
00:31:05.900
not just defend militaries and military capabilities,
link |
00:31:09.020
but defend population areas.
link |
00:31:12.300
We saw maybe the first public use of these
link |
00:31:15.900
back in the first Gulf War with the Patriot Systems.
link |
00:31:20.820
And these are the kinds of things
link |
00:31:22.700
that Lockheed Martin delivers.
link |
00:31:25.580
And there's a lot of stuff that goes into it.
link |
00:31:28.100
A lot of stuff that goes with it.
link |
00:31:29.540
So think about the radar systems and the sensing systems
link |
00:31:33.100
that cue these, the command and control systems
link |
00:31:36.740
that decide how you pair a weapon
link |
00:31:39.340
against an incoming threat.
link |
00:31:42.300
And then all the human and machine interfaces
link |
00:31:45.420
to make sure that they can be operated successfully
link |
00:31:48.060
in very strenuous environments.
link |
00:31:51.060
Yeah, there's some incredible engineering
link |
00:31:54.660
that at every front, like you said.
link |
00:31:57.260
So maybe if we just take a look at Lockheed history broadly,
link |
00:32:03.500
maybe even looking at Skunk Works.
link |
00:32:06.940
What are the biggest,
link |
00:32:08.540
most impressive milestones of innovation?
link |
00:32:11.220
So if you look at stealth, I would have called you crazy
link |
00:32:14.900
if you said that's possible at the time.
link |
00:32:17.980
And supersonic and hypersonic.
link |
00:32:21.340
So traveling at, first of all,
link |
00:32:24.100
traveling at the speed of sound is pretty damn fast.
link |
00:32:27.660
And supersonic and hypersonic,
link |
00:32:29.780
three, four, five times the speed of sound.
link |
00:32:32.260
That seems, I would also call you crazy
link |
00:32:34.460
if you say you can do that.
link |
00:32:35.820
So can you tell me how it's possible
link |
00:32:38.140
to do these kinds of things?
link |
00:32:39.620
And is there other milestones and innovation
link |
00:32:43.100
that's going on that you can talk about?
link |
00:32:45.100
Yeah.
link |
00:32:45.980
Well, let me start on the Skunk Works saga.
link |
00:32:49.060
And you kind of alluded to it in the beginning.
link |
00:32:51.620
Skunk Works is as much an idea as a place.
link |
00:32:54.780
And so it's driven really by Kelly Johnson's 14 principles.
link |
00:32:59.380
And I'm not gonna list all 14 of them off,
link |
00:33:01.860
but the idea, and this I'm sure will resonate
link |
00:33:04.340
with any engineer who's worked
link |
00:33:06.100
on a highly motivated small team before.
link |
00:33:09.300
The idea that if you can essentially have a small team
link |
00:33:13.260
of very capable people who wanna work
link |
00:33:17.140
on really hard problems, you can do almost anything.
link |
00:33:20.380
Especially if you kind of shield them
link |
00:33:23.140
from bureaucratic influences,
link |
00:33:26.500
if you create very tight relationships with your customers
link |
00:33:30.580
so that you have that team
link |
00:33:32.860
and shared vision with the customer.
link |
00:33:35.860
Those are the kinds of things that enable the Skunk Works
link |
00:33:40.220
to do these incredible things.
link |
00:33:42.860
And we listed off a number that you brought up stealth.
link |
00:33:46.180
And I wish I could have seen Ben Rich with a ball bearing
link |
00:33:51.540
rolling it across the desk to a general officer
link |
00:33:54.940
and saying, would you like to have an aircraft
link |
00:33:58.220
that has the radar cross section of this ball bearing?
link |
00:34:01.620
Probably one of the least expensive
link |
00:34:04.100
and most effective marketing campaigns
link |
00:34:06.100
in the history of the industry.
link |
00:34:08.220
So just for people that are not familiar,
link |
00:34:10.740
the way you detect aircraft,
link |
00:34:13.020
I'm sure there's a lot of ways,
link |
00:34:14.500
but radar for the longest time,
link |
00:34:17.340
there's a big blob that appears in the radar.
link |
00:34:20.660
How do you make a plane disappear
link |
00:34:22.380
so it looks as big as a ball bearing?
link |
00:34:26.180
What's involved in technology wise there?
link |
00:34:28.020
What's the broadly sort of the stuff you can speak about?
link |
00:34:32.460
I'll stick to what's in Ben Rich's book.
link |
00:34:34.860
But obviously the geometry of how radar gets reflected
link |
00:34:39.020
and the kinds of materials that either reflect or absorb
link |
00:34:42.460
are kind of the couple of the critical elements there.
link |
00:34:46.500
And it's a cat and mouse game, right?
link |
00:34:48.100
I mean, you know, radars get better,
link |
00:34:51.300
stealth capabilities get better.
link |
00:34:52.980
And so it's a really a game
link |
00:34:55.740
of continuous improvement and innovation there.
link |
00:34:58.500
I'll leave it at that.
link |
00:35:00.180
Yeah, so the idea that something is essentially invisible
link |
00:35:04.780
is quite fascinating.
link |
00:35:06.460
But the other one is flying fast.
link |
00:35:08.980
So speed of sound is 750, 60 miles an hour.
link |
00:35:15.340
So supersonic is three, you know, Mach three,
link |
00:35:18.500
something like that.
link |
00:35:19.340
Yeah, we talk about the supersonic obviously,
link |
00:35:21.620
and we kind of talk about that as that realm from Mach one
link |
00:35:24.940
up through about Mach five and then hypersonic.
link |
00:35:28.500
So, you know, high supersonic speeds would be past Mach five.
link |
00:35:34.780
And you got to remember Lockheed Martin
link |
00:35:37.140
and actually other companies have been involved
link |
00:35:39.100
in hypersonic development since the late 60s.
link |
00:35:42.300
You know, you think of everything from the X 15
link |
00:35:45.380
to the space shuttle as examples of that.
link |
00:35:50.100
I think the difference now is if you look around the world,
link |
00:35:54.380
particularly the threat environment that we're in today,
link |
00:35:57.380
you're starting to see, you know, publicly,
link |
00:36:01.540
folks like the Russians and the Chinese
link |
00:36:03.580
saying they have hypersonic weapons capability
link |
00:36:08.340
that could threaten US and allied capabilities.
link |
00:36:14.260
And also basically, you know, the claims are
link |
00:36:17.220
these could get around defensive systems
link |
00:36:19.860
that are out there today.
link |
00:36:21.820
And so there's a real sense of urgency.
link |
00:36:24.500
You hear it from folks like the undersecretary of defense
link |
00:36:28.140
for research and engineering, Dr. Mike Griffin,
link |
00:36:30.780
and others in the department of defense that hypersonics
link |
00:36:33.940
is something that's really important to the nation
link |
00:36:39.620
in terms of both parity, but also defensive capabilities.
link |
00:36:43.100
And so that's something that, you know, we're pleased.
link |
00:36:46.220
It's something that Lockheed Martin's, you know,
link |
00:36:47.860
had a heritage in, we've invested R and D dollars
link |
00:36:51.620
on our side for many years.
link |
00:36:53.780
And we have a number of things going on
link |
00:36:56.220
with various US government customers in that field today
link |
00:36:59.740
that we're very excited about.
link |
00:37:01.540
So I would anticipate we'll be hearing more about that
link |
00:37:04.520
in the future from our customers.
link |
00:37:06.260
And I've actually haven't read much about this.
link |
00:37:08.860
Probably you can't talk about much of it at all,
link |
00:37:10.860
but on the defensive side,
link |
00:37:12.780
it's a fascinating problem of perception
link |
00:37:15.600
of trying to detect things that are really hard to see.
link |
00:37:18.380
Can you comment on how hard that problem is
link |
00:37:21.540
and how hard is it to stay ahead,
link |
00:37:26.660
even if we go back a few decades,
link |
00:37:29.180
stay ahead of the competition?
link |
00:37:30.500
Well, maybe I'd, again, you gotta think of these
link |
00:37:33.700
as ongoing capability development.
link |
00:37:36.500
And so think back to the early days of missile defense.
link |
00:37:40.740
So this would be in the 80s, the SDI program.
link |
00:37:44.140
And in that timeframe, we proved and Lockheed Martin proved
link |
00:37:47.460
that you could hit a bullet with a bullet, essentially,
link |
00:37:50.260
and which is something that had never been done before
link |
00:37:53.220
to take out an incoming ballistic missile.
link |
00:37:56.180
And so that's led to these incredible hit to kill
link |
00:37:59.300
kinds of capabilities, PAC 3.
link |
00:38:03.100
That's the Patriot Advanced Capability Model 3
link |
00:38:06.980
that Lockheed Martin builds,
link |
00:38:08.120
the THAAD system that I talked about.
link |
00:38:12.080
So now hypersonics, they're different from ballistic systems.
link |
00:38:17.520
And so we gotta take the next step in defensive capability.
link |
00:38:21.120
I can, I'll leave that there, but I can only imagine.
link |
00:38:26.520
Now, let me just comment sort of as an engineer,
link |
00:38:29.160
it's sad to know that so much that Lockheed has done
link |
00:38:33.440
in the past is classified or today,
link |
00:38:38.840
and it's shrouded in secrecy.
link |
00:38:40.940
It has to be by the nature of the application.
link |
00:38:46.200
So like what I do, so what we do here at MIT,
link |
00:38:49.200
we would like to inspire young engineers, young scientists,
link |
00:38:53.920
and yet in the Lockheed case,
link |
00:38:56.480
some of that engineer has to stay quiet.
link |
00:38:59.720
How do you think about that?
link |
00:39:00.920
How does that make you feel?
link |
00:39:02.120
Is there a future where more can be shown
link |
00:39:08.120
or is it just the nature of this world
link |
00:39:11.240
that it has to remain secret?
link |
00:39:13.400
It's a good question.
link |
00:39:15.680
I think the public can see enough of,
link |
00:39:21.840
and including students who may be in grade school,
link |
00:39:25.600
high school, college today,
link |
00:39:28.840
to understand the kinds of really hard problems
link |
00:39:32.440
that we work on.
link |
00:39:34.120
And I mean, look at the F35, right?
link |
00:39:36.840
And obviously a lot of the detailed performance levels
link |
00:39:41.320
are sensitive and controlled.
link |
00:39:43.880
But we can talk about what an incredible aircraft this is,
link |
00:39:48.760
supersonic, super cruise, kind of a fighter,
link |
00:39:53.600
stealth capabilities.
link |
00:39:55.200
It's a flying information system in the sky
link |
00:39:58.600
with data fusion, sensor fusion capabilities
link |
00:40:02.160
that have never been seen before.
link |
00:40:03.820
So these are the kinds of things that I believe,
link |
00:40:06.240
these are the kinds of things that got me excited
link |
00:40:08.000
when I was a student.
link |
00:40:08.960
I think these still inspire students today.
link |
00:40:12.240
And the other thing I'd say,
link |
00:40:14.080
I mean, people are inspired by space.
link |
00:40:17.040
People are inspired by aircraft.
link |
00:40:21.980
Our employees are also inspired by that sense of mission.
link |
00:40:25.360
And I'll just give you an example.
link |
00:40:27.560
I had the privilege to work
link |
00:40:30.840
and lead our GPS programs for some time.
link |
00:40:34.400
And that was a case where I actually worked on a program
link |
00:40:39.200
that touches billions of people every day.
link |
00:40:41.760
And so when I said, I worked on GPS,
link |
00:40:43.520
everybody knew what I was talking about,
link |
00:40:45.280
even though they didn't maybe appreciate
link |
00:40:46.900
the technical challenges that went into that.
link |
00:40:51.440
But I'll tell you, I got a briefing one time
link |
00:40:55.020
from a major in the Air Force.
link |
00:40:57.480
And he said, I go by callsign GIMP, GPS is my passion.
link |
00:41:04.720
I love GPS.
link |
00:41:05.760
And he was involved in the operational test of the system.
link |
00:41:09.000
And he said, I was out in Iraq,
link |
00:41:11.720
and I was on a helicopter, Blackhawk helicopter,
link |
00:41:17.480
and I was bringing back a sergeant
link |
00:41:20.480
and a handful of troops from a deployed location.
link |
00:41:23.840
And he said, my job is GPS.
link |
00:41:26.640
So I asked that sergeant,
link |
00:41:27.880
and he's beaten down and kind of half asleep.
link |
00:41:31.420
And I said, what do you think about GPS?
link |
00:41:34.120
And he brightened up, his eyes lit up,
link |
00:41:36.000
and he said, well, GPS,
link |
00:41:37.640
that brings me and my troops home every day.
link |
00:41:40.000
I love GPS.
link |
00:41:41.160
And that's the kind of story where it's like,
link |
00:41:43.020
okay, I'm really making a difference here
link |
00:41:45.680
in the kind of work.
link |
00:41:46.520
So that mission piece is really important.
link |
00:41:49.000
The last thing I'll say is,
link |
00:41:51.120
and this gets to some of these questions
link |
00:41:53.800
around advanced technologies.
link |
00:41:56.180
It's not, they're not just airplanes
link |
00:41:58.800
and spacecraft anymore.
link |
00:42:00.020
For people who are excited
link |
00:42:01.480
about advanced software capabilities,
link |
00:42:03.540
about AI, about bringing machine learning,
link |
00:42:06.080
these are the things that we're doing
link |
00:42:08.280
to exponentially increase the mission capabilities
link |
00:42:13.000
that go on those platforms.
link |
00:42:14.400
And those are the kinds of things
link |
00:42:15.600
that I think are more and more visible to the public.
link |
00:42:18.480
Yeah, I think autonomy, especially in flight,
link |
00:42:21.540
is super exciting.
link |
00:42:23.120
Do you see a day, here we go, back into philosophy,
link |
00:42:28.160
future when most fighter jets
link |
00:42:30.200
will be highly autonomous to a degree
link |
00:42:35.720
where a human doesn't need to be in the cockpit
link |
00:42:38.900
in almost all cases?
link |
00:42:40.640
Well, I mean, that's a world
link |
00:42:42.400
that to a certain extent we're in today.
link |
00:42:44.240
Now these are remotely piloted aircraft, to be sure.
link |
00:42:47.820
But we have hundreds of thousands of flight hours a year now
link |
00:42:53.920
in remotely piloted aircraft.
link |
00:42:55.800
And then if you take the F35,
link |
00:42:58.440
there are huge layers, I guess,
link |
00:43:03.580
in levels of autonomy built into that aircraft
link |
00:43:06.260
so that the pilot is essentially more of a mission manager
link |
00:43:11.900
rather than doing the data,
link |
00:43:13.780
the second to second elements of flying the aircraft.
link |
00:43:17.220
So in some ways it's the easiest aircraft
link |
00:43:19.540
in the world to fly.
link |
00:43:20.860
And kind of a funny story on that.
link |
00:43:22.540
So I don't know if you know
link |
00:43:23.980
how aircraft carrier landings work,
link |
00:43:27.320
but basically there's what's called a tail hook
link |
00:43:30.860
and it catches wires on the deck of the carrier.
link |
00:43:33.820
And that's what brings the aircraft
link |
00:43:37.340
to a screeching halt, right?
link |
00:43:39.440
And there's typically three of these wires.
link |
00:43:41.860
So if you miss the first, the second one,
link |
00:43:43.540
you catch the next one, right?
link |
00:43:45.980
And we got a little criticism.
link |
00:43:49.580
I don't know how true this story is,
link |
00:43:50.940
but we got a little criticism.
link |
00:43:52.460
The F35 is so perfect, it always gets the second wires.
link |
00:43:56.260
We're wearing out the wire because it always hits that one.
link |
00:44:00.940
But that's the kind of autonomy that just makes these,
link |
00:44:04.660
essentially up levels what the human is doing
link |
00:44:06.980
to more of that mission manager.
link |
00:44:08.620
So much of that landing by the F35 is autonomous.
link |
00:44:12.140
Well, it's just, the control systems are such
link |
00:44:14.500
that you really have dialed out the variability
link |
00:44:18.020
that comes with all the environmental conditions.
link |
00:44:20.020
You're wearing it out.
link |
00:44:20.860
So my point is to a certain extent,
link |
00:44:24.380
that world is here today.
link |
00:44:27.420
Do I think that we're gonna see a day anytime soon
link |
00:44:30.060
when there are no humans in the cockpit?
link |
00:44:31.900
I don't believe that.
link |
00:44:33.420
But I do think we're gonna see much more
link |
00:44:35.940
human machine teaming, and we're gonna see that much more
link |
00:44:38.820
at the tactical edge.
link |
00:44:40.580
And we did a demo, and you asked about
link |
00:44:42.100
what the Skunk Works is doing these days.
link |
00:44:43.840
And so this is something I can talk about,
link |
00:44:46.260
but we did a demo with the Air Force Research Laboratory.
link |
00:44:51.300
We called it Have Raider.
link |
00:44:52.700
And so using an F16 as an autonomous wingman,
link |
00:44:59.860
and we demonstrated all kinds of maneuvers
link |
00:45:02.540
and various mission scenarios with the autonomous F16
link |
00:45:06.340
being that so called loyal or trusted wingman.
link |
00:45:09.540
And so those are the kinds of things that,
link |
00:45:12.140
we've shown what is possible now.
link |
00:45:15.500
Given that you've up leveled that pilot
link |
00:45:17.940
to be a mission manager, now they can control
link |
00:45:20.380
multiple other aircraft.
link |
00:45:22.340
Think of them almost as extensions of your own aircraft
link |
00:45:25.100
flying alongside with you.
link |
00:45:27.220
So that's another example of how this is really
link |
00:45:30.340
coming to fruition.
link |
00:45:31.580
And then I mentioned the landings,
link |
00:45:35.220
but think about just the implications for humans
link |
00:45:39.100
and flight safety, and this goes a little bit back
link |
00:45:41.100
to the discussion we were having about
link |
00:45:43.340
how do you continuously improve the level of safety
link |
00:45:47.820
through automation while working through the complexities
link |
00:45:51.400
that automation introduces.
link |
00:45:53.420
So one of the challenges that you have
link |
00:45:54.820
in high performance fighter aircraft is what's called G lock.
link |
00:45:57.540
So this is G induced loss of consciousness.
link |
00:46:00.060
So you pull nine Gs, you're wearing a pressure suit,
link |
00:46:02.900
that's not enough to keep the blood going to your brain,
link |
00:46:05.860
you black out.
link |
00:46:07.860
And of course that's bad if you happen to be flying low,
link |
00:46:12.400
near the deck and in an obstacle or terrain environment.
link |
00:46:17.400
And so we developed a system in our aeronautics division
link |
00:46:22.480
called Auto Gcast, so autonomous ground collision
link |
00:46:25.560
avoidance system.
link |
00:46:27.480
And we built that into the F16.
link |
00:46:30.120
It's actually saved seven aircraft, eight pilots already
link |
00:46:33.080
in a relatively short time it's been deployed.
link |
00:46:35.920
It was so successful that the Air Force said,
link |
00:46:39.360
hey, we need to have this in the F35 right away.
link |
00:46:41.500
So we've actually done testing of that now on the F35.
link |
00:46:45.420
And we've also integrated an autonomous
link |
00:46:49.360
air collision avoidance system.
link |
00:46:51.040
So think the air to air problem.
link |
00:46:52.960
So now it's the integrated collision avoidance system.
link |
00:46:56.080
But these are the kinds of capabilities,
link |
00:46:58.800
I wouldn't call them AI.
link |
00:46:59.960
I mean, they're very sophisticated models
link |
00:47:04.080
of the aircraft dynamics coupled with the terrain models
link |
00:47:08.120
to be able to predict when essentially the pilot
link |
00:47:12.160
is doing something that is gonna take the aircraft
link |
00:47:14.640
or the pilot's not doing something in this case.
link |
00:47:18.160
But it just gives you an example of how autonomy
link |
00:47:22.560
can be really a lifesaver in today's world.
link |
00:47:25.960
It's like a autonomous automated emergency braking in cars.
link |
00:47:30.560
But is there any exploration of perception of,
link |
00:47:34.640
for example, detecting a G lock that the pilot is out?
link |
00:47:39.680
So as opposed to perceiving the external environment
link |
00:47:43.000
to infer that the pilot is out,
link |
00:47:44.480
but actually perceiving the pilot directly.
link |
00:47:47.400
Yeah, this is one of those cases
link |
00:47:48.760
where you'd like to not take action
link |
00:47:50.800
if you think the pilot's there.
link |
00:47:52.120
And it's almost like systems that try to detect
link |
00:47:54.800
if a driver's falling asleep on the road, right?
link |
00:47:57.740
With limited success.
link |
00:48:00.040
So, I mean, this is what I call
link |
00:48:02.120
the system of last resort, right?
link |
00:48:03.800
Where if the aircraft has determined
link |
00:48:06.980
that it's going into the terrain, get it out of there.
link |
00:48:10.960
And this is not something that we're just doing
link |
00:48:13.600
in the aircraft world.
link |
00:48:15.720
And I wanted to highlight,
link |
00:48:16.940
we have a technology we call Matrix,
link |
00:48:18.660
but this is developed at Sikorsky Innovations.
link |
00:48:22.000
The whole idea there is what we call optimal piloting.
link |
00:48:26.120
So not optional piloting or unpiloted, but optimal piloting.
link |
00:48:32.280
So an FAA certified system.
link |
00:48:35.120
So you have a high degree of confidence.
link |
00:48:37.480
It's generally pretty deterministic.
link |
00:48:40.600
So we know that it'll do in different situations,
link |
00:48:43.940
but effectively be able to fly a mission
link |
00:48:48.160
with two pilots, one pilot, no pilots.
link |
00:48:51.560
And you can think of it almost as like a dial
link |
00:48:56.080
of the level of autonomy that you want,
link |
00:48:58.360
but able, so it's running in the background at all times
link |
00:49:01.340
and able to pick up tasks,
link |
00:49:03.280
whether it's sort of autopilot kinds of tasks
link |
00:49:05.960
or more sophisticated path planning kinds of activities
link |
00:49:12.080
to be able to do things like, for example,
link |
00:49:14.280
land on an oil rig in the North Sea
link |
00:49:16.960
in bad weather, zero, zero conditions.
link |
00:49:19.560
And you can imagine, of course,
link |
00:49:20.780
there's a lot of military utility to capability like that.
link |
00:49:24.600
You could have an aircraft that you want to send out
link |
00:49:27.320
for a crewed mission, but then at night,
link |
00:49:29.800
if you want to use it to deliver supplies
link |
00:49:31.920
in an unmanned mode, that could be done as well.
link |
00:49:35.600
And so there's clear advantages there.
link |
00:49:40.040
But think about on the commercial side,
link |
00:49:41.880
if you're an aircraft taken,
link |
00:49:44.440
you're gonna fly out to this oil rig.
link |
00:49:46.120
If you get out there and you can't land,
link |
00:49:48.000
then you gotta bring all those people back,
link |
00:49:50.660
reschedule another flight,
link |
00:49:51.880
pay the overtime for the crew that you just brought back
link |
00:49:54.680
because they didn't get where they were going,
link |
00:49:55.720
pay for the overtime for the folks
link |
00:49:57.200
that are out there in the oil rig.
link |
00:49:58.680
This is real economic,
link |
00:50:00.760
these are dollars and cents kinds of advantages
link |
00:50:03.520
we're bringing in the commercial world as well.
link |
00:50:06.080
So here's a difficult question from the AI space
link |
00:50:09.200
that I would love it if you're able to comment.
link |
00:50:11.680
So a lot of this autonomy in AI you've mentioned just now
link |
00:50:15.440
has this empowering effect.
link |
00:50:17.080
One is the last resort, it keeps you safe.
link |
00:50:20.420
The other is there's a, with the teaming
link |
00:50:22.900
and in general, assistive AI.
link |
00:50:29.080
And I think there's always a race.
link |
00:50:33.140
So the world is full of, the world is complex.
link |
00:50:36.960
It's full of bad actors.
link |
00:50:41.120
So there's often a race to make sure
link |
00:50:43.640
that we keep this country safe, right?
link |
00:50:48.700
But with AI, there is a concern
link |
00:50:52.000
that it's a slightly different race.
link |
00:50:55.140
Though there's a lot of people in the AI space
link |
00:50:56.800
that are concerned about the AI arms race.
link |
00:50:59.620
That as opposed to the United States becoming,
link |
00:51:04.240
having the best technology and therefore keeping us safe,
link |
00:51:07.440
even we lose ability to keep control of it.
link |
00:51:11.560
So this, the AI arms race getting away
link |
00:51:14.560
from all of us humans.
link |
00:51:16.800
So do you share this worry?
link |
00:51:19.480
Do you share this concern
link |
00:51:20.680
when we're talking about military applications
link |
00:51:23.440
that too much control and decision making capabilities
link |
00:51:27.280
giving to software or AI?
link |
00:51:31.680
Well, I don't see it happening today.
link |
00:51:34.160
And in fact, this is something from a policy perspective,
link |
00:51:38.400
it's obviously a very dynamic space,
link |
00:51:40.000
but the Department of Defense has put quite a bit
link |
00:51:42.440
of thought into that.
link |
00:51:44.320
And maybe before talking about the policy,
link |
00:51:46.600
I'll just talk about some of the why.
link |
00:51:48.960
And you alluded to it being a sort of a complicated
link |
00:51:52.280
and a little bit scary world out there,
link |
00:51:54.080
but there's some big things happening today.
link |
00:51:57.360
You hear a lot of talk now about a return
link |
00:51:59.460
to great powers competition,
link |
00:52:01.520
particularly around China and Russia with the US,
link |
00:52:05.480
but there are some other big players out there as well.
link |
00:52:10.040
And what we've seen is the deployment of some very,
link |
00:52:16.140
I'd say concerning new weapon systems,
link |
00:52:20.520
particularly with Russia and breaching
link |
00:52:23.040
some of the IRBM,
link |
00:52:24.560
Intermediate Range Ballistic Missile Treaties,
link |
00:52:26.480
that's been in the news a lot.
link |
00:52:29.480
The building of islands, artificial islands
link |
00:52:33.040
in the South China Sea by the Chinese
link |
00:52:35.160
and then arming those islands.
link |
00:52:38.760
The annexation of Crimea by Russia,
link |
00:52:42.960
the invasion of Ukraine.
link |
00:52:44.840
So there's some pretty scary things.
link |
00:52:47.200
And then you add on top of that,
link |
00:52:49.760
the North Korean threat has certainly not gone away.
link |
00:52:53.000
There's a lot going on in the Middle East
link |
00:52:54.740
with Iran in particular.
link |
00:52:56.680
And we see this global terrorism threat has not abated.
link |
00:53:02.360
So there are a lot of reasons to look for technology
link |
00:53:06.100
to assist with those problems,
link |
00:53:07.680
whether it's AI or other technologies like hypersonics,
link |
00:53:11.360
which we discussed.
link |
00:53:12.960
So now let me give just a couple of hypotheticals.
link |
00:53:17.320
So people react sort of in the second timeframe, right?
link |
00:53:24.840
Photon hitting your eye to movement
link |
00:53:27.800
is on the order of a few tenths of a second
link |
00:53:30.600
kinds of processing time.
link |
00:53:34.440
Roughly speaking,
link |
00:53:36.560
computers are operating in the nanosecond timescale, right?
link |
00:53:41.560
So just to bring home what that means,
link |
00:53:44.620
a nanosecond to a second is like a second to 32 years.
link |
00:53:50.640
So seconds on the battlefield,
link |
00:53:53.040
in that sense, literally are lifetimes.
link |
00:53:56.600
And so if you can bring an autonomous
link |
00:54:01.040
or AI enabled capability
link |
00:54:03.260
that will enable the human to shrink,
link |
00:54:05.640
maybe you've heard the term the OODA loop.
link |
00:54:07.540
So this whole idea that a typical battlefield decision
link |
00:54:12.160
is characterized by observe.
link |
00:54:15.800
So information comes in, orient.
link |
00:54:18.400
How does that, what does that mean in the context?
link |
00:54:21.240
Decide, what do I do about it?
link |
00:54:23.040
And then act, take that action.
link |
00:54:25.160
If you can use these capabilities to compress that OODA loop
link |
00:54:29.880
to stay inside what your adversary is doing,
link |
00:54:32.240
that's an incredible powerful force on the battlefield.
link |
00:54:37.680
That's a really nice way to put it,
link |
00:54:39.120
that the role of AI and computing in general
link |
00:54:41.680
has a lot to benefit from just decreasing
link |
00:54:45.160
from 32 years to one second,
link |
00:54:47.240
as opposed to on the scale of seconds and minutes and hours
link |
00:54:50.560
making decisions that humans are better at making.
link |
00:54:53.440
And it actually goes the other way too.
link |
00:54:54.960
So that's on the short timescale.
link |
00:54:57.160
So humans kind of work in the one second,
link |
00:54:59.760
two seconds to eight hours.
link |
00:55:01.520
After eight hours, you get tired,
link |
00:55:04.320
you gotta go to the bathroom, whatever the case might be.
link |
00:55:07.480
So there's this whole range of other things.
link |
00:55:09.720
Think about surveillance and guarding facilities.
link |
00:55:16.560
Think about moving material, logistics, sustainment.
link |
00:55:20.520
A lot of these, what they call dull, dirty
link |
00:55:22.600
and dangerous things that you need
link |
00:55:24.520
to have sustained activity,
link |
00:55:26.160
but it's sort of beyond the length of time
link |
00:55:28.000
that a human can practically do as well.
link |
00:55:30.920
So there's this range of things that are critical
link |
00:55:36.400
in military and defense applications
link |
00:55:39.120
that AI and autonomy are particularly well suited to.
link |
00:55:43.240
Now, the interesting question that you brought up is,
link |
00:55:46.040
okay, how do you make sure that stays within human control?
link |
00:55:49.840
So that was the context for now the policy.
link |
00:55:52.360
And so there is a DOD directive called 3000.09
link |
00:55:56.160
because that's the way we name stuff in this world.
link |
00:56:00.760
But I'd say it's well worth reading.
link |
00:56:04.280
It's only a couple of pages long,
link |
00:56:05.880
but it makes some key points.
link |
00:56:07.280
And it's really around making sure
link |
00:56:09.520
that there's human agency and control
link |
00:56:12.320
over use of semi autonomous and autonomous weapons systems,
link |
00:56:20.240
making sure that these systems are tested,
link |
00:56:23.080
verified and evaluated in realistic,
link |
00:56:25.800
real world type scenarios,
link |
00:56:28.200
making sure that the people are actually trained
link |
00:56:30.400
on how to use them,
link |
00:56:31.880
making sure that the systems have human machine interfaces
link |
00:56:36.000
that can show what state they're in
link |
00:56:38.080
and what kinds of decisions they're making,
link |
00:56:40.320
making sure that you've established doctrine
link |
00:56:42.800
and tactics and techniques and procedures
link |
00:56:45.800
for the use of these kinds of systems.
link |
00:56:48.240
And so, and by the way, I mean, none of this is easy,
link |
00:56:52.880
but I'm just trying to lay kind of the picture
link |
00:56:56.040
of how the US has said,
link |
00:56:58.200
this is the way we're gonna treat AI and autonomous systems,
link |
00:57:02.600
that it's not a free for all.
link |
00:57:04.600
And like there are rules of war and rules of engagement
link |
00:57:08.160
with other kinds of systems,
link |
00:57:09.480
think chemical weapons, biological weapons,
link |
00:57:12.200
we need to think about the same sorts of implications.
link |
00:57:15.720
And this is something that's really important
link |
00:57:17.320
for Lockheed Martin.
link |
00:57:18.160
I mean, obviously we are a hundred percent complying
link |
00:57:21.600
with our customer and the policies and regulations,
link |
00:57:26.400
but I mean, AI is an incredible enabler,
link |
00:57:30.560
say within the walls of Lockheed Martin
link |
00:57:32.360
in terms of improving production efficiency,
link |
00:57:35.200
doing helping engineers, doing generative design,
link |
00:57:38.240
improving logistics, driving down energy costs.
link |
00:57:42.040
I mean, there are so many applications,
link |
00:57:44.360
but we're also very interested in some of the elements
link |
00:57:48.160
of ethical application within Lockheed Martin.
link |
00:57:51.800
So we need to make sure that things like privacy
link |
00:57:54.360
is taken care of, that we do everything we can
link |
00:57:58.480
to drive out bias in AI enabled kinds of systems,
link |
00:58:03.480
that we make sure that humans are involved in decisions,
link |
00:58:06.320
that we're not just delegating accountability to algorithms.
link |
00:58:10.640
And so for us, it all comes back,
link |
00:58:13.280
I talked about culture before,
link |
00:58:14.560
and it comes back to sort of the Lockheed Martin culture
link |
00:58:17.920
and our core values.
link |
00:58:19.160
And so it's pretty simple for us and do what's right,
link |
00:58:21.720
respect others, perform with excellence.
link |
00:58:24.280
And now how do we tie that back to the ethical principles
link |
00:58:27.960
will govern how AI is used within Lockheed Martin.
link |
00:58:31.840
And we actually have a world, pretty,
link |
00:58:34.400
so you might not know this,
link |
00:58:35.520
but there are actually awards for ethics programs.
link |
00:58:37.680
Lockheed Martin's had a recognized ethics program
link |
00:58:41.400
for many years.
link |
00:58:42.240
And this is one of the things that our ethics team
link |
00:58:44.600
is working with our engineering team on.
link |
00:58:47.840
One of the miracles to me, perhaps a layman,
link |
00:58:51.320
again, I was born in the Soviet Union.
link |
00:58:53.760
So I have echoes, at least in my family history
link |
00:58:57.840
of World War II and the Cold War.
link |
00:59:00.640
Do you have a sense of why human civilization
link |
00:59:04.760
has not destroyed itself through nuclear war,
link |
00:59:07.120
so nuclear deterrence?
link |
00:59:09.200
And thinking about the future,
link |
00:59:11.960
does this technology have a role to play here?
link |
00:59:14.600
And what is the long term future
link |
00:59:17.400
of nuclear deterrence look like?
link |
00:59:20.440
Yeah, this is one of those hard, hard questions.
link |
00:59:24.840
And I should note that Lockheed Martin is both proud
link |
00:59:29.040
and privileged to play a part in multiple legs
link |
00:59:31.520
of our nuclear and strategic deterrent systems
link |
00:59:35.920
like the Trident submarine launch ballistic missiles.
link |
00:59:42.200
You talk about, is there still a possibility
link |
00:59:47.400
that the human race could destroy itself?
link |
00:59:49.120
I'd say that possibility is real.
link |
00:59:50.880
But interestingly, in some sense,
link |
00:59:55.480
I think the strategic deterrence have prevented
link |
01:00:00.040
the kinds of incredibly destructive world wars
link |
01:00:03.760
that we saw in the first half of the 20th century.
link |
01:00:07.280
Now, things have gotten more complicated since that time
link |
01:00:10.920
and since the Cold War.
link |
01:00:12.320
It is more of a multipolar great powers world today.
link |
01:00:16.600
Just to give you an example, back then,
link |
01:00:19.040
there were, in the Cold War timeframe,
link |
01:00:21.880
just a handful of nations
link |
01:00:23.120
that had ballistic missile capability by last count.
link |
01:00:27.000
And this is a few years old.
link |
01:00:28.280
There's over 70 nations today that have that.
link |
01:00:31.280
Similar kinds of numbers
link |
01:00:33.880
in terms of space based capabilities.
link |
01:00:38.080
So the world has gotten more complex and more challenging
link |
01:00:42.600
and the threats, I think, have proliferated
link |
01:00:45.640
in ways that we didn't expect.
link |
01:00:49.720
The nation today is in the middle of a recapitalization
link |
01:00:53.280
of our strategic deterrent.
link |
01:00:55.360
I look at that as one of the most important things
link |
01:00:58.760
that our nation can do.
link |
01:01:00.320
What is involved in deterrence?
link |
01:01:01.880
Is it being ready to attack
link |
01:01:08.040
or is it the defensive systems that catch attacks?
link |
01:01:11.560
A little bit of both.
link |
01:01:12.560
And so it's a complicated game theoretical kind of program.
link |
01:01:16.680
But ultimately,
link |
01:01:20.680
we are trying to prevent the use of any of these weapons.
link |
01:01:24.920
And the theory behind prevention is that
link |
01:01:29.280
even if an adversary uses a weapon against you,
link |
01:01:33.320
you have the capability to essentially strike back
link |
01:01:37.640
and do harm to them that's unacceptable.
link |
01:01:40.840
And so that will deter them from making use
link |
01:01:44.960
of these weapons systems.
link |
01:01:48.040
The deterrence calculus has changed, of course,
link |
01:01:50.800
with more nations now having these kinds of weapons.
link |
01:01:56.320
But I think from my perspective, it's very important
link |
01:02:02.240
to maintain a strategic deterrent.
link |
01:02:05.040
You have to have systems that you know will work
link |
01:02:08.840
when they're required to work.
link |
01:02:11.000
Now you know that they have to be adaptable
link |
01:02:13.560
to a variety of different scenarios in today's world.
link |
01:02:17.560
And so that's what this recapitalization of systems
link |
01:02:20.400
that were built over previous decades,
link |
01:02:23.240
making sure that they are appropriate, not just for today,
link |
01:02:26.640
but for the decades to come.
link |
01:02:29.120
So the other thing I'd really like to note
link |
01:02:32.200
is strategic deterrence has a very different
link |
01:02:35.800
character today.
link |
01:02:40.160
We used to think of weapons of mass destruction
link |
01:02:42.400
in terms of nuclear, chemical, biological.
link |
01:02:45.760
And today we have a cyber threat.
link |
01:02:48.680
We've seen examples of the use of cyber weaponry.
link |
01:02:54.360
And if you think about the possibilities
link |
01:02:58.560
of using cyber capabilities or an adversary attacking the US
link |
01:03:03.560
to take out things like critical infrastructure,
link |
01:03:07.560
electrical grids, water systems,
link |
01:03:11.440
those are scenarios that are strategic in nature
link |
01:03:16.320
to the survival of a nation as well.
link |
01:03:19.080
So that is the kind of world that we live in today.
link |
01:03:23.080
And part of my hope on this is one that we can also develop
link |
01:03:28.480
technical or technological systems,
link |
01:03:30.920
perhaps enabled by AI and autonomy,
link |
01:03:33.640
that will allow us to contain and to fight back
link |
01:03:38.680
against these kinds of new threats
link |
01:03:41.880
that were not conceived when we first developed
link |
01:03:44.840
our strategic deterrence.
link |
01:03:46.280
Yeah, I know that Lockheed is involved in cyber,
link |
01:03:48.400
so I saw that you mentioned that.
link |
01:03:52.080
It's an incredibly, nuclear almost seems easier than cyber
link |
01:03:57.600
because there's so many attack,
link |
01:03:58.840
there's so many ways that cyber can evolve
link |
01:04:01.720
in such an uncertain future.
link |
01:04:03.440
But talking about engineering with a mission,
link |
01:04:05.800
I mean, in this case that you're engineering systems
link |
01:04:09.640
that basically save the world.
link |
01:04:13.680
Well, like I said, we're privileged to work
link |
01:04:18.000
on some very challenging problems
link |
01:04:20.000
for very critical customers here in the US
link |
01:04:23.320
and with our allies abroad as well.
link |
01:04:25.140
Lockheed builds both military and nonmilitary systems.
link |
01:04:30.740
And perhaps the future of Lockheed
link |
01:04:32.940
may be more in nonmilitary applications
link |
01:04:35.300
if you talk about space and beyond.
link |
01:04:38.220
I say that as a preface to a difficult question.
link |
01:04:41.420
So President Eisenhower in 1961 in his farewell address
link |
01:04:46.180
talked about the military industrial complex
link |
01:04:48.940
and that it shouldn't grow beyond what is needed.
link |
01:04:51.660
So what are your thoughts on those words,
link |
01:04:55.860
on the military industrial complex,
link |
01:04:58.780
on the concern of growth of their developments
link |
01:05:04.100
beyond what may be needed?
link |
01:05:06.940
That where it may be needed is a critical phrase, of course.
link |
01:05:12.420
And I think it is worth pointing out, as you noted,
link |
01:05:15.020
that Lockheed Martin,
link |
01:05:16.020
we are in a number of commercial businesses
link |
01:05:19.420
from energy to space to commercial aircraft.
link |
01:05:24.020
And so I wouldn't neglect the importance
link |
01:05:28.660
of those parts of our business as well.
link |
01:05:32.140
I think the world is dynamic and there was a time,
link |
01:05:36.980
and it doesn't seem that long ago to me,
link |
01:05:38.900
it was while I was a graduate student here at MIT
link |
01:05:41.920
and we were talking about the peace dividend
link |
01:05:43.980
at the end of the Cold War.
link |
01:05:45.780
If you look at expenditure on military systems
link |
01:05:49.260
as a fraction of GDP,
link |
01:05:51.380
we're far below peak levels of the past.
link |
01:05:55.660
And to me, at least, it looks like a time
link |
01:05:59.180
where you're seeing global threats changing in a way
link |
01:06:02.740
that would warrant relevant investments
link |
01:06:06.980
in defensive capabilities.
link |
01:06:10.940
The other thing I'd note,
link |
01:06:14.020
for military and defensive systems,
link |
01:06:17.140
it's not quite a free market, right?
link |
01:06:21.500
We don't sell to people on the street.
link |
01:06:25.740
And that warrants a very close partnership
link |
01:06:29.500
between, I'd say, the customers and the people
link |
01:06:33.180
that design, build, and maintain these systems
link |
01:06:38.300
because of the very unique nature,
link |
01:06:42.020
the very difficult requirements,
link |
01:06:44.980
the very great importance on safety
link |
01:06:49.420
and on operating the way they're intended every time.
link |
01:06:54.580
And so that does create,
link |
01:06:56.740
and frankly, it's one of Lockheed Martin's great strengths
link |
01:06:59.540
is that we have this expertise built up over many years
link |
01:07:03.460
in partnership with our customers
link |
01:07:05.400
to be able to design and build these systems
link |
01:07:08.220
that meet these very unique mission needs.
link |
01:07:11.560
Yeah, because building those systems is very costly,
link |
01:07:14.380
there's very little room for mistake.
link |
01:07:16.100
I mean, it's, yeah, just Ben Rich's book and so on
link |
01:07:18.980
just tells the story.
link |
01:07:20.300
It's nerve wracking just reading it.
link |
01:07:22.340
If you're an engineer, it reads like a thriller.
link |
01:07:24.380
Okay, let me, let's go back to space for a second.
link |
01:07:29.380
I guess.
link |
01:07:30.700
I'm always happy to go back to space.
link |
01:07:33.140
So a few quick, maybe out there,
link |
01:07:36.420
maybe fun questions, maybe a little provocative.
link |
01:07:40.580
What are your thoughts on the efforts
link |
01:07:43.680
of the new folks, SpaceX and Elon Musk?
link |
01:07:48.880
What are your thoughts about what Elon is doing?
link |
01:07:50.900
Do you see him as competition?
link |
01:07:52.660
Do you enjoy competition?
link |
01:07:55.380
What are your thoughts?
link |
01:07:56.220
Yeah, first of all, certainly Elon,
link |
01:08:00.060
I'd say SpaceX and some of his other ventures
link |
01:08:03.220
are definitely a competitive force in the space industry.
link |
01:08:08.220
And do we like competition?
link |
01:08:09.900
Yeah, we do.
link |
01:08:11.500
And we think we're very strong competitors.
link |
01:08:15.580
I think it's, you know, competition is what the US
link |
01:08:19.820
is founded on in a lot of ways
link |
01:08:22.140
and always coming up with a better way.
link |
01:08:24.700
And I think it's really important
link |
01:08:27.540
to continue to have fresh eyes coming in, new innovation.
link |
01:08:33.020
I do think it's important to have level playing fields.
link |
01:08:35.500
And so you wanna make sure
link |
01:08:37.140
that you're not giving different requirements
link |
01:08:41.260
to different players.
link |
01:08:42.860
But, you know, I tell people, you know,
link |
01:08:45.580
I spent a lot of time at places like MIT.
link |
01:08:47.580
I'm gonna be at the MIT Beaverwork Summer Institute
link |
01:08:50.640
over the weekend here.
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And I tell people, this is the most exciting time
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to be in the space business in my entire life.
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And it is this explosion of new capabilities
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that have been driven by things like the, you know,
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the massive increase in computing power,
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things like the massive increase in comms capabilities,
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advanced and additive manufacturing
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are really bringing down the barriers to entry in this field
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and it's driving just incredible innovation.
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And it's happening at startups,
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but it's also happening at Lockheed Martin.
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You may not realize this, but Lockheed Martin,
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working with Stanford actually built the first CubeSat
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that was launched here out of the US
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that was called QuakeSat.
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And we did that with Stellar Solutions.
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This was right around just after 2000, I guess.
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And so we've been in that, you know,
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from the very beginning.
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And, you know, I talked about some of these,
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like, you know, Maya and Orion,
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but, you know, we're in the middle of what we call smartsats
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and software defined satellites
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that can essentially restructure and remap their purpose,
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their mission on orbit to give you almost, you know,
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unlimited flexibility for these satellites
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over their lifetimes.
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So those are just a couple of examples,
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but yeah, this is a great time to be in space.
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Absolutely.
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So Wright Brothers flew for the first time 116 years ago.
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So now we have supersonic stealth planes
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and all the technology we've talked about.
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What innovations, obviously you can't predict the future,
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but do you see Lockheed in the next 100 years?
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If you take that same leap,
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how will the world of technology and engineering change?
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I know it's an impossible question,
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but nobody could have predicted
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that we could even fly 120 years ago.
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So what do you think is the edge of possibility
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that we're going to be exploring in the next 100 years?
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I don't know that there is an edge.
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I, you know, we've been around
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for almost that entire time, right?
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The Lockheed brothers and Glen L. Martin
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starting their companies in the basement of a church
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and an old service station.
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We're very different companies today
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than we were back then, right?
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And that's because we've continuously reinvented ourselves
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over all of those decades.
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I think it's fair to say, I know this for sure,
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the world of the future, it's gonna move faster,
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it's gonna be more connected,
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it's gonna be more autonomous,
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and it's gonna be more complex than it is today.
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And so this is the world, you know,
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as a CTO at Lockheed Martin that I think about,
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what are the technologies that we have to invest in?
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Whether it's things like AI and autonomy,
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you know, you can think about quantum computing,
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which is an area that we've invested in
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to try to stay ahead of these technological changes,
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and frankly, some of the threats that are out there.
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I believe that we're gonna be out there in the solar system,
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that we're gonna be defending and defending well
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against probably, you know, military threats
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that nobody has even thought about today.
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We are going to be, we're gonna use these capabilities
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to have far greater knowledge of our own planet,
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the depths of the oceans, you know,
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all the way to the upper reaches of the atmosphere
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and everything out to the sun
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and to the edge of the solar system.
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So that's what I look forward to,
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and I'm excited, I mean, just looking ahead
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in the next decade or so to the steps
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that I see ahead of us in that time.
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I don't think there's a better place to end,
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Keoki, thank you so much.
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Lex, it's been a real pleasure,
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and sorry it took so long to get up here,
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but I'm glad we were able to make it happen.