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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 his long history
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has created some of the most incredible engineering
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marvels 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 that
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can take the lives of millions, and systems that venture out
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into space, 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
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for this conversation.
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It is a difficult one, because in part,
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Lockheed Martin builds military systems
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that operate in a complicated world that often does not
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have easy solutions 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 that
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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 Kiyoki and I 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
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at Lex Freedman, spelled F R I D M A N.
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And now, here's my conversation with Kiyoki 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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called Skonkork'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 of Lockheed
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Martin have created some of the most incredible engineering
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marvels human beings have ever built throughout the 20th century
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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
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that us humans could create something like this?
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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 Skonkorks and Ben Rich's book,
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in particular, of course, it starts off
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with basically the start of the jet age and the P80.
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I had the opportunity to sit next to one of the Apollo
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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 F104 Starfighter, which
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was another aircraft that came out of Lockheed there.
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What kind of?
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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
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I grew up hearing stories about.
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Of course, the SR 71 is incomparable
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as kind of the epitome of speed, altitude, and just
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the coolest looking aircraft ever.
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So there's a reconnaissance that's
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a plane that's a 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 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 of Apollo
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here in the last couple of weeks, right?
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But remember, 1976, July 20, again, the National Space
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Day, so the landing of the Viking lander on the surface
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of Mars, 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 various pieces
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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 in what
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we can maybe talk about some of these here,
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but Lockheed Martin's part in all of these space journeys
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over the years.
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Do you dream, and I apologize for getting philosophical at times,
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or sentimental, I do romanticize the notion
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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, a human being,
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steps on Mars?
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Absolutely.
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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 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, we're building the Orion spacecraft, which
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is the most sophisticated human rated spacecraft ever built.
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And it's really designed for these deep space journeys,
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starting with the moon, but ultimately going to Mars.
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And being the platform 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 of a couple of weeks,
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bring them back up safely.
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And so that is something I want to see happen during my time
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at Lockheed Martin.
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So I'm pretty excited about that.
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And I think once we prove that's possible,
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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
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of an overview of, so Lockheed Martin
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has partnered with a few years ago with Boeing
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to work with the DoD and NASA to build launch systems
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and rockets with the ULA.
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What's beyond that?
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What's Lockheed's mission, timeline, and long term
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dream in terms of space?
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You mentioned the moon.
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I've heard you talk about asteroids as Mars.
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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
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to have a permanent presence in space beyond low Earth
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orbit, 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 it's very interrupting that.
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So long term presence means sustained and sustainable
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presence in an economy, a space economy,
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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
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able to get there and to be able to establish sustained basis,
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right, 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 want to 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, the speed,
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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
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may know this, there's a lot of ways
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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
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able to establish a base, essentially
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in CIS lunar space that would allow for ready transfer
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from orbit to the lunar surface 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
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by this administration to get back to the moon in the 2024,
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2025 time frame, 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, but to stay.
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And so we demonstrated in the 60s
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that you could send somebody up, 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 want to say an industrial scale,
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but a sustained scale.
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So permanent habitation, regular reuse of vehicles,
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the infrastructure to get things like fuel, air, consumables,
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replacement parts, 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 that we're
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going to have to work through.
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The other thing, and I shouldn't,
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I don't want to 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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This seems like old news now, but the fact
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that we have rovers driving around the surface of Mars
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and sending back data 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, they're
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looking at the terrain, they're mapping,
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all 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,
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of course, going to the planets, but you can effectively
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have virtual human presence there in a way
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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, you put that together
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with the human piece, and we really
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opened up the solar system in a whole different way.
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And I'll give you an example.
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We've got Osiris Rex, which is a mission to the asteroid Benus.
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So the spacecraft is out there right now on basically a year
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mapping activity to map the entire surface of that asteroid
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in great detail, 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 going to go in.
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It's got a sort of fancy vacuum cleaner with a bucket.
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It's going to collect the sample off the asteroid
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and then send it back here to Earth.
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And so we have gone from sort of those tentative steps
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in the 70s, 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, material back.
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So we've gone far, and there's incredible opportunity
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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 what
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it means to orbit an asteroid with a bucket to try
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to pick up some soil samples?
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Yeah.
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So part of it is just kind of the,
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these are the same kinds of techniques
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we use here on Earth for high speed, high accuracy imagery,
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stitching these scenes together, and creating essentially
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high accuracy world maps.
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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 and data
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and imagery problem.
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But the stories around how we design the collection,
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I mean, as essentially, this is the sort of the human
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ingenuity element, right?
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That essentially had an engineer who had one day he's like,
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well, starts messing around with parts, vacuum cleaner,
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bucket, maybe we could do something like this.
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And that was what led to what we call the Pogo stick
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collection, right?
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Where basically, I think 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 talk a little bit more about space.
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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 on either the moon or Mars?
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Yeah, it's a great question because I just
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have been extolling the virtues of robotic and rovers,
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autonomous systems, 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 think back to Apollo 13
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and the ingenuity of the folks on the ground and on the spacecraft
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essentially cobbled together a way
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to get the carbon dioxide scrubbers to work.
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Those are the kinds of things that ultimately,
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and I'd say not just from dealing with anomalies,
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but dealing with new information.
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You see something, and rather than waiting 20 minutes
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or half an hour an hour to try to get information back
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and forth, but be able to essentially
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revect around the fly, collect different samples,
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take a different approach, choose different areas to explore.
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Those are the kinds of things that that human presence enables
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that still weighs ahead of us on the AI side.
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Yeah, there's some interesting stuff we'll talk about
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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 is teaming?
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What does AI and humans 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, think of it,
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so it's an AI assistant.
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And in space, exactly.
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And 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 to the actual digital tapestry
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that goes through the design, the build, the manufacture,
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the testing, and ultimately the sustainment of these systems.
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And so our vision is really that when our astronauts
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are there around Mars, you're going
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to have that entire digital library of the spacecraft,
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of its operations, all the test data, all the test data
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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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until the humans, and potentially deal with that
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before it becomes a bad situation and help
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the astronauts work through those kinds of things.
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And it's not just 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 these
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are going to take the best of the human to respond
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to changing circumstances and rely on the best AI
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capabilities to monitor this almost infinite number
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of data points and correlations of data points
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that humans, frankly, aren't that good at.
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So how do you develop systems in space like this,
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whether it's a Alexa in space or, in general, any kind
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of control systems, any kind of intelligent systems,
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when you can't really test stuff too much out in space,
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it's very expensive to test stuff.
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So how do you develop such systems?
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Yeah, that's the beauty of this digital twin, if you will.
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And of course, with Lockheed Martin,
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we've over the past five plus decades
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been refining our knowledge of the space environment,
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of how materials behave, dynamics, the controls,
link |
00:17:33.240
the radiation environments, all of these kinds of things.
link |
00:17:37.160
So we're able to create very sophisticated models.
link |
00:17:39.880
They're not perfect, but they're very good.
link |
00:17:43.440
And so you can actually do a lot.
link |
00:17:46.600
I spent part of my career simulating communication
link |
00:17:51.440
spacecraft, missile warning spacecraft, GPS spacecraft,
link |
00:17:56.400
in all kinds of scenarios and all kinds of environments.
link |
00:17:59.280
So this is really just taking that to the next level.
link |
00:18:01.880
The interesting thing is that now you're
link |
00:18:04.000
bringing into that loop a system, depending on how it's
link |
00:18:07.800
developed, that may be non deterministic,
link |
00:18:10.520
it may be learning as it goes.
link |
00:18:13.160
In fact, we anticipate that it will be learning as it goes.
link |
00:18:16.560
And so that brings a whole new level of interest, I guess,
link |
00:18:22.160
into how do you do verification and validation
link |
00:18:25.320
of these non deterministic learning systems
link |
00:18:28.520
in scenarios that may go out of the bounds or the envelope
link |
00:18:32.720
that you have initially designed them to.
link |
00:18:35.000
So this system in its intelligence has the same complexity,
link |
00:18:39.200
some of the same complexity a human does.
link |
00:18:41.040
And it learns over time, it's unpredictable
link |
00:18:43.640
in certain kinds of ways.
link |
00:18:46.240
So you also have to model that when you're thinking about it.
link |
00:18:50.120
So in your thoughts, it's possible
link |
00:18:53.440
to model the majority of situations,
link |
00:18:57.240
the important aspects of situations here on Earth
link |
00:18:59.640
and in space, enough to test stuff.
link |
00:19:02.280
Yeah, this is really an active area of research.
link |
00:19:05.560
And we're actually funding university research
link |
00:19:07.440
in a variety of places, including MIT.
link |
00:19:10.080
This is in the realm of trust and verification
link |
00:19:13.720
and validation of, I'd say, autonomous systems in general.
link |
00:19:17.920
And then as a subset of that, autonomous systems
link |
00:19:20.920
that incorporate artificial intelligence capabilities.
link |
00:19:24.520
And this is not an easy problem.
link |
00:19:27.880
We're working with startup companies.
link |
00:19:29.520
We've got internal R&D, but our conviction
link |
00:19:33.160
is that autonomy and more and more AI enabled autonomy
link |
00:19:39.200
is going to be in everything that Lockheed Martin develops
link |
00:19:42.680
and fields.
link |
00:19:44.200
And autonomy and AI are going to be
link |
00:19:48.280
retrofit into existing systems.
link |
00:19:50.080
They're going to be part of the design
link |
00:19:52.400
for all of our future systems.
link |
00:19:54.440
And so maybe I should take a step back and say,
link |
00:19:56.680
the way we define autonomy.
link |
00:19:58.600
So we talk about autonomy, essentially,
link |
00:20:01.400
a system that composes, selects, and then executes decisions
link |
00:20:08.400
with varying levels of human intervention.
link |
00:20:12.400
And so you could think of no autonomy.
link |
00:20:15.720
So this is essentially a human doing the task.
link |
00:20:18.400
You can think of, effectively, partial autonomy
link |
00:20:23.000
where the human is in the loop.
link |
00:20:25.720
So making decisions in every case
link |
00:20:29.040
about what the autonomous system can do.
link |
00:20:31.040
Either in the cockpit or remotely.
link |
00:20:33.120
Or remotely, exactly, but still in that control loop.
link |
00:20:35.960
And then there's what you'd call supervisory autonomy.
link |
00:20:39.800
So the autonomous system is doing most of the work.
link |
00:20:42.360
The human can intervene to stop it or to change the direction.
link |
00:20:45.880
And then ultimately, full autonomy
link |
00:20:47.840
where the human is off the loop altogether.
link |
00:20:50.200
And for different types of missions,
link |
00:20:52.760
want to have different levels of autonomy.
link |
00:20:55.760
So now take that spectrum and this conviction
link |
00:20:58.280
that autonomy and more and more AI
link |
00:21:01.120
are in everything that we develop.
link |
00:21:05.000
The kinds of things that Lockheed Martin does a lot of times
link |
00:21:08.960
are safety of life critical kinds of missions.
link |
00:21:12.600
Think about aircraft, for example.
link |
00:21:15.920
And so we require, and our customers require,
link |
00:21:20.040
an extremely high level of confidence.
link |
00:21:23.480
One, that we're going to protect life.
link |
00:21:26.360
Two, that we're going to, that these systems will behave
link |
00:21:30.640
in ways that their operators can understand.
link |
00:21:33.840
And so this gets into that whole field.
link |
00:21:36.360
Again, being able to verify and validate
link |
00:21:41.320
that the systems have been, that they will operate
link |
00:21:44.920
the way they're designed and the way they're expected.
link |
00:21:48.040
And furthermore, that they will do that
link |
00:21:50.720
in ways that can be explained and understood.
link |
00:21:55.400
And that is an extremely difficult challenge.
link |
00:21:58.800
Yeah, so here's a difficult question.
link |
00:22:00.760
I don't mean to bring this up,
link |
00:22:04.360
but I think it's a good case study
link |
00:22:05.560
that people are familiar with.
link |
00:22:07.840
Boeing 737 MAX commercial airplane
link |
00:22:11.080
has had two recent crashes
link |
00:22:13.360
where their flight control software system failed.
link |
00:22:15.920
And it's software, so I don't mean to speak about Boeing,
link |
00:22:19.080
but broadly speaking, we have this
link |
00:22:21.040
in the autonomous vehicle space too, semi autonomous.
link |
00:22:24.040
When you have millions of lines of code software
link |
00:22:27.840
making decisions, there is a little bit of a clash
link |
00:22:32.080
of cultures because software engineers
link |
00:22:35.320
don't have the same culture of safety often.
link |
00:22:39.440
That people who build systems like at Lockheed Martin
link |
00:22:43.120
do where it has to be exceptionally safe,
link |
00:22:46.480
you have to test this on.
link |
00:22:48.080
So how do we get this right
link |
00:22:49.880
when software is making so many decisions?
link |
00:22:53.200
Yeah, and there's a lot of things that have to happen.
link |
00:22:57.160
And by and large, I think it starts with the culture,
link |
00:23:01.280
which is not necessarily something
link |
00:23:03.320
that A is taught in school,
link |
00:23:05.960
or B is something that would come,
link |
00:23:07.960
depending on what kind of software you're developing,
link |
00:23:10.840
it may not be relevant if you're targeting ads
link |
00:23:14.240
or something like that.
link |
00:23:15.760
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 |
00:23:23.720
has developed a culture that does focus on safety,
link |
00:23:27.240
safety of life, operational safety, mission success.
link |
00:23:32.200
But as you know, these systems
link |
00:23:34.040
have gotten incredibly complex.
link |
00:23:36.120
And so they're to the point where it's almost impossible,
link |
00:23:40.720
state spaces become so huge that it's impossible to,
link |
00:23:44.840
or very difficult to do a systematic verification
link |
00:23:48.880
across the entire set of potential ways
link |
00:23:52.280
that an aircraft could be flown,
link |
00:23:53.760
all the conditions that could happen,
link |
00:23:55.560
all the potential failure scenarios.
link |
00:23:59.320
Now, maybe that's soluble one day,
link |
00:24:01.120
maybe when we have our quantum computers
link |
00:24:03.360
that our fingertips will be able to actually simulate
link |
00:24:07.520
across an entire almost infinite state space.
link |
00:24:11.280
But today, there's a lot of work
link |
00:24:16.280
to really try to bound the system,
link |
00:24:20.960
to make sure that it behaves in predictable ways,
link |
00:24:24.760
and then have this culture of continuous inquiry
link |
00:24:29.080
and skepticism and questioning to say,
link |
00:24:33.160
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, in this case,
link |
00:24:42.400
human and machine interactions,
link |
00:24:44.640
the human decision process
link |
00:24:46.160
alongside the machine processes?
link |
00:24:49.480
And so that's that culture,
link |
00:24:51.520
we call it the culture of mission success
link |
00:24:53.520
at Lockheed Martin,
link |
00:24:54.960
that really needs to be established.
link |
00:24:56.720
And it's not something,
link |
00:24:58.120
it's something that people learn by living in it.
link |
00:25:02.160
And it's something that has to be promulgated,
link |
00:25:05.240
and it's done from the highest level.
link |
00:25:07.120
So I had a company of Lockheed Martin, like Lockheed Martin.
link |
00:25:10.160
Yeah, and the same as being faced
link |
00:25:12.480
at certain autonomous vehicle companies
link |
00:25:14.000
where that culture is not there
link |
00:25:15.760
because it started mostly by software engineers,
link |
00:25:18.600
so that's what they're struggling with.
link |
00:25:21.440
Is there lessons that you think we should learn
link |
00:25:25.720
as an industry and a society
link |
00:25:27.280
from the Boeing 737 MAX crashes?
link |
00:25:30.240
These crashes, obviously, are either tremendous tragedies,
link |
00:25:34.720
they're tragedies for all of the people,
link |
00:25:37.800
the crew, the families, the passengers,
link |
00:25:41.240
the people on the ground involved.
link |
00:25:44.280
And it's also a huge business and economic setback as well.
link |
00:25:49.080
I mean, we've seen that it's impacting, essentially,
link |
00:25:51.720
the trade balance of the US.
link |
00:25:53.840
So these are important questions.
link |
00:25:58.360
And these are the kinds of,
link |
00:26:00.200
we've seen similar kinds of questioning at times.
link |
00:26:03.040
We go back to the Challenger accident.
link |
00:26:06.960
And it is, I think, always important to remind ourselves
link |
00:26:10.640
that humans are fallible,
link |
00:26:11.960
that the systems we create,
link |
00:26:14.040
as perfect as we strive to make them,
link |
00:26:16.560
we can always make them better.
link |
00:26:18.960
And so another element of that culture of mission success
link |
00:26:21.760
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 |
00:26:31.160
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 no accidents.
link |
00:26:45.160
And if you look at the record
link |
00:26:47.760
of the commercial airline industry as a whole
link |
00:26:50.440
and the commercial aircraft industry as a whole,
link |
00:26:53.360
there's a very nice decaying exponential
link |
00:26:57.640
to years now where we have no commercial aircraft accidents
link |
00:27:01.680
at all, our fatal accidents at all.
link |
00:27:04.760
So that didn't happen by accident.
link |
00:27:08.360
It was through the regulatory agencies, FAA,
link |
00:27:11.640
the airframe manufacturers,
link |
00:27:14.400
really working on a system to identify root causes
link |
00:27:18.680
and drive them out.
link |
00:27:20.520
So maybe we can take a step back
link |
00:27:23.880
and many people are familiar,
link |
00:27:25.520
but Lockheed Martin broadly,
link |
00:27:28.840
what kind of categories of systems
link |
00:27:32.120
are you involved in building?
link |
00:27:34.280
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
link |
00:27:42.080
or a spacecraft or a helicopter or radar
link |
00:27:44.640
or something like that.
link |
00:27:45.680
But ultimately we're driven by these,
link |
00:27:47.920
you know, like what is our customer?
link |
00:27:50.240
What is that mission that they need to achieve?
link |
00:27:52.680
And so that's what drove the SR 71, right?
link |
00:27:55.480
How do you get pictures of a place
link |
00:27:59.000
where you've got sophisticated air defense systems
link |
00:28:02.160
that are capable of handling any aircraft
link |
00:28:05.440
that was out there at the time, right?
link |
00:28:07.440
So that, you know, that's what you'll do to an SR 71.
link |
00:28:10.440
Build a nice flying camera.
link |
00:28:12.480
Exactly, and make sure it gets out and it gets back, right?
link |
00:28:16.040
And that led ultimately to really the start
link |
00:28:18.280
of the space program in the US as well.
link |
00:28:22.200
So now take a step back to Lockheed Martin of today.
link |
00:28:24.920
And we are, you know, on the order of 105 years old now,
link |
00:28:29.040
between Lockheed and Martin, the two big heritage companies.
link |
00:28:32.400
Of course, we're made up of a whole bunch of other companies
link |
00:28:34.600
that came in as well.
link |
00:28:36.120
General Dynamics, you know, kind of go down the list.
link |
00:28:39.800
Today we're, you can think of us
link |
00:28:42.600
in this space of solving mission problems.
link |
00:28:44.840
So obviously on the aircraft side,
link |
00:28:48.440
tactical aircraft, building the most advanced fighter aircraft
link |
00:28:53.000
that the world has ever seen, you know,
link |
00:28:55.120
we're up to now several hundred of those delivered,
link |
00:28:57.880
building almost a hundred a year.
link |
00:29:00.080
And of course, working on the things that come after that.
link |
00:29:04.120
On the space side, we are engaged in pretty much
link |
00:29:07.720
every venue of space utilization and exploration
link |
00:29:13.160
you can imagine.
link |
00:29:14.280
So I mentioned things like navigation timing, GPS,
link |
00:29:18.040
communication satellites, missile warning satellites.
link |
00:29:22.400
We've built commercial surveillance satellites.
link |
00:29:24.760
We've built commercial communication satellites.
link |
00:29:27.640
We do civil space.
link |
00:29:29.200
So everything from human exploration
link |
00:29:32.320
to the robotic exploration of the outer planets.
link |
00:29:36.000
And keep going on the space front.
link |
00:29:39.080
But I don't, you know, a couple of other areas
link |
00:29:40.640
I'd like to put out, we're heavily engaged
link |
00:29:44.520
in building critical defensive systems.
link |
00:29:47.360
And so a couple that I'll mention, the Aegis Combat System,
link |
00:29:51.640
this is basically the integrated air and missile defense system
link |
00:29:55.680
for the US and allied fleets.
link |
00:29:58.640
And so protects, you know, carrier strike groups,
link |
00:30:02.840
for example, from incoming ballistic missile threats,
link |
00:30:06.560
aircraft threats, cruise missile threats,
link |
00:30:08.480
and kind of go down the list.
link |
00:30:10.080
So the carriers, the fleet itself
link |
00:30:13.240
is the thing that is being protected.
link |
00:30:15.280
The carriers aren't serving as a protection
link |
00:30:18.120
for something else.
link |
00:30:19.360
Well, that's a little bit of a different application.
link |
00:30:21.840
We've actually built the version called Aegis Assure,
link |
00:30:24.360
which is now deployed in a couple of places around the world.
link |
00:30:27.960
So that same technology, I mean, basically,
link |
00:30:31.000
can be used to protect either an ocean going fleet
link |
00:30:35.360
or a land based activity.
link |
00:30:37.840
Another one, the THAAD program.
link |
00:30:41.040
So THAAD, this is the Theater High Altitude Area Defense.
link |
00:30:44.720
This is to protect, you know, relatively broad areas
link |
00:30:49.120
against sophisticated ballistic missile threats.
link |
00:30:53.400
And so now, you know, it's deployed
link |
00:30:57.760
with a lot of US capabilities.
link |
00:30:59.880
And now we have international customers
link |
00:31:01.960
that are looking to buy that capability as well.
link |
00:31:04.520
And so these are systems that defend,
link |
00:31:07.000
not just defend militaries and military capabilities,
link |
00:31:10.080
but defend population areas.
link |
00:31:12.400
And we saw, you know, maybe the first public use of these
link |
00:31:16.320
back in the first Gulf War with the Patriot systems.
link |
00:31:21.200
And these are the kinds of things
link |
00:31:23.120
that Lockheed Martin delivers.
link |
00:31:25.960
And there's a lot of stuff that goes with it.
link |
00:31:27.960
So think about the radar systems and the sensing systems
link |
00:31:31.520
that cue these, the command and control systems
link |
00:31:35.200
that decide how you pair a weapon against an incoming threat.
link |
00:31:39.560
And then all the human and machine interfaces
link |
00:31:42.600
to make sure that they can be operated successfully
link |
00:31:45.400
in very strenuous environments.
link |
00:31:48.040
Yeah, there's some incredible engineering
link |
00:31:51.840
that I'd ever find, like you said.
link |
00:31:54.440
So maybe if we just take a look at Lockheed history broadly,
link |
00:32:00.720
maybe even looking at Skunk Works.
link |
00:32:04.200
What are the biggest, most impressive,
link |
00:32:07.240
biggest, most impressive milestones of innovation?
link |
00:32:11.160
So if you look at stealth,
link |
00:32:13.560
I would have called you crazy if you said
link |
00:32:15.200
that's possible at the time.
link |
00:32:17.880
And supersonic and hypersonic.
link |
00:32:21.280
So traveling at, first of all,
link |
00:32:24.000
traveling at the speed of sound is pretty damn fast.
link |
00:32:27.280
And supersonic and hypersonic,
link |
00:32:29.680
three, four, five times the speed of sound,
link |
00:32:32.160
that seems, I would also call you crazy
link |
00:32:34.360
if you say you can do that.
link |
00:32:35.760
So can you tell me how it's possible
link |
00:32:38.080
to do these kinds of things?
link |
00:32:39.560
And is there other milestones
link |
00:32:41.080
and innovation that's going on that you can talk about?
link |
00:32:45.040
Yeah, well, let me start on the Skunk Works saga.
link |
00:32:49.000
And you kind of alluded to it in the beginning.
link |
00:32:51.520
I mean, Skunk Works is as much an idea as a place.
link |
00:32:54.920
And so it's driven really by Kelly Johnson's 14 principles.
link |
00:32:59.520
And I'm not gonna list all 14 of them off,
link |
00:33:02.000
but the idea, and this I'm sure will resonate
link |
00:33:04.480
with any engineer who's worked
link |
00:33:06.240
on a highly motivated small team before.
link |
00:33:09.440
The idea that if you can essentially have a small team
link |
00:33:13.400
of very capable people who wanna work
link |
00:33:17.280
on really hard problems, you can do almost anything.
link |
00:33:20.520
Especially if you kind of shield them
link |
00:33:23.280
from bureaucratic influences,
link |
00:33:26.680
if you create very tight relationships with your customer
link |
00:33:30.680
so that you have that team and shared vision
link |
00:33:34.360
with the customer, those are the kinds of things
link |
00:33:38.280
that enable the Skunk Works to do these incredible things.
link |
00:33:43.040
And we listed off a number that you brought up stealth.
link |
00:33:46.360
And I mean, this whole, I wish I could have seen Ben Rich
link |
00:33:50.520
with a ball bearing rolling across the desk
link |
00:33:53.880
to a general officer and saying,
link |
00:33:55.880
would you like to have an aircraft
link |
00:33:58.400
that has the radar cross section of this ball bearing?
link |
00:34:01.800
Probably one of the least expensive
link |
00:34:04.280
and most effective marketing campaigns
link |
00:34:06.320
in the history of the industry.
link |
00:34:08.440
So just for people not familiar,
link |
00:34:10.680
I mean, the way you detect aircraft,
link |
00:34:12.800
so I mean, I'm sure there's a lot of ways,
link |
00:34:14.680
but radar for the longest time,
link |
00:34:17.360
there's a big blob that appears in the radar.
link |
00:34:20.680
How do you make a plane disappear
link |
00:34:22.360
so it looks as big as a ball bearing?
link |
00:34:26.200
What's involved in technology wise there?
link |
00:34:28.040
What's broadly sort of the stuff you can speak about?
link |
00:34:32.480
I'll stick to what's in Ben Rich's book,
link |
00:34:34.680
but obviously the geometry of how radar gets reflected
link |
00:34:39.000
and the kinds of materials that either reflect or absorb
link |
00:34:42.400
are kind of the couple of the critical elements there.
link |
00:34:46.480
I mean, it's a cat and mouse game, right?
link |
00:34:48.080
I mean, radars get better, stealth capabilities get better.
link |
00:34:52.960
And so it's a really game of continuous improvement
link |
00:34:57.680
and innovation there.
link |
00:34:58.520
I'll leave it at that.
link |
00:35:00.160
Yeah, so the idea that something is essentially invisible
link |
00:35:04.720
is quite fascinating.
link |
00:35:06.440
But the other one is flying fast.
link |
00:35:08.920
So speed of sound is 750, 60 miles an hour.
link |
00:35:15.360
So supersonic is three, Mach three,
link |
00:35:18.480
something like that.
link |
00:35:19.320
Yeah, we talk about the supersonic obviously
link |
00:35:21.640
and we kind of talk about that as that realm
link |
00:35:24.120
from Mach one up through about Mach five.
link |
00:35:26.720
And then hypersonic, so high supersonic speeds
link |
00:35:32.040
would be past Mach five.
link |
00:35:34.800
And you got to remember Lockheed, Martin,
link |
00:35:37.160
and actually other companies have been involved
link |
00:35:39.080
in hypersonic development since the late 60s.
link |
00:35:42.240
You think of everything from the X 15
link |
00:35:45.360
to the space shuttle as examples of that.
link |
00:35:50.080
I think the difference now is if you look around the world,
link |
00:35:54.360
particularly the threat environment that we're in today,
link |
00:35:57.360
you're starting to see publicly folks like the Russians
link |
00:36:02.520
and the Chinese saying they have hypersonic weapons
link |
00:36:07.560
capability that could threaten US and allied capabilities.
link |
00:36:14.280
And also basically the claims are these could get around
link |
00:36:18.840
defensive systems that are out there today.
link |
00:36:21.840
And so there's a real sense of urgency.
link |
00:36:24.520
You hear it from folks like the undersecretary of defense
link |
00:36:28.160
for research and engineering, Dr. Mike Griffin
link |
00:36:30.800
and others in the Department of Defense
link |
00:36:32.800
that hypersonics is something that's really important
link |
00:36:37.200
to the nation in terms of both parity
link |
00:36:41.040
but also defensive capabilities.
link |
00:36:43.120
And so that's something that we're pleased.
link |
00:36:46.200
It's something Lockheed, Martin's had a heritage in.
link |
00:36:49.240
We've invested R&D dollars on our side for many years.
link |
00:36:53.800
And we have a number of things going on
link |
00:36:56.240
with various US government customers in that field today
link |
00:36:59.760
that we're very excited about.
link |
00:37:01.520
So I would anticipate we'll be hearing more about that
link |
00:37:04.520
in the future from our customers.
link |
00:37:06.240
And I've actually haven't read much about this.
link |
00:37:08.880
Probably you can't talk about much of it at all,
link |
00:37:10.840
but on the defensive side,
link |
00:37:12.760
it's a fascinating problem of perception
link |
00:37:15.600
of trying to detect things that are really hard to see.
link |
00:37:18.360
Can you comment on how hard that problem is
link |
00:37:21.560
and how hard is it to stay ahead,
link |
00:37:26.680
even if we're going back a few decades,
link |
00:37:29.200
stay ahead of the competition?
link |
00:37:30.480
Well, maybe I, again, you gotta think of these
link |
00:37:33.680
as ongoing capability development.
link |
00:37:36.480
And so think back to the early phase of missile defense.
link |
00:37:40.720
So this would be in the 80s, the SDI program.
link |
00:37:44.120
And in that timeframe, we proved,
link |
00:37:46.440
and Lockheed Martin proved that you could hit a bullet
link |
00:37:48.920
with a bullet, essentially,
link |
00:37:50.320
and which is something that had never been done before
link |
00:37:53.240
to take out an incoming ballistic missile.
link |
00:37:56.200
And so that's led to these incredible
link |
00:37:58.760
hit to kill kinds of capabilities, PAC 3.
link |
00:38:03.160
That's the Patriot Advanced Capability Model 3
link |
00:38:07.040
that Lockheed Martin builds,
link |
00:38:08.160
the THAAD system that I talked about.
link |
00:38:12.120
So now hypersonics,
link |
00:38:13.880
you know, they're different from ballistic systems.
link |
00:38:17.560
And so we gotta take the next step
link |
00:38:19.520
in defensive capability.
link |
00:38:22.680
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,
link |
00:38:37.640
or today, you know, and it's shrouded in secrecy.
link |
00:38:40.960
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'd 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 |
00:39:07.120
or is it just the nature, the nature of this world
link |
00:39:10.600
that it has to remain secret?
link |
00:39:12.760
It's a good question.
link |
00:39:14.920
I think the public can see enough of,
link |
00:39:21.160
including students who may be in grade school,
link |
00:39:24.960
high school, college today,
link |
00:39:28.160
to understand the kinds of really hard problems
link |
00:39:31.760
that we work on.
link |
00:39:33.360
And I mean, look at the F35, right?
link |
00:39:36.160
And obviously a lot of the detailed performance levels
link |
00:39:40.640
are sensitive and controlled.
link |
00:39:43.160
But we can talk about what an incredible aircraft this is.
link |
00:39:48.160
It's a supersonic, super cruise kind of a fighter,
link |
00:39:50.480
a stealth capabilities.
link |
00:39:54.560
It's a flying information system in the sky
link |
00:39:57.920
with data fusion, sensor fusion capabilities
link |
00:40:01.480
that have never been seen before.
link |
00:40:03.200
So these are the kinds of things that I believe,
link |
00:40:05.280
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 mean, people are inspired by space.
link |
00:40:17.040
People are inspired by aircraft.
link |
00:40:22.000
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 and lead our GPS programs
link |
00:40:32.640
for some time.
link |
00:40:34.400
And that was a case where I actually
link |
00:40:37.800
worked on a program that touches billions of people
link |
00:40:41.040
every day.
link |
00:40:41.680
And so when I said I worked on GPS,
link |
00:40:43.480
everybody knew what I was talking about,
link |
00:40:45.240
even though they didn't maybe appreciate the technical
link |
00:40:47.800
challenges that went into that.
link |
00:40:51.320
But I'll tell you, I got a briefing one time
link |
00:40:54.960
from a major in the Air Force.
link |
00:40:57.400
And he said, I go by call sign GIMP.
link |
00:41:01.640
GPS is my passion.
link |
00:41:04.320
I love GPS.
link |
00:41:05.720
And he was involved in the operational test of the system.
link |
00:41:08.960
He said, I was out in Iraq.
link |
00:41:11.680
And I was on a helicopter, Black Hawk helicopter.
link |
00:41:17.280
And I was bringing back a sergeant and a handful of troops
link |
00:41:21.440
from a deployed location.
link |
00:41:23.800
And he said, my job is GPS.
link |
00:41:26.600
So I asked that sergeant.
link |
00:41:27.800
And he's beaten down and half asleep.
link |
00:41:31.360
And I said, what do you think about GPS?
link |
00:41:34.080
And he brightened up.
link |
00:41:35.120
His eyes lit up.
link |
00:41:35.920
And he said, well, GPS, that brings me and my troops home
link |
00:41:39.240
every day.
link |
00:41:39.960
I love GPS.
link |
00:41:41.080
And that's the kind of story where it's like, OK,
link |
00:41:43.760
I'm really making a difference here in the kind of work.
link |
00:41:46.440
So that mission piece is really important.
link |
00:41:48.920
The last thing I'll say is, and this
link |
00:41:51.720
gets to some of these questions around advanced
link |
00:41:54.840
technologies, they're not just airplanes and spacecraft
link |
00:41:59.560
anymore.
link |
00:41:59.960
For people who are excited about advanced software
link |
00:42:02.760
capabilities, about AI, about bringing machine learning,
link |
00:42:06.040
these are the things that we're doing to exponentially
link |
00:42:10.120
increase the mission capabilities that
link |
00:42:13.120
go on those platforms.
link |
00:42:14.280
And those are the kinds of things I think
link |
00:42:15.920
are more and more visible to the public.
link |
00:42:18.400
Yeah, I think autonomy, especially in flight,
link |
00:42:21.440
is super exciting.
link |
00:42:23.880
Do you see a day, here we go, back into philosophy,
link |
00:42:28.040
a future when most fighter jets will be highly autonomous
link |
00:42:35.120
to a degree where a human doesn't need
link |
00:42:37.720
to be in the cockpit in almost all cases?
link |
00:42:40.640
Well, I mean, that's a world that to a certain extent,
link |
00:42:43.520
we're in today.
link |
00:42:44.240
Now, these are remotely piloted aircraft, to be sure.
link |
00:42:47.800
But we have hundreds of thousands of flight hours a year now
link |
00:42:53.920
in remotely piloted aircraft.
link |
00:42:56.240
And then if you take the F 35, I mean,
link |
00:43:00.720
there are huge layers, I guess, in levels of autonomy
link |
00:43:04.640
built into that aircraft so that the pilot is essentially
link |
00:43:10.040
more of a mission manager rather than doing
link |
00:43:13.280
the data, the second to second elements of flying
link |
00:43:16.560
the aircraft.
link |
00:43:17.160
So in some ways, it's the easiest aircraft in the world
link |
00:43:19.920
to fly.
link |
00:43:20.840
I'm kind of a funny story on that.
link |
00:43:22.480
So I don't know if you know how aircraft carrier landings work.
link |
00:43:27.280
But basically, there's what's called a tail hook,
link |
00:43:30.760
and it catches wires on the deck of the carrier.
link |
00:43:33.760
And that's what brings the aircraft to a screeching halt.
link |
00:43:39.360
And there's typically three of these wires.
link |
00:43:41.800
So if you miss the first, the second one,
link |
00:43:43.480
you catch the next one, right?
link |
00:43:45.920
And we got a little criticism.
link |
00:43:49.280
I don't know how true this story is,
link |
00:43:50.880
but we got a little criticism.
link |
00:43:52.360
The F 35 is so perfect, it always gets the second wires.
link |
00:43:56.200
We're wearing out the wire because it always hits that one.
link |
00:44:00.880
But that's the kind of autonomy that just makes these,
link |
00:44:04.600
essentially up levels what the human is doing
link |
00:44:06.880
to more of that mission manager.
link |
00:44:08.520
So much of that landing by the F 35 is autonomous.
link |
00:44:12.040
Well, it's just the control systems
link |
00:44:14.000
are such that you really have dialed out the variability
link |
00:44:17.960
that comes with all the environmental conditions.
link |
00:44:19.720
You're wearing it out.
link |
00:44:20.800
So my point is, to a certain extent,
link |
00:44:24.320
that world is here today.
link |
00:44:27.320
Do I think that we're going to see a day anytime soon
link |
00:44:30.000
when there are no humans in the cockpit?
link |
00:44:31.840
I don't believe that.
link |
00:44:33.320
But I do think we're going to see much more human machine
link |
00:44:36.680
teaming, and we're going to see that much more
link |
00:44:38.760
at the tactical edge.
link |
00:44:40.480
And we did a demo.
link |
00:44:41.480
You asked about what the Skunkworks is doing these days.
link |
00:44:43.760
And so this is something I can talk about.
link |
00:44:46.200
But we did a demo with the Air Force Research Laboratory.
link |
00:44:51.200
We called it HAV Raider.
link |
00:44:52.600
And so using an F 16 as an autonomous wingman,
link |
00:44:59.760
and we demonstrated all kinds of maneuvers
link |
00:45:02.480
and various mission scenarios with the autonomous F 16
link |
00:45:06.280
being that so called loyal or trusted wingman.
link |
00:45:09.640
And so those are the kinds of things
link |
00:45:11.320
that we've shown what is possible now,
link |
00:45:15.400
given that you've upleveled that pilot to be a mission manager.
link |
00:45:18.960
Now they can control multiple other aircraft,
link |
00:45:22.280
they can almost as extensions of your own aircraft
link |
00:45:25.000
flying alongside with you.
link |
00:45:27.160
So that's another example of how this is really
link |
00:45:30.240
coming to fruition.
link |
00:45:31.560
And then I mentioned the landings,
link |
00:45:35.120
but think about just the implications
link |
00:45:38.080
for humans and flight safety.
link |
00:45:39.800
And this goes a little bit back to the discussion
link |
00:45:41.800
we were having about how do you continuously improve
link |
00:45:45.720
the level of safety through automation
link |
00:45:48.920
while working through the complexities that automation
link |
00:45:52.120
introduces.
link |
00:45:53.320
So one of the challenges that you have in high performance
link |
00:45:55.520
fighter aircraft is what's called Glock.
link |
00:45:57.480
So this is G induced loss of consciousness.
link |
00:45:59.960
So you pull 9Gs, you're wearing a pressure suit,
link |
00:46:02.800
that's not enough to keep the blood going to your brain,
link |
00:46:05.760
you black out.
link |
00:46:07.760
And of course, that's bad if you happen to be flying low,
link |
00:46:12.320
near the deck, and in an obstacle or terrain environment.
link |
00:46:17.520
And so we developed a system in our aeronautics division
link |
00:46:22.400
called Auto GCAS, so Autonomous Ground Collision Avoidance
link |
00:46:26.040
System.
link |
00:46:27.400
And we built that into the F16.
link |
00:46:30.080
It's actually saved seven aircraft, eight pilots already.
link |
00:46:33.000
And the relatively short time it's been deployed,
link |
00:46:35.840
it was so successful that the Air Force said,
link |
00:46:39.320
hey, we need to have this in the F35 right away.
link |
00:46:41.480
So we've actually done testing of that now in the F35.
link |
00:46:46.400
And we've also integrated an autonomous air collision
link |
00:46:50.200
avoidance system.
link |
00:46:51.000
So I think the air to air problem.
link |
00:46:53.000
So now it's the integrated collision avoidance system.
link |
00:46:56.000
But these are the kinds of capabilities.
link |
00:46:58.760
I wouldn't call them AI.
link |
00:46:59.920
I mean, they're very sophisticated models
link |
00:47:04.040
of the aircraft's dynamics coupled with the terrain models
link |
00:47:08.080
to be able to predict when essentially the pilot is
link |
00:47:12.240
doing something that is going to take the aircraft into,
link |
00:47:14.840
or the pilot's not doing something in this case.
link |
00:47:18.120
But it just gives you an example of how autonomy can be really
link |
00:47:23.280
a lifesaver in today's world.
link |
00:47:25.960
It's like an autonomous automated emergency
link |
00:47:29.160
braking in cars.
link |
00:47:30.520
But is there any exploration of perception of, for example,
link |
00:47:35.080
detecting a Glock that the pilot is out,
link |
00:47:39.640
so as opposed to perceiving the external environment
link |
00:47:42.960
to infer that the pilot is out, but actually perceiving
link |
00:47:46.000
the pilot directly?
link |
00:47:47.320
Yeah, this is one of those cases where
link |
00:47:48.880
you'd like to not take action if you think the pilot's there.
link |
00:47:52.040
And it's almost like systems that try
link |
00:47:54.160
to detect if a driver is falling asleep on the road,
link |
00:47:56.880
right, with limited success.
link |
00:48:00.000
So I mean, this is what I call the system of last resort,
link |
00:48:03.400
right, where if the aircraft has determined
link |
00:48:06.880
that it's going into the terrain, get it out of there.
link |
00:48:10.880
And this is not something that we're just
link |
00:48:12.960
doing in the aircraft world.
link |
00:48:15.680
And I wanted to highlight, we have a technology we call Matrix,
link |
00:48:18.600
but this is developed at Sikorsky Innovations.
link |
00:48:21.960
The whole idea there is what we call optimal piloting,
link |
00:48:26.080
so not optional piloting or unpiloted,
link |
00:48:30.560
but optimal piloting.
link |
00:48:32.240
So an FAA certified system, so you
link |
00:48:35.880
have a high degree of confidence.
link |
00:48:37.400
It's generally pretty deterministic,
link |
00:48:40.560
so we know that it'll do in different situations,
link |
00:48:43.880
but effectively be able to fly a mission with two pilots,
link |
00:48:49.240
one pilot, no pilots.
link |
00:48:51.560
And you can think of it almost as like a dial of the level
link |
00:48:56.720
of autonomy that you want, so it's
link |
00:48:59.480
running in the background at all times
link |
00:49:01.320
and able to pick up tasks, whether it's
link |
00:49:04.040
sort of autopilot kinds of tasks or more sophisticated path
link |
00:49:10.160
planning kinds of activities.
link |
00:49:12.040
To be able to do things like, for example, land on an oil
link |
00:49:15.200
rig in the North Sea in bad weather, zero, zero conditions.
link |
00:49:19.480
And you can imagine, of course, there's
link |
00:49:20.880
a lot of military utility to capability like that.
link |
00:49:24.560
You could have an aircraft that you
link |
00:49:26.480
want to send out for a crewed mission,
link |
00:49:28.280
but then at night, if you want to use it to deliver supplies
link |
00:49:31.880
in an unmanned mode, that could be done as well.
link |
00:49:35.600
And so there's clear advantages there.
link |
00:49:39.960
But think about on the commercial side,
link |
00:49:41.840
if you're an aircraft taken, you're
link |
00:49:44.560
going to fly out to this oil rig.
link |
00:49:46.080
If you get out there and you can't land,
link |
00:49:48.000
then you've got to bring all those people back, reschedule
link |
00:49:51.200
another flight, pay the overtime for the crew
link |
00:49:53.080
that you just brought back because they didn't get what
link |
00:49:55.280
they were going to pay for the overtime for the folks that
link |
00:49:57.240
are out there on the oil rig.
link |
00:49:58.640
This is real economic.
link |
00:50:00.680
These are dollars and cents kinds of advantages
link |
00:50:03.480
that we're bringing in the commercial world as well.
link |
00:50:06.000
So this is a difficult question from the AI space
link |
00:50:09.120
that I would love it if we were able to comment.
link |
00:50:11.600
So a lot of this autonomy in AI you've mentioned just now
link |
00:50:15.360
has this empowering effect.
link |
00:50:17.040
One is the last resort, it keeps you safe.
link |
00:50:20.400
The other is there's with the teaming and in general,
link |
00:50:25.200
assistive AI.
link |
00:50:29.120
And I think there's always a race.
link |
00:50:33.160
So the world is full of the world is complex.
link |
00:50:36.960
It's full of bad actors.
link |
00:50:41.160
So there's often a race to make sure
link |
00:50:43.600
that we keep this country safe.
link |
00:50:48.960
But with AI, there is a concern that it's
link |
00:50:52.120
a slightly different race.
link |
00:50:55.080
There's a lot of people in the AI space
link |
00:50:56.760
that are concerned about the AI arms race.
link |
00:50:59.600
That as opposed to the United States
link |
00:51:02.280
becoming having the best technology
link |
00:51:05.400
and therefore keeping us safe, even we lose ability
link |
00:51:09.160
to keep control of it.
link |
00:51:11.520
So the AI arms race getting away from all of us humans.
link |
00:51:16.800
So do you share this worry?
link |
00:51:19.440
Do you share this concern when we're
link |
00:51:21.080
talking about military applications
link |
00:51:23.400
that too much control and decision making
link |
00:51:26.520
capabilities giving to software or AI?
link |
00:51:31.640
Well, I don't see it happening today.
link |
00:51:34.120
And in fact, this is something from a policy perspective.
link |
00:51:38.040
It's obviously a very dynamic space.
link |
00:51:39.920
But the Department of Defense has put quite a bit of thought
link |
00:51:42.800
into that.
link |
00:51:44.280
And maybe before talking about the policy,
link |
00:51:46.560
I'll just talk about some of the why.
link |
00:51:48.920
And you alluded to it being sort of a complicated and a little
link |
00:51:52.640
bit scary world out there.
link |
00:51:54.040
But there's some big things happening today.
link |
00:51:57.280
You hear a lot of talk now about a return to great powers
link |
00:52:00.600
competition, particularly around China and Russia with the US.
link |
00:52:05.400
But there are some other big players out there as well.
link |
00:52:09.400
And what we've seen is the deployment
link |
00:52:13.400
of some very, I'd say, concerning new weapons systems,
link |
00:52:20.480
particularly with Russia and breaching some of the IRBM,
link |
00:52:24.520
intermediate range ballistic missile
link |
00:52:26.040
treaties that's been in the news a lot.
link |
00:52:29.480
The building of islands, artificial islands in the South
link |
00:52:33.640
China Sea by the Chinese, and then arming those islands.
link |
00:52:38.720
The annexation of Crimea by Russia,
link |
00:52:42.880
the invasion of Ukraine.
link |
00:52:44.800
So there's some pretty scary things.
link |
00:52:47.160
And then you add on top of that, the North Korean threat has
link |
00:52:51.640
certainly not gone away.
link |
00:52:52.960
There's a lot going on in the Middle East with Iran in particular.
link |
00:52:56.680
And we see this global terrorism threat has not abated, right?
link |
00:53:02.360
So there are a lot of reasons to look for technology
link |
00:53:06.080
to assist with those problems, whether it's
link |
00:53:08.160
AI or other technologies like hypersonage, which
link |
00:53:11.240
was which we discussed.
link |
00:53:13.000
So now, let me give just a couple of hypotheticals.
link |
00:53:17.280
So people react sort of in the second time frame, right?
link |
00:53:22.320
You're photon hitting your eye to a movement
link |
00:53:27.760
is on the order of a few tenths of a second
link |
00:53:30.600
kinds of processing times.
link |
00:53:34.440
Roughly speaking, computers are operating
link |
00:53:38.240
in the nanosecond time scale, right?
link |
00:53:41.560
So just to bring home what that means,
link |
00:53:44.640
a nanosecond to a second is like a second to 32 years.
link |
00:53:50.640
So seconds on the battlefield, in that sense,
link |
00:53:53.920
literally are lifetimes.
link |
00:53:56.600
And so if you can bring an autonomous or AI enabled
link |
00:54:01.920
capability that will enable the human to shrink,
link |
00:54:05.480
maybe you've heard the term the OODA loop.
link |
00:54:07.480
So this whole idea that a typical battlefield decision
link |
00:54:12.120
is characterized by observe.
link |
00:54:15.800
So information comes in, orient.
link |
00:54:19.040
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
link |
00:54:27.320
to compress that OODA loop to stay
link |
00:54:30.400
inside what your adversary is doing,
link |
00:54:32.200
that's an incredible, powerful force on the battlefield.
link |
00:54:37.640
That's a really nice way to put it,
link |
00:54:39.120
that the role of AI in computing in general
link |
00:54:41.680
has a lot to benefit from just decreasing from 32 years
link |
00:54:46.000
to one second, as opposed to on the scale of seconds
link |
00:54:49.680
and minutes and hours making decisions
link |
00:54:51.480
that humans are better at making.
link |
00:54:53.400
And it actually goes the other way, too.
link |
00:54:54.960
So that's on the short time scale.
link |
00:54:57.160
So humans kind of work in the one second, two seconds
link |
00:55:00.600
to eight hours.
link |
00:55:01.520
After eight hours, you get tired.
link |
00:55:04.320
You got to 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 |
00:55:20.480
A lot of these what they call dull, dirty, and dangerous
link |
00:55:23.280
things that you need 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
link |
00:55:34.200
are critical in military and defense applications
link |
00:55:39.080
that AI and autonomy are particularly well suited to.
link |
00:55:43.200
Now, the interesting question that you brought up
link |
00:55:45.840
is, OK, how do you make sure that stays within human control?
link |
00:55:49.840
So that was the context for the policy.
link |
00:55:52.320
And so there is a DOD directive called 3,000.09,
link |
00:55:56.160
because that's the way we name stuff in this world.
link |
00:56:01.720
And I'd say it's well worth reading.
link |
00:56:04.240
It's only a couple pages long, but it makes some key points.
link |
00:56:07.240
And it's really around making sure
link |
00:56:09.480
that there's human agency and control over use
link |
00:56:14.840
of semi autonomous and autonomous weapons systems,
link |
00:56:20.240
making sure that these systems are tested, verified,
link |
00:56:23.800
and evaluated in realistic, real world type scenarios,
link |
00:56:28.200
making sure that the people are actually
link |
00:56:29.960
trained on how to use them, making sure
link |
00:56:32.440
that the systems have human machine interfaces that
link |
00:56:36.160
can show what state they're in and what kinds of decisions
link |
00:56:39.320
they're making, making sure that you
link |
00:56:41.080
establish doctrine 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 of how
link |
00:56:56.480
the US has said, this is the way we're
link |
00:56:59.080
going to 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 |
00:57:08.120
with other kinds of systems, think chemical weapons,
link |
00:57:10.600
biological weapons, we need to think
link |
00:57:13.080
about the same sorts of implications.
link |
00:57:15.760
And this is something that's really important for Lockheed
link |
00:57:17.920
Martin, I mean, obviously we are 100%
link |
00:57:20.680
complying with our customer and the policies and regulations.
link |
00:57:26.400
But I mean, AI is an incredible enabler, say,
link |
00:57:30.760
within the walls of Lockheed Martin
link |
00:57:32.360
in terms of improving production efficiency,
link |
00:57:35.640
helping engineers doing generative design,
link |
00:57:38.240
improving logistics, driving down energy costs.
link |
00:57:42.040
I mean, there's so many applications.
link |
00:57:44.320
But we're also very interested in some
link |
00:57:47.440
of the elements of ethical application
link |
00:57:50.000
within Lockheed Martin.
link |
00:57:51.800
So we need to make sure that things like privacy is taken care
link |
00:57:56.720
of, that we do everything we can to drive out
link |
00:57:59.240
bias in AI enabled kinds of systems,
link |
00:58:03.440
that we make sure that humans are involved in decisions
link |
00:58:06.280
that we're not just delegating accountability to algorithms.
link |
00:58:10.600
And so for us, I talked about culture before,
link |
00:58:14.480
and it comes back to sort of the Lockheed Martin culture
link |
00:58:17.840
and our core values.
link |
00:58:19.200
And so it's pretty simple for us to do what's right,
link |
00:58:21.680
respect others, perform with excellence.
link |
00:58:24.200
And now how do we tie that back to the ethical principles
link |
00:58:27.880
that will govern how AI is used within Lockheed Martin?
link |
00:58:31.960
And we actually have a world, so you might not know this,
link |
00:58:35.520
but they're 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, and this is one of the things
link |
00:58:43.600
that our ethics team is working with our engineering team on.
link |
00:58:47.760
One of the miracles to me, perhaps a layman,
link |
00:58:51.240
again, I was born in the Soviet Union,
link |
00:58:53.680
so I have echoes, at least in my family history of World War
link |
00:58:58.400
II and the Cold War, do you have a sense
link |
00:59:02.080
of why human civilization has not destroyed itself
link |
00:59:06.120
through nuclear war, so nuclear deterrence?
link |
00:59:09.120
And thinking about the future, this technology
link |
00:59:12.760
of our role to play here, and what
link |
00:59:15.080
is the long term future of nuclear deterrence look like?
link |
00:59:20.440
Yeah, this is one of those hard, hard questions.
link |
00:59:25.760
And I should note that Lockheed Martin is both proud
link |
00:59:28.960
and privileged to play a part in multiple legs
link |
00:59:31.480
of our nuclear and strategic deterrent systems
link |
00:59:35.880
like the Trident submarine launch ballistic missiles.
link |
00:59:41.800
You talk about, is there still a possibility
link |
00:59:47.320
that human race could destroy itself?
link |
00:59:49.080
I'd say that possibility is real, but interestingly,
link |
00:59:54.520
in some sense, I think the strategic deterrence
link |
00:59:58.600
have prevented the kinds of incredibly destructive world
link |
01:00:03.400
wars 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 |
01:00:10.880
and since the Cold War.
link |
01:00:12.280
It is more of a multipolar, great powers world today.
link |
01:00:16.560
Just to give you an example, back then,
link |
01:00:19.000
there were in the Cold War timeframe
link |
01:00:21.840
just a handful of nations that had ballistic missile
link |
01:00:24.160
capability.
link |
01:00:25.960
By last count, and this is a few years old,
link |
01:00:28.200
there's over 70 nations today that have that,
link |
01:00:31.200
similar kinds of numbers in terms of space based capabilities.
link |
01:00:38.000
So the world has gotten more complex and more challenging
link |
01:00:42.520
and the threats, I think, have proliferated in ways
link |
01:00:46.040
that we didn't expect.
link |
01:00:49.480
The nation today is in the middle
link |
01:00:51.920
of a recapitalization of our strategic deterrent.
link |
01:00:55.280
I look at that as one of the most important things
link |
01:00:58.680
that our nation can do.
link |
01:01:00.240
What is involved in deterrence?
link |
01:01:01.840
Is it being ready to attack?
link |
01:01:08.000
Or is it the defensive systems that catch attacks?
link |
01:01:11.520
A little bit of both, and so it's
link |
01:01:13.120
a complicated game theoretical kind of program.
link |
01:01:16.600
But ultimately, we are trying to prevent the use
link |
01:01:23.280
of any of these weapons.
link |
01:01:24.880
And the theory behind prevention is
link |
01:01:28.000
that even if an adversary uses a weapon against you,
link |
01:01:33.280
you have the capability to essentially strike back
link |
01:01:37.600
and do harm to them that's unacceptable.
link |
01:01:40.800
And so that will deter them from making use
link |
01:01:44.880
of these weapons systems.
link |
01:01:48.000
The deterrence calculus has changed, of course,
link |
01:01:50.760
with more nations now having these kinds of weapons.
link |
01:01:56.320
But I think from my perspective, it's
link |
01:01:59.120
very important to maintain a strategic deterrent.
link |
01:02:05.000
You have to have systems that you will know will work
link |
01:02:08.760
when they're required to work.
link |
01:02:10.920
And you know that they have to be
link |
01:02:12.640
adaptable to a variety of different scenarios
link |
01:02:16.440
in today's world.
link |
01:02:17.680
And so that's what this recapitalization of systems
link |
01:02:20.320
that were built over previous decades,
link |
01:02:23.200
making sure that they are appropriate not just for today,
link |
01:02:26.640
but for the decades to come.
link |
01:02:29.080
So the other thing I'd really like to note
link |
01:02:32.160
is strategic deterrence has a very different character today.
link |
01:02:40.120
We used to think of weapons of mass destruction
link |
01:02:42.360
in terms of nuclear, chemical, biological.
link |
01:02:45.720
And today we have a cyber threat.
link |
01:02:48.640
We've seen examples of the use of cyber weaponry.
link |
01:02:54.320
And if you think about the possibilities
link |
01:02:58.520
of using cyber capabilities or an adversary attacking the US
link |
01:03:03.880
to take out things like critical infrastructure,
link |
01:03:07.560
electrical grids, water systems, those
link |
01:03:12.840
are scenarios that are strategic in nature
link |
01:03:16.280
to the survival of a nation as well.
link |
01:03:19.040
So that is the kind of world that we live in today.
link |
01:03:23.000
And part of my hope on this is one
link |
01:03:26.640
that we can also develop technological systems,
link |
01:03:30.840
perhaps enabled by AI and autonomy,
link |
01:03:33.640
that will allow us to contain and to fight back
link |
01:03:38.600
against these kinds of new threats that were not
link |
01:03:42.840
conceived when we first developed our strategic deterrence.
link |
01:03:46.280
Yeah, I know that Lockheed is involved in cyber.
link |
01:03:48.360
So I saw that you mentioned that.
link |
01:03:52.040
It's an incredibly change.
link |
01:03:54.440
Nuclear almost seems easier than cyber,
link |
01:03:57.360
because there's so many attack.
link |
01:03:58.680
There's so many ways that cyber can evolve
link |
01:04:01.720
in such an uncertain future.
link |
01:04:03.400
But talking about engineering with a mission,
link |
01:04:05.800
I mean, in this case, your engineering systems
link |
01:04:09.680
that basically save the world.
link |
01:04:13.880
Well, like I said, we're privileged to work
link |
01:04:18.040
on some very challenging problems
link |
01:04:20.000
for very critical customers here in the US
link |
01:04:23.360
and with our allies abroad as well.
link |
01:04:26.920
Lockheed builds both military and nonmilitary systems.
link |
01:04:30.800
And perhaps the future of Lockheed
link |
01:04:32.960
may be more in nonmilitary applications
link |
01:04:35.360
if you talk about space and beyond.
link |
01:04:38.320
I say that as a preface to a difficult question.
link |
01:04:41.480
So President Eisenhower in 1961 in his farewell address
link |
01:04:46.200
talked about the military industrial complex
link |
01:04:49.080
and that it shouldn't grow beyond what is needed.
link |
01:04:52.800
So what are your thoughts on those words
link |
01:04:55.880
on the military industrial complex,
link |
01:04:58.800
on the concern of growth of their developments
link |
01:05:04.080
beyond what may be needed?
link |
01:05:07.120
That what may be needed is a critical phrase, of course.
link |
01:05:12.400
And I think it is worth pointing out, as you noted,
link |
01:05:14.960
that Lockheed Martin, we're in a number of commercial businesses
link |
01:05:19.360
from energy to space to commercial aircraft.
link |
01:05:23.960
And so I wouldn't neglect the importance
link |
01:05:28.640
of those parts of our business as well.
link |
01:05:32.160
I think the world is dynamic.
link |
01:05:34.480
And there was a time, it doesn't seem that long ago to me,
link |
01:05:38.880
was I was a graduate student here at MIT
link |
01:05:41.840
and we were talking about the peace
link |
01:05:43.320
dividend at the end of the Cold War.
link |
01:05:45.760
If you look at expenditure on military systems
link |
01:05:49.200
as a fraction of GDP, we're far below peak levels of the past.
link |
01:05:55.640
And to me, at least, it looks like a time
link |
01:05:59.120
where you're seeing global threats changing in a way that
link |
01:06:02.920
would warrant relevant investments
link |
01:06:06.920
in defensive capabilities.
link |
01:06:10.920
The other thing I'd note, for military and defensive systems,
link |
01:06:18.520
it's not quite a free market, right?
link |
01:06:21.440
We don't sell to people on the street.
link |
01:06:25.720
And that warrants a very close partnership
link |
01:06:29.440
between, I'd say, the customers and the people that design,
link |
01:06:34.280
build, and maintain these systems because
link |
01:06:39.200
of the very unique nature, the very difficult requirements,
link |
01:06:44.920
the very great importance on safety
link |
01:06:49.440
and on operating the way they're intended every time.
link |
01:06:54.560
And so that does create, and it's frankly
link |
01:06:57.680
one of Lockheed Martin's great strengths
link |
01:06:59.560
is that we have this expertise built up
link |
01:07:01.920
over many years in partnership with our customers
link |
01:07:05.440
to be able to design and build these systems that
link |
01:07:08.360
meet these very unique mission needs.
link |
01:07:11.600
Yeah, because building those systems very costly,
link |
01:07:14.400
there's very little room for mistake.
link |
01:07:16.120
I mean, it's just Ben Rich's book and so on
link |
01:07:19.000
just tells the story.
link |
01:07:20.360
It's nowhere I can just reading it.
link |
01:07:22.440
If you're an engineer, it reads like a thriller.
link |
01:07:24.400
OK, let's go back to space for a second.
link |
01:07:30.680
I'm always happy to go back to space.
link |
01:07:33.080
So a few quick, maybe out there, maybe fun questions,
link |
01:07:38.320
maybe a little provocative.
link |
01:07:40.520
What are your thoughts on the efforts of the new folks,
link |
01:07:46.560
SpaceX and Elon Musk?
link |
01:07:48.840
What are your thoughts about what Elon is doing?
link |
01:07:50.880
Do you see him as competition, do you enjoy competition?
link |
01:07:55.320
What are your thoughts?
link |
01:07:56.440
First of all, certainly Elon, I'd
link |
01:08:00.160
say SpaceX and some of his other ventures
link |
01:08:03.200
are definitely a competitive force in the space industry.
link |
01:08:08.160
And do we like competition?
link |
01:08:09.880
Yeah, we do.
link |
01:08:11.520
And we think we're very strong competitors.
link |
01:08:15.480
I think competition is what the US is founded on
link |
01:08:20.800
in a lot of ways and always coming up with a better way.
link |
01:08:24.680
And I think it's really important to continue
link |
01:08:29.480
to have fresh eyes coming in, new innovation.
link |
01:08:33.000
I do think it's important to have level playing fields.
link |
01:08:35.480
And so you want to make sure that you're not
link |
01:08:38.760
giving different requirements to different players.
link |
01:08:42.800
But I tell people, I spent a lot of time at places like MIT.
link |
01:08:47.560
I'm going to be at the MIT Beaver Works Summer Institute
link |
01:08:50.600
over the weekend here.
link |
01:08:52.120
And I tell people, this is the most exciting time
link |
01:08:55.040
to be in the space business in my entire life.
link |
01:08:58.400
And it is this explosion of new capabilities
link |
01:09:02.960
that have been driven by things like the massive increase
link |
01:09:06.960
in computing power, things like the massive increase
link |
01:09:10.920
in comms capabilities, advanced and additive manufacturing,
link |
01:09:15.120
are really bringing down the barriers to entry
link |
01:09:18.800
in this field and it's driving just incredible innovation.
link |
01:09:21.880
It's happening at startups, but it's also
link |
01:09:23.600
happening at Lockheed Martin.
link |
01:09:25.400
I did not realize this, but Lockheed Martin, working
link |
01:09:27.600
with Stanford, actually built the first cubes that
link |
01:09:31.360
was launched here out of the US that was called Quakesat.
link |
01:09:35.120
And we did that with Stellar Solutions.
link |
01:09:37.440
This was right around just after 2000, I guess.
link |
01:09:41.640
And so we've been in that from the very beginning.
link |
01:09:45.480
And I talked about some of these like Maya and Orion,
link |
01:09:50.080
but we're in the middle of what we call smartsats and software
link |
01:09:54.760
to find satellites that can essentially restructure and remap
link |
01:09:58.800
their purpose, their mission on orbit
link |
01:10:02.400
to give you almost unlimited flexibility for these satellites
link |
01:10:06.520
over their lifetimes.
link |
01:10:08.000
So those are just a couple of examples,
link |
01:10:10.200
but yeah, this is a great time to be in space.
link |
01:10:13.440
Absolutely.
link |
01:10:14.360
So Wright Brothers flew for the first time 116 years ago.
link |
01:10:20.160
So now we have supersonic stealth planes
link |
01:10:23.040
and all the technology we've talked about.
link |
01:10:25.440
What innovations, obviously you can't predict the future,
link |
01:10:29.280
but do you see Lockheed in the next 100 years?
link |
01:10:32.440
If you take that same leap, how will the world of technology
link |
01:10:36.800
and engineering change?
link |
01:10:37.840
I know it's an impossible question,
link |
01:10:39.320
but nobody could have predicted that we could even
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fly 120 years ago.
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01:10:45.800
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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01:10:52.680
I don't know that there is an edge.
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01:10:55.440
We've been around for almost that entire time, right?
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01:11:00.760
The Lockheed Brothers and Glenn L. Martin
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starting their companies in the basement of a church
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01:11:07.960
and an old service station.
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01:11:11.840
We're very different companies today
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01:11:14.240
than we were back then, right?
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01:11:15.720
And that's because we've continuously
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reinvented ourselves over all of those decades.
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01:11:21.680
I think it's fair to say, I know this for sure,
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01:11:24.320
the world of the future, it's going to move faster,
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01:11:27.840
it's going to be more connected,
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01:11:29.320
it's going to be more autonomous,
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01:11:31.640
and it's going to be more complex than it is today.
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01:11:36.160
And so this is the world as a CTO of Lockheed Martin
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01:11:39.680
that I think about, what are the technologies
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01:11:41.560
that we have to invest in?
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01:11:42.720
Whether it's things like AI and autonomy,
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01:11:45.480
you can think about quantum computing,
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01:11:47.280
which is an area that we've invested in
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01:11:49.120
to try to stay ahead of these technological changes
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01:11:53.520
and frankly, some of the threats that are out there.
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01:11:56.280
And I believe that we're going to be out there
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01:11:58.360
in the solar system, that we're going to be defending
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01:12:00.840
and defending well against probably military threats
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01:12:04.960
that nobody has even thought about today.
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01:12:08.120
We are going to be, we're going to use these capabilities
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01:12:12.400
to have far greater knowledge of our own planet,
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01:12:15.720
the depths of the oceans, all the way to the upper reaches
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01:12:19.320
of the atmosphere and everything out to the sun
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01:12:21.400
and to the edge of the solar system.
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01:12:23.440
So that's what I look forward to.
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01:12:26.760
And I'm excited, I mean, just looking ahead
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01:12:30.840
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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01:12:35.320
I don't think there's a better place to end.
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01:12:38.240
Okay, thank you so much.
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01:12:39.600
Lex, it's been a real pleasure and sorry,
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it took so long to get up here,
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but glad we were able to make it happen.