WEBVTT

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Broadcasting live. It's America's longest running
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You're listening to Computer America. Hello, and welcome everyone into the Computer

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America Show. We are the nation's
longest running, Nashally syndicated radio talk show

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on computers and technology. And hey, we turn podcasts. Everyone welcome into

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the program. Don't worry. We're
in good companies. It seems like everyone

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has a new podcast, and you
know, the golden age of podcast is

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upon us, and lais gentlemen.
We're happy to be here with you,

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and we are happy to be here
with you. With Ralph Bond. He

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is our science and tech trends correspondent. He handles everything cutting edge, bleeding

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edge, and leis gentlemen. You
know, really a good variety of everything

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from construction, medical, so on
and so forth, we'll get into more

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of what he does. But safe
to say, hey, it's a great

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high note to kind of end the
week on and go into this. So

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with that being said, Computer America
dot Com that's real find everything including passion

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shows, future show show notes,
articles, reviews, videos, stuff like

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that, and lay Jeman. With
that being said, let's go ahead and

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just bring Ralph on and we'll talk
a little bit and then get into the

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stories. So, as I said
before, a longtime Computer America contributor and

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of course our science and Tech Trends
correspondent. Now, Ralph, welcome back

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onto the program. How you doing. I'm doing great, and it's going

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to be a real fun, mixed
bag of stories this week. And again,

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as you alluded to folks, you're
going to leave the show today feeling

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positive and encouraged about the future of
humanity thanks to science and technology. So

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that's part of what Ben and I
do. We leave you feeling better than

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you might be feeling at the beginning
of the show given this week's news cycle.

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Absolutely, and so with that,
I think, will you kind of

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jump into story number one. But
Ralph, hope that you're doing well and

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everyone out there is doing well as
well, you know, of course,

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just to give a little shout out
to you know, spend some time in

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Texas recently with family and stuff like
that, and good luck to everyone out

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there in Texas. I know,
tornadoes or nothing new and tornado alley,

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but still, you know, stuff
like that. We haven't really come up

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with a magical technology solution to tornadoes. But maybe one day, you know,

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we'll figure out all of our problems
with technology. But until then,

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we have a few solutions for you
in today's stories. So Ralph, I

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think straight number one is a great
way to you know, kind of uplift

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people, because you're going to get
a lot of uplift with what you can

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make with this kind of thing.
There you go, my pun for the

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morning. There you go. And
before we jump in, just to remind

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everybody every one of the stories we
have here. I look for stories in

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the community of articles about technology and
science. We put together show notes.

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So come out to computer america dot
com. Find the Ralph Bond tab at

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the top of the page. You're
going to find the show notes at a

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link to the video and all that
good stuff. And if you want to

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die burnt to any one of these
stories. You can do that so easily

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through the show notes. So once
again Computer America dot com and look for

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the Ralph Bond tab at the top. So with that said, first story,

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So every once in a while we
do avionics or aviation technology news,

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and this one really caught my eye. Headline here first fully three D printed

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jet engine showcases designing for additive manufacturing
breakthrough. There's a mouthful there, but

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we'll get it done and explain everything. And I saw this article in Forbes,

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a story by Carolyn schwar and we've
got the link to the show or

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pardon me, that linked to the
article of course. Also I have a

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link to the company that developed this, their link and their press release if

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you will on this topic, and
if you have the show notes, if

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you're watching the video here, you
can see an image of this amazing three

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D printed jet engine. It's a
mini jet engine cut in have to illustrate

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the inside, so it doesn't look
like those normally. It's virtually cut in

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half so you can see the internal
components. So let's jump into this a

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little bit of background today micro turbine, so we're talking about small scale jet

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engines. Microturbine engines require complex assembly
processes involving many expensive parts, which puts

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customers directly in the crosshairs these days
of supply chain dependencies, limited availability of

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materials and so forth, and their
manufacturers maintaining the right employee expertise to complete

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the assembly. So this is a
non trivial kind of process to make little

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jet engines. Okay, So to
overcome these challenges. Recently, Boston based

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software company PTC displayed a prototype and
I want to stress proof of concept fully

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three D printed in one piece let
that sink in fully three D printed in

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one piece microturbine jet engine at its
company product launch event. It was the

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middle part of last month, so
not that long ago. The microturbine engine

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in weighs about eight pounds and is
three D printed as a single component all

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at once, including all rotating and
stationary parts. And frankly been I just

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can't figure out how they did this, but that's what they say they've done.

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It's just a blind blowing Yeah.
The the the cross sections and the

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pictures that you know that of course
can be in the show's really really emphasized

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just how like I guess some people
think of three D printing. They kind

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of think of like you know,
little figurings, like you know, the

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little the little army soldiers, and
it kind of goes layer by layer up

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this as holds as scaffolding and has
you know, like you said, rotating

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parts. I don't know how they
do. It's incredible, it is.

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It's it's a triumph of three D
printing, to say the least. So

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a little more background. A typical
micro turbine jet engine contains upwards to thirty

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three parts that are normally individually machine
and then assembled. Okay, that makes

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sense. Although the PTC that again
is an aim of the company that did

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this. That although the PTC prototype
three D printed micro turbine engine looks solid

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from the outside, inside our lattice
structures to minimize weight and channels to enable

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airflow and fuel flow. And again
you just showed the cutaway show view rather

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of this engine. And then here's
a quote from Steve dirty And the PTC's

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chief technology officer. He said,
there are there really are no other components

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required for this engine to function other
than the housing. Everything else from the

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bearings to the seal to the cooling
is designed in And again I just I

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would love to see this thing in
person. I would love to see it

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just believe it's even realized. I
would love to see a time lapse,

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because these things are they're not very
fast. But I'm sure that even just

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three you know, three D printing
this thing, even if it takes a

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week, you know, is still
probably better preferable to machining thirty three different

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parts. Yeah, but here is
a real kind of reality check. Lots

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of excitement here, but this is
kind of interesting. PTC says this additively

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printed engine would would fire up like
any other micro turbine engine, although it

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hasn't actually been tested in this way
now. This is as of a publication

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a few weeks ago, so maybe
they have by now. But again I

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just want to stress this, this
is a proof of concept, Okay,

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So as a non commercial research project, PTC does not plan to sell this

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particular engine, which is curious also, but there is no shortage of companies

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looking to make compact turbines more affordable
for applications such as lighter, moderate sized

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unmanned aerial vehicles. And if you
think of what's going on in the war

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in Ukraine right now, boy,
unmanned aerial vehicles or the name of the

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game. So a monolithic three D
printed a turbine engine offers the potential to

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dramatically bring down costs, speed up
production, and introduce new efficiencies not possible

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with traditional manufactured jet turbine engines.
And here's something I really like. Also

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with three D printing, also called
of course additive manufacturing, there's no tooling

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required for molding or machining parts.
It eliminates the need to weld or join

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parts, which can introduce weakness.
And this part band I think is really

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interesting. And there's also the possibility
of on demand manufacturing on site since there's

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no need to ship any components from
elsewhere or have skilled labor on hand to

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assemble those said components. Think about
a war situation, Think about Ukraine.

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What if they could on site manufacture
the little turbine jet motors they need engines

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rather for their drones or something like
that. Right, So this part really

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blew my mind, the idea of
you could do things on demand on site.

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And the engine took thirty you talk
about time laps. The engine took

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thirteen hours to print on a metal
laser powder bed fusion three D printer that's

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a mouthful from a company called EOS
and it happens to be the Model three

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hundred. I look that up.
It's kind of interesting and it uses a

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material metal material called inconel, and
I hope I'm saying that right. I

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n conel and I thought I got
to know more about that. What's that?

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So Inconel is an extremely strong and
heat resistant metal that's very difficult to

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machine. So in traditional manufacturing it's
often only used for exhaust parts of a

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turbine engine. But these guys were
using this material to three D print this

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little engine. Now, other manufacturers, including California based Sierra Turbines, are

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also in pursuit of the monolithic three
D printed economical and efficient micro turbine jet

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engine. So I want to qualify
the PTC is not the only company on

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earth thinking this is an interesting possibility. These guys, Sierra Turbines, and

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there's a link to them as well
in the show notes if you want to

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learn more about them, are also
on the same path to achieve this as

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well. So an interesting development in
avionics or aviation technology. Yeah. I

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one of my favorite, um,
you know, kind of guests that we

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had on the show a while ago
that really highlighted the possibilities of this um.

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Her name was Bathsheba and she did
she did artwork. She did three

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D mathematically inspired artwork and she uses
three D printing to kind of get it

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done. And Ralph, she really
liked the three D printing because she was

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able to print interconnected parts that are
found in you know, kind of math

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concepts and things like that that do
not naturally occur. So like you know,

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normally if you put them together you
have like a weld spot you have

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to put you know, cut one
put them together and linking together. She

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was able to create her art all
interconnected with no cuts, no welding,

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no no anything, so gave it
a much more finished look. And I

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guess this is just taking it to
the nth degree because obviously the precision you

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need for jet engines is much more, but it's still very very h it's

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neat we can do because you you
you couldn't do this before, and I

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guess the tolerances for I was just
looking at EOS, the people that do

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the three D printing. I was
looking at their their m their YouTube channel

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and which is all the videos.
I was kind of poking through and one

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of them was for uh like NASA
and and uh you know kind of space,

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you know, kind of stuff where
tolerances have to be very very fine.

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So uh, it's it you know, great that it's faster, cheaper,

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and easier, but it's also great
that you know you're going to get

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even better precision than what you could
get before. So it's just a win

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win win all around. So I
agree, I agree, And again I

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want to stress that little factor of
making it possible on demand, on site

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to make a turbine a little turbine
jet engine is profound. I mean,

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this kind of wildly democratizes something that
before was very much limited to a few

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handful of companies that had that expertise. So something to think about there.

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It's an interesting development. Yeah,
And obviously the the the equipment itself is

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still you know, kind of prohibitive
for individuals, but you know, and

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again, how how many how many
individuals do you want printing jets? But

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for you know, for for countries, for you know, even larger companies.

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Uh yeah, in military having that
capability and Ralph, I've just gotta

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say that being able to share the
plans, you know, you you worked

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with oDesk for a long time and
you know kind of CAD and you know,

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computer aided design. Uh. Once
someone put in the work and you

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know, artists of all kinds deserve
you know, kind of royalties and all

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that kind of thing. But still
you make it one and CAD and then

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you uh, you know, you
can print it a million times like that.

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That's a great part. So anyone
with a plan, anyone with the

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machine, can suddenly come out with
something very very cool. That that was

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always the dream of three D printing
is that you put the manufacturing in everybody's

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hands, not just you know,
a few. So yeah, this further

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highlights set. So yeah, it's
great. So story and again the pictures

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are wild. You gotta go check
this out. Story number one, story

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number two, and this hits close
uh close to home for you. And

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uh yeah another story about Intel.
And you know, with with as much

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as they've been, uh, I've
been following them. They were of course

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huge supports of the show, uh
you know, a couple of years ago

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and they've since I've been trying to
pivot. You know, they were they

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were the industry leader and still are
the industry leader, you know. By

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miles. But they've definitely been working
on research and development in the past couple

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of years. That's been their thing, you know, putting out cutting edge

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products. They still do that,
but trying to do more research stuff has

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really been Intel's focused the past couple
of years. And story number two kind

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of highlights that it's not just about
making your computer a little bit faster,

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it's you know, all parts of
the technology sphere have an influence from Intel.

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So story yeah, yeah, Story
number two is fun and again,

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as you alluded to, this has
a very personal kind of alma maud or

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heart string connection for me because I
spent fourteen years, fourteen wonderful years with

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Intel Corporation here in Oregon, and
we could ride a bike to the location

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where this research is going on at
the Hillsboro, Oregon But let's get the

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story. Let's get the headline here. So potential game changer in a Hillsboro,

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Oregon lab, Intel is immersing data
center computers in fluids that dissipate heat

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more effectively than air cooling. And
I got from our local Portland, Oregon

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based newspaper, The Oregon in a
story by Mike Rogeaway, and we've got

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the link and images and all that
good stuff, and the show notes again

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come out to Computer America dot com
for that. And even before we jump

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into this, Ben, I want
to stress to the audience what we're not.

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We're not talking about the world's first
ever attempt to liquid cool computer systems.

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No, but it's a little twist
on that story that reflects some very

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good research that Intel's doing this,
trying to make this more practical, safer,

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and so on. So I'm kind
of given away the punchline, but

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let's just dive into this. So
a little bit of background first though.

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Data centers, This is an amazing
statistic. Data centers in the United States

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account for approximately two percent of total
US electricity consumption. Two percent. Now,

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that may not out sound like a
lot, but think about it,

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that's a lot. Yeah. Well
yeah, and while data center cooling can

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account for up to forty percent of
data center energy use overall. So this

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is kind of the problem, right
Pat Kelsinger and everybody at Intel right now

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is going, wait a minute,
that's not acceptable for a long term future.

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And by the way, another thing
about Hillsboro, Oregon. We are

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just this incredible complex society of data
centers. There's a bunch of data centers

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right I could walk to them from
my house right now. So this is

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a real important story for me personally
and all of my neighbors anyway. Side

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note how our data centers typically kept
cool. Data centers use large amounts of

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water for their cooling system, which
includes cooling towers, chillers, pumps,

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piping, heat exchange and condensers,
and computer room air conditioner units of course,

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and there's a source there in the
data show notes to give you all

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the background if you want to dive
deeper. In fact, the cooling systems

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in a data center can use as
much electricity as the computers themselves, so

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it's a huge, huge energy drain. Brow to find a new way to

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dramatically cut the cost of cooling data
centers, Intel is experimenting. So this

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is research with submerging data center computers
in a bath of synthetic oil that doesn't

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conduct electricity. Now, time out, This is not the world's first time

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liquid has been used for cooling.
But this is the twist here, this

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synthetic oil, and we'll get into
this here a little more. By not

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conducting electricity, the bath of synthetic
oil does not cause the computers to shore

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it out. They thrive, in
fact, because the fluid absorbs the heat

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from the computers much better than the
air does. Now a little historic note.

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This was really fun because and this
is where I add value to these

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articles. Okay, this is my
little contribution because normally I'm just picking up

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articles and just reflecting them back.
But the historic note here is immersion cooling

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has been around since the nineteenth century, long before computers, when non conductive

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fluids were used to cool early electrical
transformers and ben you know this, this

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is something you know supercomputers starting way
back in the nineteen sixties used immersion cooling

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as far back as the nineteen sixties, but the technology remained, of course,

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highly specialized. Now computers can operate
in a variety of non conductive fluids

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whose properties have various advantages and disadvantages
for data center operations. So reality check,

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as I said before, we're not
talking about. What we're not talking

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about is the world's first implementation of
immersion cooling for data centers. Instead,

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the key to this news story and
this work by Intel is the development by

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Intel of a safer immersion fluid alternative
to current solutions in use today, and

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let me explain. For example,
one category of immersion cooling today employs liquids

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that boil from heat, cool on
a coil, and then rain back into

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a tank when they return to a
liquid state. And frankly, this is

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a very efficient way to cool computers. But some of the fluids best suited

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for this purpose are so called forever
chemicals also known as per and polyfluorinated substances

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the acronym pfas, which unfortunately,
ding ding ding, have potentially harmful health

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effects and comfort and can persist in
nature for many years. They don't degrade

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very quickly at all. Right,
So a little side note more about this

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because I had to, I had
to find out way to know one of

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this pfas stuff. So per and
polychlorinated substances are a group of chemicals used

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to make fluoropolymer coatings and products that
resist heat, oil stains, grease,

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and water. Fluoropolymer coatings can be
used in a variety of products. And

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I have a link here to the
CDC website describing and explaining what these are

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all about. So these guys are
worked great, They're kind of gives for

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the environment, it's kind of like
the stories they hear of like ancient Rome,

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and you know nowadays it's like,
oh, they had lead water pipes.

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How innovative. Nowadays you're like,
that's really bad. So, you

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know, just the more that we
learned about these chemicals, the better.

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It's true. That's true. My
daughter and son in law's house built in

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nineteen forty eight in Portland, Oregon. They had to have all the Yeah,

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you're right, you don't have to
go back to ancient room for that.

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Yeah, no, they had to
have them all replaced. Of course.

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Anyway, so back to the story. In their Hillsboro, Oregon lab,

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Intel's engineers are using less hazardous liquids. These are petrochemicals made by companies

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like Exxon and Chevron with properties analogous
to motor oil. Now, a little

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personal stop time out here for a
second. It is very encouraging. It's

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a step forward. It's good.
But unfortunately we're still talking about something derived

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from fossil fuels. But maybe they
can get a plant based version someday,

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who knows. We'll see the clear
fluid in question. The clear fluid in

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question looks like water flowing gently through
the tank that holds the servers pumped up

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from underneath and then spilling over the
top like an infinity pool for cooling before

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cycling back through the tank. And
then you're going to love this. With

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filtering, Intel says the chemicals it
chooses can cool computers for fifteen years without

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having to be replaced. Fifteen years. Okay, Well, a little concluding

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reality check here, as skeptics pardon
me, caution that it may be difficult

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or prohibitively expensive to overhaul existing data
centers to adapt to liquid cooling, but

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advocates of the shift, including Intel, say a transition is imperative to accommodate

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data centers growing thirst for power and
the growing development of more and more data

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centers. So interesting development. Yeah, it's interesting. And I was trying

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to reinargle quick that Ralph flake.
Yeah it's made with petrical um, with

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petro chemicals. But I'm also curious
because you know, just like you said,

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fifteen years before you have to replace
that. And I'm trying to think

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of like, you know, while
we know that drilling and mining and all

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that stuff is bad for the environment, don't get me wrong. Uh,

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you know, most places we recycle
like car fluid or car oil. You

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know, we if we're not directly
burning it, there are ways to recycle

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it, capture it, and you
know, make it not you know,

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as bad for the environment this being
fifteen years, maybe even find some way

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to then you know, kind of
process it again and you know, make

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it good for another fifteen years.
Uh. You know it's it's still a

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step in the right direction, like
you said, and it's still not you

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know, it's not as bad as
other as other chemicals. All that aside,

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I gotta say, this is such
a you know, this is going

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to help it in a lot more
ways. I know, forty percent for

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the cooling route, but also think
that data centers, like if you've ever

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seen engineers who kind of work in
them, they have to wear you know,

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the covers over there, you know, kind of like hair nuts over

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their heads. I have to wear
boot covers over their boots so they don't

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track dirt in. They're almost uh
they're not as bad as like NASA clean

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rooms when they're you know, designing
stuff for space, but they're they're darn

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close because you know, normally they
use big old vans that will draw air

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in. And if you can minimize
the amount of dirt, you minimize the

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amount of cleaning, you minimize the
amount of you know, kind of maintenance

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00:24:30.039 --> 00:24:37.160
these things have. So by taking
it liquid and you know immersion, you

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are taking out the need for you
know, potential cleaning hazards and smoke and

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other air debris that may get into
these these systems as well, because if

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it's a completely closed loop, that's
just going to be better for everything.

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So yeah, this is a great
win. And Ralph, I gotta say

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that I don't think data centers are
really going out of style anytime soon.

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If anything, we're going to be
more and more and more of them as

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more of our lives go online.
So you know, heyt of the of

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the entire electrical cost of these data
centers is a huge, huge win for

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the environment, no matter which way
you cut it. So very uplifting story

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and very cool because hey, you
know we're alph you know, data centers

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00:25:22.119 --> 00:25:26.480
today. Maybe one day we'll buy
just these these boxes that will have our

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computer of submerged and these liquids as
well, you know, just so we

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00:25:30.599 --> 00:25:34.359
get it at home. Maybe maybe
one d Yeah, So and Ben one

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last parting comment sort of alluded to
it a little bit at the beginning of

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this story. Folks, if you
think Intel is just making the chips that

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are you know, the brain chip
if you will, inside your laptop,

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think again. Intel has an immense
research organization. When I joined Intel in

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nineteen ninety three and moved to Hillsboro, Oregon, I was so fortunate.

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00:25:56.559 --> 00:26:03.279
I was the technology press rep presentative
for the Intel Architecture Labs, which is

335
00:26:03.359 --> 00:26:06.240
kind of think of it like the
M I T or the Bell Labs of

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00:26:06.480 --> 00:26:15.359
Intel. And there's a litany of
amazing technologies that Intel had very important influence

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00:26:15.400 --> 00:26:18.599
on. Note one comes to mind
USB. I mean, there's so many

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00:26:18.759 --> 00:26:23.039
things that we take for granted that
you find out, oh Intel was involved

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00:26:23.079 --> 00:26:26.880
with this, or oh Intel co
collaborated this, or Intel invented this technology.

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So if you're interested, go out
and learn more about the research part

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of Intel Corporation. It's a fascinating
and very important historic story. Yes,

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00:26:37.640 --> 00:26:41.559
there's lots of just oh, another
CPU, but there's also a lot of

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oh they created you know, kind
of the facial scan that we all enjoy

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to unlock our computers, you know, for instance, stuff like that.

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You know, Intel definitely pioneered a
lot of it. So with that being

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said, story number two very very
cool, and well, very very well.

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I guess cool now because it's not
as warm. Story number three is

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going to go over to sculptures,
and this is really cool, you know,

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kind of what was old is new
again. And I don't know,

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just hey, I guess we're we're
mixing AI and I'm assuming three D printing

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00:27:15.240 --> 00:27:19.160
or something of the nature. But
anyways, AI sculptures. What what's happening

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00:27:19.200 --> 00:27:23.200
here? Yeah, this is fine. I got this from techexplore dot com.

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There was no author associated with the
story, but anyway, the headline

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00:27:26.599 --> 00:27:33.960
here is Artificial Intelligence sculpture based on
the works of five art masters on display

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00:27:33.039 --> 00:27:37.839
at Stockholm's National Museum. And you
know, there's so much controversy about the

356
00:27:37.920 --> 00:27:42.319
writers Guild in our country on strike
and part of their their grievance or concern

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as AI taking the place in writing
scripts and so forth. And there's so

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00:27:45.839 --> 00:27:49.279
much concern in the art world,
music world, you name it, right,

359
00:27:49.720 --> 00:27:55.359
about AI being this this scary thing
that's gonna put people out of work

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and so forth. So you could
add a little controversy to this story.

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On the other hand, it's so
fascinating, I thought, and I wanted

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to share it with everybody. And
if you have the show notes or you're

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00:28:03.519 --> 00:28:08.240
watching the video, you can see
the sculpture we're talking about. So let's

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00:28:08.240 --> 00:28:14.440
get into this story here. Images
of the works of five master sculptors,

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including Michelangelo and Rodan and Takamura,
have been used by Swedish machine engineering group

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a company called Sandvic san d Vik, to train an artificial intelligence system to

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00:28:27.480 --> 00:28:34.640
design a sculpture they named the Impossible
sculpture, now on display at Stockholm's National

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00:28:34.720 --> 00:28:40.559
Museum of Science and Technology. Now
the Impossible it's called the Impossible statute.

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Why the impossible name for this statue
relates to the fact that it represents a

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virtual collaboration or synthesis of the styles
of five deceased master sculptors, and we'll

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00:28:52.720 --> 00:28:57.680
get into that a little more in
detail here. The stainless steel statue depicts

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an a thank you, stumble over
that word person with the lower half of

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00:29:06.799 --> 00:29:10.880
the body covered by a swath of
material, holding a bronze globe in one

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hand. And I don't I don't
know. I think it's more male looking

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00:29:15.119 --> 00:29:18.279
to me than just kind of equal
male female. But yeah, I definitely

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wouldn't call it and and let me
pull it the picture here right here,

377
00:29:23.200 --> 00:29:27.359
but that definitely looks more male to
me. Yeah, and the proportions aren't

378
00:29:27.759 --> 00:29:32.640
exactly I would say really human either. Don't get me wrong. I'm going

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00:29:32.640 --> 00:29:34.599
to the gym and I've been working
out, but like to have a back

380
00:29:34.680 --> 00:29:38.240
like that, you know, you
would take a incredible work out. But

381
00:29:38.400 --> 00:29:45.079
still it's a very very and ralph. I guess like androgens. Um.

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00:29:45.119 --> 00:29:48.119
I guess they're talking about the face, which you can vaguely see here on

383
00:29:48.200 --> 00:29:52.799
the picture. U. The face
is definitely neither really male or female,

384
00:29:52.839 --> 00:29:56.680
and of course the hair kind of
goes down to the shoulders. Everything else

385
00:29:56.720 --> 00:29:59.759
though it I mean vaguely human,
I guess is why they say, and

386
00:30:00.119 --> 00:30:03.079
yes, yeah it's and Again,
if you're just listening to us in a

387
00:30:03.119 --> 00:30:06.519
podcast, come out to computer America
america dot com, get the show notes.

388
00:30:06.519 --> 00:30:07.519
Then you can see the picture and
get the link and see what we're

389
00:30:07.519 --> 00:30:12.559
talking about. But anyway, the
statue measures one hundred and fifty centimeters that's

390
00:30:12.599 --> 00:30:18.079
four feet eleven inches tall and weighs
five hundred kilograms, which is one thousand

391
00:30:18.160 --> 00:30:22.960
or one hundred pounds. So this
is a beast. And the idea behind

392
00:30:22.000 --> 00:30:26.039
this was what if. It's a
great what if scenario? What if we

393
00:30:26.119 --> 00:30:30.240
took the styles of five famous sculptors
who made their mark on their era.

394
00:30:30.480 --> 00:30:37.799
Again we mentioned Michelangelo or Michelangelo if
you prefer, August Rodana, Kathy Kolowitz,

395
00:30:37.240 --> 00:30:45.000
Kotaro Takamura, and AUGUSTA Savage or
Savage a US sculptor. So they

396
00:30:45.279 --> 00:30:48.640
all these folks are long gone,
and sometimes not too terribly long gone,

397
00:30:48.640 --> 00:30:52.279
but nonetheless all deceased. And they
said, what if we took their styles

398
00:30:52.680 --> 00:30:57.720
and synthesize them through artificial intelligence.
And one to note the author makes is

399
00:30:57.759 --> 00:31:03.599
that the pscular body inspired by Michaelangelo, in the hand holding the globe inspired

400
00:31:03.640 --> 00:31:08.319
by Takamura. So again it's again
it's the synthesis. So Vix engineers trained

401
00:31:08.359 --> 00:31:14.720
the artificial intelligence by feeding it a
slew of images of sculptures created by the

402
00:31:14.799 --> 00:31:21.359
five artists in question. The software
then proposed several images in two D which

403
00:31:21.359 --> 00:31:26.599
it believed reflected key aspects from each
of the artists in question. As one

404
00:31:26.640 --> 00:31:30.680
of the Sandvic Machine Engineering Group team
members noted, in the end, we

405
00:31:30.759 --> 00:31:34.039
had two D images of the sculpture
in which we could see the different masters

406
00:31:34.079 --> 00:31:40.640
reflected. Then we put these two
D images into three D modeling. Well,

407
00:31:40.680 --> 00:31:45.000
I went out to their website.
Their website deviated from the article in

408
00:31:45.119 --> 00:31:48.640
question and started saying, you know, how has this done? Who let

409
00:31:48.640 --> 00:31:52.519
them tell me more about this Sandvic
bunch and than how they did this.

410
00:31:52.599 --> 00:31:56.880
So the statue was fabricated by Sandvic, which is a global high tech engineering

411
00:31:56.920 --> 00:32:02.400
group based in Stockholm, Sweden,
and the company's announcement Sandvis world leading metal

412
00:32:02.519 --> 00:32:07.319
cutting tools. This is what they
do and expertise are used in a wide

413
00:32:07.400 --> 00:32:13.480
range of industries from aerospace to general
engineering, automotive and medical industry. The

414
00:32:13.599 --> 00:32:20.599
impossible statue was made possible through an
innovative use of AI modeling and the latest

415
00:32:20.640 --> 00:32:25.200
cutting edge manufacturing solutions. It's crafted
from stainless steel, and the complexity and

416
00:32:25.279 --> 00:32:32.319
precision required to make the statue a
reality put Sandvis advanced digital manufacturing solutions and

417
00:32:32.359 --> 00:32:36.720
cutting tools to the test. This
is what they wanted to do. They

418
00:32:36.720 --> 00:32:40.599
wanted to show the world this extreme
example of what their technology and solutions could

419
00:32:40.640 --> 00:32:43.920
do. And for more on how
it's made, I've got a link in

420
00:32:43.920 --> 00:32:47.000
the show notes. You can really
get into that a combination of different AI

421
00:32:47.119 --> 00:32:54.400
programs resulted in a three D mesh
model. The mesh consisted of nine million

422
00:32:54.839 --> 00:33:00.599
polygons. Wow. The mesh model
was then converted into a solid model that

423
00:33:00.640 --> 00:33:07.759
the team's computerated design and computerated manufacturing
programs could work with. After this conversion

424
00:33:07.839 --> 00:33:15.720
was achieved, the team started programming
the CNC machines used using mastercam software Okay

425
00:33:15.720 --> 00:33:21.920
winning a time out. CNC stands
for computer numerical control, and these machines

426
00:33:21.960 --> 00:33:25.119
play an important role in the manufacturing
industry these days, as one of the

427
00:33:25.200 --> 00:33:31.039
developers from Sandvik noted, originally we
planned to make it in one piece,

428
00:33:31.480 --> 00:33:37.559
but we realized the size made it
impossible. We had to adapt the parts

429
00:33:37.599 --> 00:33:43.480
to fit our CNC machines, so
we sectioned the model into seventeen components.

430
00:33:43.599 --> 00:33:47.319
Each of these had to be designed
and programmed, along with interfaces between them.

431
00:33:47.559 --> 00:33:52.519
This is a triumph of computerated manufacturing
and CNC and all the rest of

432
00:33:52.519 --> 00:33:57.240
It's a pretty great story on many
levels. But again their motivation was to

433
00:33:57.240 --> 00:34:01.880
show the world how sophisticated their technology
is, and it's a great, uh

434
00:34:02.039 --> 00:34:06.480
you know, kind of mix and
to throw AI, not just to throw

435
00:34:06.559 --> 00:34:10.280
a because they can, but Um, Ralph I had like, this is

436
00:34:10.320 --> 00:34:14.559
a very I guess, kind of
like harmless way to use AI. Like

437
00:34:14.599 --> 00:34:17.639
it's no one who's lived, really, you know, a couple of people

438
00:34:17.679 --> 00:34:22.280
died, you know, about eighty
eighty ninety years ago. But to to

439
00:34:22.559 --> 00:34:28.800
resurrect their style using artificial intelligence and
then come up with the statue that you

440
00:34:28.840 --> 00:34:31.880
know they're able to to then print, I mean, it's it's very cool.

441
00:34:32.599 --> 00:34:37.000
Um. I don't see sculptures going
out of business anytime soon, or

442
00:34:37.119 --> 00:34:43.119
artists who you know kind of woudraw
these things, but if they needed something

443
00:34:43.199 --> 00:34:49.159
to really highlight how good their uh, their tools are, this was a

444
00:34:49.320 --> 00:34:52.880
very innovative use of AI to you
know, highlight that. So I guess

445
00:34:53.639 --> 00:34:57.639
you know, Ralph like when we
talk about AI stories, it's like,

446
00:34:57.760 --> 00:35:00.320
well that's kind of sketchy, but
not this. This is a good use

447
00:35:00.360 --> 00:35:05.840
of AI and definitely a very cool
use of their technology. Yeah, and

448
00:35:05.920 --> 00:35:07.719
Ben, I'll pick up on that
a little bit too. I thought to

449
00:35:07.760 --> 00:35:13.039
myself, I guess you could say
the ethics of this again, think about

450
00:35:13.039 --> 00:35:19.880
the writers guilds concerned about musicians concerns
if they had if they had a sculpture

451
00:35:20.119 --> 00:35:23.440
and just said, we're going to
look at Michelangelo and we're just gonna,

452
00:35:23.639 --> 00:35:28.039
you know, show the AI a
whole bunch of Michelangelo sculptures and make a

453
00:35:28.119 --> 00:35:32.079
fake Michelangelo or a pseudo Michelangelo's statute. That's going to fool everybody. Experts

454
00:35:32.119 --> 00:35:36.280
would look at it and say where
did you find this MICHELI. That could

455
00:35:36.320 --> 00:35:39.119
be kind of sketchy on the ethical
edge. But again, what they did

456
00:35:39.159 --> 00:35:43.360
here, who I thought was fun
and okay, if you want to say

457
00:35:43.400 --> 00:35:47.480
that is saying, let's take five
deceased master sculptures. Let's show the AI

458
00:35:47.599 --> 00:35:51.920
images of all of their works and
see have fun and see what. So

459
00:35:52.000 --> 00:35:55.880
nobody's trying to tell you this is
a Michelangelo sculpture or a dance sculpture.

460
00:35:57.320 --> 00:36:00.079
It's more the synthesis. And I
think this is where I can be really

461
00:36:00.079 --> 00:36:05.280
cool and fun in the world of
the arts and not be a violation of

462
00:36:05.320 --> 00:36:12.480
somebody's will, be legitimate works or
whatever. But you get pressure. They're

463
00:36:12.480 --> 00:36:16.039
not putting, you know, everything
Michelangelo ever created into one machine and saying,

464
00:36:16.400 --> 00:36:21.840
you know, make me a new
Michelangelo. Now they're they're blending a

465
00:36:21.920 --> 00:36:24.000
little bit of everything, which you
know, that's what humans do. That

466
00:36:24.000 --> 00:36:29.360
that's what people do, and and
that's where the creativity kind of comes from.

467
00:36:29.719 --> 00:36:31.599
Again, you know, no one's
losing their job over this one.

468
00:36:31.679 --> 00:36:37.480
But the finished statue looks amazing,
so definitely go check if that is fun.

469
00:36:37.000 --> 00:36:40.800
Yeah, so story number four,
Ralph, let's go ahead and skip

470
00:36:40.800 --> 00:36:46.039
on down to, you know,
as as is your tradition, a little

471
00:36:46.039 --> 00:36:51.519
bit of medical technology. So starting
on before yes, yes, yes,

472
00:36:51.679 --> 00:36:54.400
yes, this is great. Ben. We like to end each Friday segment

473
00:36:54.679 --> 00:37:00.639
technology trends and science trends and so
forth with usually not always something from the

474
00:37:00.639 --> 00:37:04.559
world of medicine. And this is
so touches all of our lives and this

475
00:37:04.599 --> 00:37:08.239
story certainly touched my life. I
very recently had an ultrasound for just a

476
00:37:08.320 --> 00:37:14.559
routine Thank goodness, it wasn't scary. But the headline here is new wearable

477
00:37:15.119 --> 00:37:19.679
Wait a minute, new wearable ultrasound
system can monitor deep tissues, folks,

478
00:37:19.719 --> 00:37:24.039
if you need to refresh ultrasound.
The classic thing the woman is lying on

479
00:37:24.079 --> 00:37:28.239
the table, she's pregnant, and
they put the gel on her tummy and

480
00:37:28.280 --> 00:37:31.079
they take the little wand and they
go that's ultrasound. Okay, So immediately

481
00:37:31.119 --> 00:37:34.559
you know we're talking about, but
you know that that's a big piece of

482
00:37:34.599 --> 00:37:37.519
equipment, right and in the doctor's
office or in the hospital or in the

483
00:37:37.840 --> 00:37:45.320
er. We're talking about a wearable
ultrasound system that's been developed that can monitor

484
00:37:45.519 --> 00:37:49.639
deep tissues. Got this from me
gadget dot com, which if you're if

485
00:37:49.679 --> 00:37:53.159
you're into medical technology, this is
a wonderful website story by Con Hastings and

486
00:37:53.199 --> 00:37:58.039
Ben you and I've done stories from
him many many times over the last few

487
00:37:58.119 --> 00:38:00.079
years. Again, come out to
computermeric dot com. Get the show notes.

488
00:38:00.119 --> 00:38:06.760
We've up the link and there's also
a link to the research team's paper

489
00:38:06.840 --> 00:38:10.639
they published, which was titled a
fully integrated wearable ultrasound system to monitor deep

490
00:38:10.639 --> 00:38:16.039
tissues in moving subjects. Not only
the saying wearable, but that moving subjects

491
00:38:16.320 --> 00:38:21.039
will get into this. The show
notes have some great images. Of course,

492
00:38:21.039 --> 00:38:23.199
they had this groovy male model showing
off this thing. I think that

493
00:38:23.239 --> 00:38:29.039
would have just used a more regular
normal person, but anyway, shows what

494
00:38:29.079 --> 00:38:32.119
this thing is like and shows its
flexibility and so forth. Well, let's

495
00:38:32.159 --> 00:38:37.559
get a little background. Ultrasound imaging
or sonography, uses high frequency sound waves

496
00:38:37.559 --> 00:38:43.440
to view inside the body. Because
ultrasound images are captured in real time.

497
00:38:43.719 --> 00:38:49.480
They can also show movement of the
body's internal organs as well as blood flowing

498
00:38:49.599 --> 00:38:54.599
through blood vessels. And I've got
the FDA government site source there for that.

499
00:38:54.719 --> 00:38:59.039
If you want to learn more.
Now here's the story. Researchers at

500
00:38:59.079 --> 00:39:04.800
the University of California, San Diego
have created a wearable ultrasound system that can

501
00:39:04.880 --> 00:39:10.760
monitor deep tissues as far as sixteen
point five centimeters or six and a half

502
00:39:10.880 --> 00:39:15.440
inches deep in the body wow below
the surface of the body, and the

503
00:39:15.559 --> 00:39:22.320
device is flexible, allowing good skin
contact and comfort for the user during use.

504
00:39:22.679 --> 00:39:28.519
And the team employed a machine learning
algorithm ding ding ding AI there ego.

505
00:39:28.880 --> 00:39:34.760
The team employed a machine learning algorithm
to reduce the noise associated with movement.

506
00:39:34.840 --> 00:39:37.800
So it's you know, well,
usually when you have an ultrasound like

507
00:39:37.840 --> 00:39:40.639
my recent ultrasound, or every woman
listening to this who's been pregnant and had

508
00:39:40.639 --> 00:39:45.719
an ultimately you're supposed to lie still
while they move the wand over you and

509
00:39:45.760 --> 00:39:50.000
so on and over. The My
ultrasound was the same way. So the

510
00:39:50.000 --> 00:39:54.519
team employed a machine learning algorithm to
reduce the noise associated with movement, helping

511
00:39:54.519 --> 00:40:00.320
to obtain reliable readings while the user
goes about their day. So we're talking

512
00:40:00.360 --> 00:40:06.360
about an opportunity periodically or continuously monitor
while you're wearing this thing and live in

513
00:40:06.360 --> 00:40:10.960
your life. Because that's yeah,
I'm not the most familiar with with how

514
00:40:12.000 --> 00:40:15.159
exactly it works, but I'm guessing
it's kind of like a cat scan something

515
00:40:15.199 --> 00:40:17.840
like that, where it takes like
a little slices of an image and then

516
00:40:17.880 --> 00:40:22.679
you put all those images together to
get more of a you know, more

517
00:40:22.719 --> 00:40:24.760
of a three D picture than you
would if you just kind of use that

518
00:40:25.760 --> 00:40:31.400
I'm assuming or maybe it's more like
a big blank I really don't kind I

519
00:40:31.440 --> 00:40:36.519
apologize that. Yeah, if you
think about it's the sound bouncing, bouncing,

520
00:40:36.559 --> 00:40:39.559
bouncing constantly off of the of the
matter inside your body, right and

521
00:40:39.559 --> 00:40:45.840
it's bouncing back, and you're just
getting like a movie, a continuous movie.

522
00:40:45.079 --> 00:40:50.480
Think of it's sort of kind of
like a colonoscopy or endoscopic thing where

523
00:40:50.480 --> 00:40:53.840
you have a camera that goes down
the I got you, Okay, but

524
00:40:53.920 --> 00:40:58.559
it's just like a movie. Okay. So that's where the movement would really

525
00:40:58.840 --> 00:41:00.320
hinder it, because you know,
it'd be like kind of watching like a

526
00:41:00.360 --> 00:41:02.840
shaky cell phone video. It's not
at all. But then of course you

527
00:41:02.880 --> 00:41:07.679
see, like the stabilizing cell video, it's much better. Okay, that

528
00:41:07.760 --> 00:41:12.119
makes sense. I think you're kind
of sort of analogous to the stabilization technology

529
00:41:12.159 --> 00:41:16.079
to develop for video cameras which transform
the cinema world and elsewhere. Right.

530
00:41:16.559 --> 00:41:22.639
So this so again, it can
work with movement, obtaining reliable readings while

531
00:41:22.639 --> 00:41:29.159
the user goes about their normal life. The sensor can evaluate cardiovascular function in

532
00:41:29.679 --> 00:41:34.440
motion. That's the key. This
is important as abnormal values of blood pressure

533
00:41:34.480 --> 00:41:40.039
and cardiac output at rest or during
exercise are hallmarks of heart failure. So

534
00:41:40.159 --> 00:41:45.920
time out. As a cardiac patient
myself, I totally get this. It's

535
00:41:45.000 --> 00:41:50.559
one thing to lie down still in
the doctor's office or the er or the

536
00:41:50.599 --> 00:41:52.960
hospital and have a reading of your
heart, blood pressure and so forth.

537
00:41:53.000 --> 00:41:58.039
It's another thing to what's what's going
on when I'm moving around, when I'm

538
00:41:58.039 --> 00:42:04.760
walking or exercising, or just even
sitting here talking to you. Medical medical

539
00:42:04.880 --> 00:42:08.840
diagnostics would like to have the total
picture, and that's that. This wearable

540
00:42:08.960 --> 00:42:14.440
ultrasound device gives them the opportunity to
have something they haven't really had before,

541
00:42:14.920 --> 00:42:19.320
wearable ultrasound that can give me a
total picture of what's going on with roush's

542
00:42:19.360 --> 00:42:22.519
hard or you're hard, or whatever
the case may be. So the deep

543
00:42:22.800 --> 00:42:30.199
tissue functionality and twelve hour battery life
mean that the wearable is suitable to monitor

544
00:42:30.239 --> 00:42:36.280
a variety of physiological parameters including cardiac
output, blood pressure, and heart rate.

545
00:42:36.559 --> 00:42:40.760
And for healthy populations, people who
are chronic health the issue people,

546
00:42:40.760 --> 00:42:46.000
but just everybody. The new University
of California, San Diego device can measure

547
00:42:46.039 --> 00:42:54.159
cardiovascular responses to exercise in real time
and thus provide insights into the actual workout

548
00:42:54.199 --> 00:43:00.840
intensity exerted by each individual person,
which can guide the formation of personalized training

549
00:43:00.880 --> 00:43:07.559
plans. This is profoundly important potentially
for physical therapy and other things of this

550
00:43:07.679 --> 00:43:12.320
nature, right or even for physical
activity nuts nuts, you know, real

551
00:43:12.440 --> 00:43:15.880
enthusiasts who someday might have a smartphone
app that's talking to this thing and it's

552
00:43:15.920 --> 00:43:21.760
on their chest and showing them,
you know, really interesting information about what's

553
00:43:21.800 --> 00:43:25.519
going on and with their heart.
For example, during exercise. I'm sure

554
00:43:25.559 --> 00:43:30.239
that if you know, if you
did suffer some kind of cardiac issue,

555
00:43:30.280 --> 00:43:34.039
and if you're an athlete, you
know, the person wants to get back

556
00:43:34.079 --> 00:43:37.039
to it as fast as they can
doctors saying, probably don't do any exercise

557
00:43:37.119 --> 00:43:40.280
for you know, a year plus
and let your body heal, um,

558
00:43:40.920 --> 00:43:44.280
you know, and finding kind of
a middle ground ralfe of you know,

559
00:43:44.360 --> 00:43:46.719
how much is too much and then
you know, kind of backing away from

560
00:43:46.719 --> 00:43:51.119
that line, but still getting the
exercise that the body needs. Uh,

561
00:43:51.360 --> 00:43:54.880
you know, very important. Yeah. I can't stress enough how profound this

562
00:43:54.960 --> 00:44:00.800
story is in its possibilities for monitoring
real time with no restrictions. It's just

563
00:44:01.480 --> 00:44:05.440
gotta love it anyway. Fun they've
kind of wrapped this up. A little

564
00:44:05.480 --> 00:44:10.039
fun fact about this story, the
author put forth the researchers had originally intended

565
00:44:10.079 --> 00:44:15.320
to design a blood pressure monitor.
That's it blood pressure, okay, but

566
00:44:15.519 --> 00:44:21.039
realized but they realized the technology may
have greater functionality, and it sure does,

567
00:44:21.360 --> 00:44:27.239
including monitoring cardiac output, arterial stiffness. This is something that we kind

568
00:44:27.239 --> 00:44:30.360
of don't think about a lot.
But that's a biggie volume of exhalation of

569
00:44:30.440 --> 00:44:36.840
air from the lungs and more,
all of which are essential parameters for daily

570
00:44:36.880 --> 00:44:43.239
healthcare, in daily healthcare, pardon
me, or in hospital monitoring. Wow,

571
00:44:43.519 --> 00:44:45.519
I just I love it. It's
such a great upbeat way to end

572
00:44:45.519 --> 00:44:52.159
today's show. I'm so curious and
clearly this thing could do blood pressure as

573
00:44:52.199 --> 00:44:58.079
well as other monitoring. Like you
can see the technology there, you know,

574
00:44:58.199 --> 00:45:00.800
in the article, you can see
the pictures. It's uh, I

575
00:45:00.800 --> 00:45:04.639
would say, not not that much
bigger than the first thing comes to my

576
00:45:04.719 --> 00:45:07.880
mind is like a game Boy cartridge. But what would be a better uh,

577
00:45:07.199 --> 00:45:10.559
like about half the size of like
a cell phone, uh, you

578
00:45:10.599 --> 00:45:14.599
know, on this person's chest.
And Ralph, I'm kind of curious,

579
00:45:14.639 --> 00:45:17.079
Like you know, Apple has been
making a lot of inroads with the Apple

580
00:45:17.119 --> 00:45:22.079
Watch into continuous monitoring patients, you
know, so that when you go to

581
00:45:22.119 --> 00:45:27.679
your doctor, your doctor has you
know, a thirty day, sixty day

582
00:45:27.840 --> 00:45:30.679
kind of health record of you,
not just like you said, when you're

583
00:45:30.679 --> 00:45:34.320
in the doctor and they do measurements
in that kind of thing instead of spot

584
00:45:34.400 --> 00:45:37.360
checking, they have like a full
overview. Ralph, I'm curious if whatever

585
00:45:37.400 --> 00:45:43.199
technologies in here may one day make
it into either our cell phones, you

586
00:45:43.239 --> 00:45:45.599
know kind of have the cell phone
and you know, be able to kind

587
00:45:45.639 --> 00:45:51.119
of take this or exactly or your
smart watch. And Ralph, imagine if

588
00:45:51.119 --> 00:45:53.360
you could take your smart watch off
your wrist and kind of hold it up

589
00:45:53.360 --> 00:45:58.320
to your chest and you know,
kind of check for you know, either

590
00:45:58.519 --> 00:46:02.960
rhythmia or blood pressure or maybe even
you know, any of these issues that

591
00:46:02.519 --> 00:46:08.159
this article already talked about. I'm
wondering if this can be cheaply and safely

592
00:46:08.599 --> 00:46:15.199
integrated into a fitness watch or even
even not every fitness watch may be very

593
00:46:15.400 --> 00:46:21.199
specialized for you know, outpatients,
smart watches that could then double as that

594
00:46:21.280 --> 00:46:25.599
technology at home. A lot of
fun ideas. Oh yeah, absolutely,

595
00:46:25.760 --> 00:46:30.079
or I think probably more likely for
the near term if this goes on and

596
00:46:30.239 --> 00:46:35.000
further development, would be a little
patch that you would comfortably and that's what

597
00:46:35.320 --> 00:46:37.559
they keep emphasizing this as comfortable,
flexible, and so forth that you do

598
00:46:37.639 --> 00:46:43.320
wear on your chest. And but
but to your point, it's communicating with

599
00:46:43.400 --> 00:46:47.480
your smart watch or communicating with your
smartphone. And then what I just just

600
00:46:47.559 --> 00:46:52.000
to personalized this for a moment,
not recently, I finished two weeks my

601
00:46:52.159 --> 00:46:58.639
cardiologist and I have a blood pressure
machine at home, taking twice a day,

602
00:46:58.920 --> 00:47:01.000
different times of the day, blood
pressure readings and so forth, and

603
00:47:01.039 --> 00:47:05.599
then had to document it in a
little word documents over and then I sent

604
00:47:05.679 --> 00:47:08.119
it to him after two weeks.
Wouldn't it be neat if I had this

605
00:47:08.199 --> 00:47:12.320
device, this flexible thing on my
chest, it's linked to my smartphone,

606
00:47:12.360 --> 00:47:16.679
it's documenting everything continuously, and my
cardiologists could pop in at any time and

607
00:47:16.760 --> 00:47:21.519
kind of get a like a graph
of showing, you know, what's going

608
00:47:21.559 --> 00:47:25.159
on with Ralph's heart over this period
of time or at any time. Or

609
00:47:25.239 --> 00:47:30.280
I could provide the cardiologists with an
output report, all online, all on

610
00:47:30.360 --> 00:47:32.119
the cloud. I mean, that's
that sort of thing. Just again,

611
00:47:32.159 --> 00:47:37.000
because I've been a heart patient for
so many years, the implications of this

612
00:47:37.119 --> 00:47:44.880
technology for that field are absolutely incredible. Little stuff and and and even with

613
00:47:44.880 --> 00:47:50.360
that aside, that's the next level
of healthcare is Ralph, you start managing

614
00:47:50.360 --> 00:47:54.920
by exception, which means that if
let's say Ralph's readings are out of line

615
00:47:55.000 --> 00:48:00.480
or they're trending upward, then you
know, the doctor wouldn't even have noticed

616
00:48:00.519 --> 00:48:04.199
it. The computer would go,
hey, doctor, check out, Ralph.

617
00:48:04.239 --> 00:48:07.519
He's you know, things are getting
a little a little wonky, and

618
00:48:07.760 --> 00:48:12.679
you'd get care immediately, faster and
better. And ladies and gentlemen, everyone

619
00:48:12.920 --> 00:48:15.599
is going to benefit from little innovations
like this over time. So Ralph,

620
00:48:15.760 --> 00:48:19.840
I want to thank you for turning
us on to these, this story and

621
00:48:20.079 --> 00:48:22.719
all the others if you want any
of them, Computer america dot com,

622
00:48:22.800 --> 00:48:25.480
Ralph's website, and of course our
tab over at computer america dot com will

623
00:48:25.480 --> 00:48:29.559
have all of Ralph's segments. Until
next time, have a great day,

624
00:48:29.639 --> 00:48:30.920
Thank you so much, catch next
time by everyone.

