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Hi,<00:00:10.400><c> I'm</c><00:00:10.719><c> Jose</c><00:00:11.200><c> Plen.</c><00:00:12.000><c> I</c><00:00:12.480><c> uh</c><00:00:12.880><c> wear</c><00:00:13.200><c> three</c><00:00:13.440><c> hats.</c>

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Hi, I'm Jose Plen. I uh wear three hats.
 

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Hi, I'm Jose Plen. I uh wear three hats.
I'm<00:00:14.320><c> founder</c><00:00:14.639><c> and</c><00:00:14.799><c> CEO</c><00:00:15.040><c> of</c><00:00:15.120><c> Bryquery</c><00:00:15.839><c> or</c><00:00:16.160><c> BQ</c><00:00:16.640><c> as</c>

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I'm founder and CEO of Bryquery or BQ as
 

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I'm founder and CEO of Bryquery or BQ as
we<00:00:17.039><c> like</c><00:00:17.119><c> to</c><00:00:17.279><c> call</c><00:00:17.440><c> it.</c><00:00:18.320><c> I'm</c><00:00:18.560><c> also</c><00:00:18.960><c> the</c><00:00:19.359><c> founder</c>

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we like to call it. I'm also the founder
 

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we like to call it. I'm also the founder
of<00:00:19.760><c> open</c><00:00:20.160><c> data.org.</c><00:00:21.039><c> It's</c><00:00:21.279><c> a</c><00:00:21.439><c> very</c><00:00:21.600><c> large</c>

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of open data.org. It's a very large
 

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of open data.org. It's a very large
significant<00:00:22.400><c> open</c><00:00:22.640><c> data</c><00:00:22.880><c> initiative</c><00:00:23.680><c> that</c>

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significant open data initiative that
 

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significant open data initiative that
I'll<00:00:24.080><c> be</c><00:00:24.240><c> talking</c><00:00:24.400><c> about</c><00:00:24.640><c> today.</c><00:00:25.600><c> And</c><00:00:25.920><c> uh</c>

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I'll be talking about today. And uh
 

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I'll be talking about today. And uh
finally,<00:00:26.480><c> I'm</c><00:00:26.800><c> on</c><00:00:27.039><c> the</c><00:00:27.199><c> board</c><00:00:27.359><c> of</c><00:00:27.599><c> directors</c>

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finally, I'm on the board of directors
 

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finally, I'm on the board of directors
of<00:00:28.320><c> the</c><00:00:28.560><c> AI</c><00:00:28.960><c> alliance</c><00:00:29.599><c> uh</c><00:00:29.679><c> which</c><00:00:29.840><c> is</c><00:00:30.000><c> both</c><00:00:30.240><c> a</c>

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of the AI alliance uh which is both a
 

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of the AI alliance uh which is both a
nonprofit<00:00:31.840><c> uh</c><00:00:32.399><c> uh</c><00:00:32.800><c> research</c><00:00:33.280><c> association</c>

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nonprofit uh uh research association
 

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nonprofit uh uh research association
representing<00:00:34.559><c> the</c><00:00:34.719><c> AI</c><00:00:34.960><c> industry</c><00:00:35.840><c> as</c><00:00:36.160><c> well</c><00:00:36.399><c> as</c>

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representing the AI industry as well as
 

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representing the AI industry as well as
a<00:00:37.200><c> trade</c><00:00:37.520><c> association</c><00:00:38.399><c> also</c><00:00:38.719><c> representing</c>

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a trade association also representing
 

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a trade association also representing
the<00:00:39.520><c> industry</c><00:00:39.920><c> to</c><00:00:40.800><c> uh</c><00:00:40.960><c> kind</c><00:00:41.120><c> of</c><00:00:41.200><c> help</c><00:00:41.360><c> inform</c>

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the industry to uh kind of help inform
 

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the industry to uh kind of help inform
government<00:00:42.160><c> and</c><00:00:42.399><c> pursue</c><00:00:42.719><c> policy</c><00:00:43.040><c> objectives.</c>

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government and pursue policy objectives.
 

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government and pursue policy objectives.
So<00:00:44.239><c> uh</c><00:00:44.399><c> Brequery</c><00:00:45.120><c> is</c><00:00:45.600><c> uh</c><00:00:45.760><c> first</c><00:00:46.000><c> and</c><00:00:46.160><c> foremost</c>

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So uh Brequery is uh first and foremost
 

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So uh Brequery is uh first and foremost
a<00:00:46.719><c> data</c><00:00:46.960><c> company.</c><00:00:47.680><c> So</c><00:00:47.920><c> what</c><00:00:48.079><c> we</c><00:00:48.239><c> do</c><00:00:48.399><c> is</c><00:00:48.719><c> we</c>

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a data company. So what we do is we
 

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a data company. So what we do is we
track<00:00:49.440><c> what</c><00:00:49.680><c> we</c><00:00:49.840><c> call</c><00:00:50.000><c> the</c><00:00:50.160><c> five</c><00:00:50.399><c> pillars</c><00:00:50.719><c> of</c>

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track what we call the five pillars of
 

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track what we call the five pillars of
the<00:00:51.039><c> economy.</c><00:00:51.760><c> We</c><00:00:52.000><c> track</c><00:00:52.320><c> companies.</c><00:00:53.199><c> We</c>

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the economy. We track companies. We
 

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the economy. We track companies. We
track<00:00:53.680><c> legal</c><00:00:54.000><c> entities.</c><00:00:54.800><c> We</c><00:00:54.960><c> track</c><00:00:55.280><c> locations</c>

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track legal entities. We track locations
 

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track legal entities. We track locations
which<00:00:56.160><c> are</c><00:00:56.320><c> like</c><00:00:56.480><c> places</c><00:00:56.800><c> of</c><00:00:57.039><c> business.</c><00:00:57.680><c> Uh</c>

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which are like places of business. Uh
 

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which are like places of business. Uh
addresses,<00:00:58.719><c> physical</c><00:00:59.120><c> addresses</c><00:00:59.760><c> and</c>

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addresses, physical addresses and
 

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addresses, physical addresses and
people.<00:01:01.039><c> And</c><00:01:01.199><c> in</c><00:01:01.359><c> all</c><00:01:01.520><c> respects,</c><00:01:01.920><c> we</c><00:01:02.160><c> track</c>

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people. And in all respects, we track
 

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people. And in all respects, we track
these<00:01:02.719><c> entities</c><00:01:03.520><c> using</c><00:01:03.840><c> both</c><00:01:04.080><c> what</c><00:01:04.239><c> we</c><00:01:04.400><c> call</c>

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these entities using both what we call
 

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these entities using both what we call
the<00:01:04.640><c> legal</c><00:01:04.960><c> view</c><00:01:05.600><c> which</c><00:01:05.920><c> involves</c><00:01:06.799><c> uh</c>

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the legal view which involves uh
 

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the legal view which involves uh
tracking<00:01:07.760><c> what's</c><00:01:08.240><c> being</c><00:01:08.720><c> reported</c><00:01:09.119><c> in</c><00:01:09.360><c> legal</c>

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tracking what's being reported in legal
 

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tracking what's being reported in legal
filings<00:01:10.080><c> and</c><00:01:10.320><c> regulatory</c><00:01:10.799><c> filings</c><00:01:11.439><c> as</c><00:01:11.600><c> well</c>

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filings and regulatory filings as well
 

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filings and regulatory filings as well
as<00:01:11.840><c> what</c><00:01:12.000><c> we</c><00:01:12.159><c> call</c><00:01:12.320><c> the</c><00:01:12.479><c> business</c><00:01:12.799><c> view</c><00:01:13.280><c> which</c>

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as what we call the business view which
 

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as what we call the business view which
is<00:01:13.680><c> what's</c><00:01:14.000><c> being</c><00:01:14.640><c> kind</c><00:01:14.799><c> of</c><00:01:14.960><c> published</c><00:01:15.439><c> in</c>

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is what's being kind of published in
 

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is what's being kind of published in
open<00:01:16.159><c> web.</c><00:01:16.880><c> that</c><00:01:17.119><c> would</c><00:01:17.280><c> include</c><00:01:17.600><c> public</c>

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open web. that would include public
 

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open web. that would include public
LinkedIn<00:01:18.560><c> profiles,</c><00:01:19.439><c> corporate</c><00:01:19.840><c> websites,</c>

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LinkedIn profiles, corporate websites,
 

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LinkedIn profiles, corporate websites,
news<00:01:20.880><c> articles</c><00:01:21.280><c> and</c><00:01:21.520><c> such.</c><00:01:22.080><c> So</c><00:01:22.240><c> we</c><00:01:22.400><c> parse</c><00:01:22.720><c> all</c>

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news articles and such. So we parse all
 

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news articles and such. So we parse all
this<00:01:23.119><c> information</c><00:01:23.600><c> to</c><00:01:23.920><c> track</c><00:01:24.159><c> the</c><00:01:24.479><c> entire</c>

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this information to track the entire
 

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this information to track the entire
global<00:01:25.200><c> economy.</c><00:01:26.479><c> There</c><00:01:26.720><c> is</c><00:01:26.880><c> over</c><00:01:27.200><c> 300</c>

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global economy. There is over 300
 

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global economy. There is over 300
million<00:01:28.000><c> businesses,</c><00:01:28.880><c> over</c><00:01:29.280><c> 500</c><00:01:29.759><c> million</c>

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million businesses, over 500 million
 

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million businesses, over 500 million
places<00:01:30.640><c> of</c><00:01:30.799><c> business</c><00:01:31.439><c> and</c><00:01:31.680><c> over</c><00:01:31.920><c> a</c><00:01:32.079><c> billion</c>

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places of business and over a billion
 

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places of business and over a billion
people<00:01:32.720><c> that</c><00:01:32.880><c> we</c><00:01:33.119><c> actively</c><00:01:33.600><c> track</c><00:01:34.400><c> and</c><00:01:34.720><c> out</c><00:01:34.880><c> of</c>

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people that we actively track and out of
 

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people that we actively track and out of
this<00:01:35.200><c> we</c><00:01:35.360><c> built</c><00:01:35.680><c> the</c><00:01:35.920><c> the</c><00:01:36.079><c> world's</c><00:01:36.479><c> largest</c>

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this we built the the world's largest
 

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this we built the the world's largest
entity<00:01:37.439><c> graph</c><00:01:37.840><c> kind</c><00:01:38.000><c> of</c><00:01:38.079><c> linking</c><00:01:38.400><c> all</c><00:01:38.560><c> these</c>

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entity graph kind of linking all these
 

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entity graph kind of linking all these
entity<00:01:39.200><c> concepts.</c><00:01:40.159><c> And</c><00:01:40.400><c> so</c><00:01:41.040><c> uh</c><00:01:41.200><c> what</c><00:01:41.439><c> we're</c>

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entity concepts. And so uh what we're
 

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entity concepts. And so uh what we're
exploring<00:01:42.240><c> and</c><00:01:42.479><c> have</c><00:01:42.720><c> been</c><00:01:42.880><c> doing</c><00:01:43.040><c> now</c><00:01:43.280><c> for</c>

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exploring and have been doing now for
 

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exploring and have been doing now for
some<00:01:43.759><c> time</c><00:01:44.159><c> uh</c><00:01:44.240><c> working</c><00:01:44.479><c> with</c><00:01:44.720><c> US</c><00:01:45.040><c> government,</c>

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some time uh working with US government,
 

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some time uh working with US government,
various<00:01:45.840><c> government</c><00:01:46.159><c> agencies,</c><00:01:46.720><c> our</c><00:01:46.960><c> clients</c>

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various government agencies, our clients
 

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various government agencies, our clients
on<00:01:47.520><c> capital</c><00:01:47.920><c> markets,</c><00:01:48.479><c> Wall</c><00:01:48.640><c> Street,</c><00:01:49.119><c> our</c>

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on capital markets, Wall Street, our
 

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on capital markets, Wall Street, our
clients<00:01:49.680><c> in</c><00:01:49.840><c> banking,</c><00:01:50.240><c> insurance</c><00:01:50.560><c> and</c><00:01:50.799><c> other</c>

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clients in banking, insurance and other
 

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clients in banking, insurance and other
areas<00:01:51.680><c> is</c><00:01:51.840><c> how</c><00:01:52.000><c> that</c><00:01:52.240><c> information</c><00:01:52.640><c> can</c><00:01:52.880><c> be</c>

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areas is how that information can be
 

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areas is how that information can be
used<00:01:53.439><c> to</c><00:01:53.680><c> make</c><00:01:53.840><c> AI</c><00:01:54.240><c> systems</c><00:01:54.640><c> more</c><00:01:54.880><c> factual</c><00:01:55.759><c> and</c>

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used to make AI systems more factual and
 

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used to make AI systems more factual and
that's<00:01:56.240><c> really</c><00:01:56.479><c> kind</c><00:01:56.640><c> of</c><00:01:56.720><c> our</c><00:01:57.200><c> our</c><00:01:57.439><c> mission</c><00:01:57.840><c> to</c>

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that's really kind of our our mission to
 

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that's really kind of our our mission to
make<00:01:58.159><c> the</c><00:01:58.320><c> world</c><00:01:58.560><c> more</c><00:01:58.719><c> factual</c><00:01:59.280><c> one</c><00:01:59.520><c> data</c><00:01:59.759><c> set</c>

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make the world more factual one data set
 

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make the world more factual one data set
at<00:02:00.079><c> a</c><00:02:00.320><c> time.</c><00:02:00.640><c> It's</c><00:02:00.880><c> kind</c><00:02:00.960><c> of</c><00:02:01.040><c> a</c><00:02:01.200><c> model</c><00:02:01.439><c> that</c><00:02:01.680><c> we</c>

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at a time. It's kind of a model that we
 

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at a time. It's kind of a model that we
like<00:02:02.000><c> to</c><00:02:02.159><c> use</c><00:02:02.960><c> and</c><00:02:03.520><c> um</c><00:02:03.920><c> the</c><00:02:04.240><c> one</c><00:02:04.560><c> way</c><00:02:04.719><c> of</c><00:02:04.880><c> doing</c>

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like to use and um the one way of doing
 

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like to use and um the one way of doing
that<00:02:05.360><c> is</c><00:02:05.520><c> by</c><00:02:05.840><c> grounding</c><00:02:06.240><c> the</c><00:02:06.560><c> systems</c><00:02:07.360><c> in</c><00:02:07.680><c> this</c>

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that is by grounding the systems in this
 

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that is by grounding the systems in this
entity<00:02:08.399><c> graph</c><00:02:08.640><c> as</c><00:02:08.879><c> to</c><00:02:09.440><c> you</c><00:02:09.599><c> know</c><00:02:09.840><c> who</c><00:02:10.160><c> exactly</c>

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entity graph as to you know who exactly
 

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entity graph as to you know who exactly
is<00:02:11.120><c> this</c><00:02:11.760><c> chunk</c><00:02:12.080><c> of</c><00:02:12.239><c> text</c><00:02:12.560><c> talking</c><00:02:12.800><c> about</c><00:02:13.200><c> or</c>

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is this chunk of text talking about or
 

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is this chunk of text talking about or
which<00:02:13.760><c> company</c><00:02:14.160><c> exactly</c><00:02:14.560><c> is</c><00:02:14.879><c> this</c><00:02:15.120><c> chunk</c><00:02:15.360><c> of</c>

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which company exactly is this chunk of
 

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which company exactly is this chunk of
text<00:02:16.080><c> talking</c><00:02:16.480><c> about.</c><00:02:17.120><c> So</c><00:02:17.440><c> basically</c><00:02:17.840><c> it's</c><00:02:18.000><c> an</c>

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text talking about. So basically it's an
 

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text talking about. So basically it's an
entity<00:02:18.560><c> resolution</c><00:02:19.200><c> problem.</c><00:02:19.920><c> And</c><00:02:20.160><c> to</c><00:02:20.319><c> solve</c>

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entity resolution problem. And to solve
 

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entity resolution problem. And to solve
that<00:02:20.720><c> entity</c><00:02:21.120><c> resolution</c><00:02:21.680><c> problem</c><00:02:22.319><c> you</c><00:02:22.560><c> need</c>

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that entity resolution problem you need
 

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that entity resolution problem you need
a<00:02:23.280><c> gold</c><00:02:23.599><c> standard</c><00:02:24.160><c> directory</c><00:02:25.040><c> of</c><00:02:25.360><c> every</c>

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a gold standard directory of every
 

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a gold standard directory of every
entity<00:02:26.319><c> on</c><00:02:26.640><c> the</c><00:02:26.800><c> planet</c><00:02:27.280><c> whether</c><00:02:27.520><c> it's</c><00:02:27.680><c> a</c>

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entity on the planet whether it's a
 

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entity on the planet whether it's a
company<00:02:28.480><c> a</c><00:02:28.720><c> business</c>

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company a business
 

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company a business
legal<00:02:30.560><c> entity</c><00:02:31.040><c> an</c><00:02:31.360><c> address</c><00:02:31.760><c> or</c><00:02:31.920><c> or</c><00:02:32.239><c> a</c><00:02:32.480><c> human.</c>

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legal entity an address or or a human.
 

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legal entity an address or or a human.
So<00:02:33.440><c> we</c><00:02:33.599><c> provide</c><00:02:33.920><c> that</c><00:02:34.160><c> directory</c><00:02:34.720><c> and</c><00:02:34.959><c> we're</c>

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So we provide that directory and we're
 

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So we provide that directory and we're
open<00:02:35.440><c> sourcing</c><00:02:35.840><c> that</c><00:02:36.080><c> directory</c><00:02:36.720><c> and</c><00:02:36.959><c> then</c>

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open sourcing that directory and then
 

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open sourcing that directory and then
that<00:02:37.360><c> can</c><00:02:37.519><c> help</c><00:02:37.760><c> power</c><00:02:38.400><c> AI</c><00:02:38.800><c> systems</c><00:02:39.200><c> entity</c>

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that can help power AI systems entity
 

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that can help power AI systems entity
resolution<00:02:40.800><c> uh</c><00:02:40.959><c> systems.</c><00:02:41.760><c> So</c><00:02:41.920><c> that's</c><00:02:42.160><c> when</c>

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resolution uh systems. So that's when
 

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resolution uh systems. So that's when
they<00:02:42.720><c> are</c><00:02:42.959><c> referring</c><00:02:43.360><c> to</c><00:02:43.519><c> a</c><00:02:43.840><c> company</c><00:02:44.239><c> a</c><00:02:44.480><c> place</c>

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they are referring to a company a place
 

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they are referring to a company a place
a<00:02:45.040><c> person</c><00:02:45.519><c> etc.</c><00:02:46.160><c> we</c><00:02:46.480><c> can</c><00:02:46.640><c> all</c><00:02:46.800><c> be</c><00:02:46.959><c> certain</c><00:02:47.360><c> who</c>

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a person etc. we can all be certain who
 

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a person etc. we can all be certain who
exactly<00:02:48.160><c> or</c><00:02:48.400><c> what</c><00:02:48.640><c> exactly</c><00:02:49.040><c> we're</c><00:02:49.360><c> talking</c>

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exactly or what exactly we're talking
 

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exactly or what exactly we're talking
about.<00:02:50.000><c> So</c><00:02:50.239><c> reliable</c><00:02:50.720><c> AI</c><00:02:51.120><c> has</c><00:02:51.360><c> various</c><00:02:51.760><c> facets</c>

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about. So reliable AI has various facets
 

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about. So reliable AI has various facets
to<00:02:52.400><c> it.</c><00:02:52.959><c> One</c><00:02:53.200><c> aspect</c><00:02:53.519><c> to</c><00:02:53.760><c> it</c><00:02:54.000><c> has</c><00:02:54.239><c> to</c><00:02:54.480><c> do</c><00:02:54.640><c> with</c>

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to it. One aspect to it has to do with
 

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to it. One aspect to it has to do with
the<00:02:55.360><c> entities</c><00:02:55.760><c> that</c><00:02:55.920><c> are</c><00:02:56.080><c> being</c><00:02:56.319><c> referred</c><00:02:56.640><c> to</c>

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the entities that are being referred to
 

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the entities that are being referred to
in<00:02:57.680><c> that</c><00:02:58.319><c> uh</c><00:02:58.560><c> text.</c><00:02:59.920><c> And</c><00:03:00.480><c> um</c><00:03:01.200><c> what</c><00:03:01.519><c> we</c><00:03:01.760><c> what</c>

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in that uh text. And um what we what
 

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in that uh text. And um what we what
we're<00:03:02.239><c> developing</c><00:03:02.560><c> is</c><00:03:02.800><c> a</c><00:03:02.959><c> system</c><00:03:03.120><c> that</c><00:03:03.280><c> we're</c>

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we're developing is a system that we're
 

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we're developing is a system that we're
calling<00:03:03.599><c> the</c><00:03:03.840><c> factual</c><00:03:04.239><c> shield</c><00:03:04.879><c> which</c><00:03:05.040><c> is</c>

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calling the factual shield which is
 

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calling the factual shield which is
basically<00:03:05.599><c> a</c><00:03:05.840><c> way</c><00:03:05.920><c> of</c><00:03:06.159><c> verifying</c><00:03:07.040><c> that</c><00:03:07.440><c> the</c><00:03:08.080><c> uh</c>

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basically a way of verifying that the uh
 

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basically a way of verifying that the uh
claims<00:03:08.800><c> that</c><00:03:09.040><c> are</c><00:03:09.200><c> being</c><00:03:09.360><c> made</c><00:03:09.519><c> in</c><00:03:09.760><c> a</c><00:03:09.920><c> chunk</c><00:03:10.080><c> of</c>

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claims that are being made in a chunk of
 

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claims that are being made in a chunk of
text<00:03:10.640><c> are</c><00:03:10.959><c> actually</c><00:03:11.360><c> factual.</c><00:03:12.159><c> And</c><00:03:12.400><c> one</c><00:03:12.640><c> way</c>

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text are actually factual. And one way
 

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text are actually factual. And one way
of<00:03:12.959><c> doing</c><00:03:13.280><c> this</c><00:03:13.599><c> is</c><00:03:14.000><c> to</c><00:03:14.319><c> look</c><00:03:14.480><c> at</c><00:03:14.800><c> okay</c><00:03:15.040><c> which</c>

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of doing this is to look at okay which
 

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of doing this is to look at okay which
entities<00:03:15.680><c> are</c><00:03:15.920><c> being</c><00:03:16.159><c> referred</c><00:03:16.720><c> to</c><00:03:17.040><c> whether</c>

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entities are being referred to whether
 

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entities are being referred to whether
it's<00:03:17.519><c> companies,</c><00:03:18.000><c> people</c><00:03:19.040><c> uh</c><00:03:19.280><c> places</c><00:03:19.680><c> and</c>

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it's companies, people uh places and
 

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it's companies, people uh places and
such<00:03:20.640><c> and</c><00:03:20.879><c> then</c><00:03:21.200><c> checking</c><00:03:21.680><c> against</c><00:03:22.239><c> trusted</c>

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such and then checking against trusted
 

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such and then checking against trusted
sources<00:03:23.519><c> whether</c><00:03:23.920><c> those</c><00:03:24.400><c> claims</c><00:03:24.879><c> are</c><00:03:25.200><c> indeed</c>

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sources whether those claims are indeed
 

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sources whether those claims are indeed
facts<00:03:25.920><c> are</c><00:03:26.159><c> indeed</c><00:03:26.480><c> correct.</c><00:03:27.120><c> In</c><00:03:27.280><c> the</c><00:03:27.440><c> case</c><00:03:27.519><c> of</c>

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facts are indeed correct. In the case of
 

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facts are indeed correct. In the case of
brequery<00:03:28.319><c> how</c><00:03:28.400><c> we</c><00:03:28.560><c> solve</c><00:03:28.800><c> that</c><00:03:28.959><c> problem</c><00:03:29.280><c> is</c><00:03:29.599><c> by</c>

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brequery how we solve that problem is by
 

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brequery how we solve that problem is by
bringing<00:03:30.159><c> to</c><00:03:30.400><c> bear</c><00:03:31.440><c> uh</c><00:03:31.760><c> filings</c><00:03:32.560><c> regulatory</c>

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bringing to bear uh filings regulatory
 

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bringing to bear uh filings regulatory
information<00:03:33.760><c> trusted</c><00:03:34.239><c> information</c><00:03:35.280><c> from</c><00:03:35.599><c> all</c>

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information trusted information from all
 

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information trusted information from all
over<00:03:35.920><c> the</c><00:03:36.159><c> world</c><00:03:36.400><c> over</c><00:03:36.720><c> 100,000</c><00:03:37.440><c> sources</c><00:03:37.920><c> that</c>

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over the world over 100,000 sources that
 

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over the world over 100,000 sources that
we<00:03:38.400><c> check</c><00:03:38.799><c> these</c><00:03:39.120><c> claims</c><00:03:39.599><c> against.</c><00:03:40.400><c> So</c>

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we check these claims against. So
 

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we check these claims against. So
effectively<00:03:41.440><c> we're</c><00:03:41.680><c> an</c><00:03:41.840><c> automated</c><00:03:42.720><c> AI</c><00:03:43.440><c> fact</c>

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effectively we're an automated AI fact
 

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effectively we're an automated AI fact
checker<00:03:44.720><c> and</c><00:03:44.959><c> that</c><00:03:45.120><c> is</c><00:03:45.360><c> how</c><00:03:45.599><c> we</c><00:03:45.840><c> believe</c><00:03:46.000><c> that</c>

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checker and that is how we believe that
 

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checker and that is how we believe that
we<00:03:46.400><c> can</c><00:03:46.560><c> make</c><00:03:46.879><c> AI</c><00:03:47.280><c> systems</c><00:03:47.680><c> more</c><00:03:47.920><c> reliable</c><00:03:48.400><c> and</c>

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we can make AI systems more reliable and
 

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we can make AI systems more reliable and
hallucinate<00:03:49.360><c> less.</c><00:03:50.239><c> It's</c><00:03:50.879><c> practically</c>

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hallucinate less. It's practically
 

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hallucinate less. It's practically
impossible<00:03:52.000><c> to</c><00:03:52.239><c> have</c><00:03:52.400><c> zero</c><00:03:52.799><c> hallucinations</c>

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impossible to have zero hallucinations
 

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impossible to have zero hallucinations
and<00:03:53.599><c> to</c><00:03:53.760><c> have</c><00:03:54.000><c> 100%</c><00:03:54.480><c> factual</c><00:03:54.959><c> information.</c>

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and to have 100% factual information.
 

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and to have 100% factual information.
And<00:03:56.159><c> therefore</c><00:03:56.799><c> one</c><00:03:56.959><c> of</c><00:03:57.040><c> the</c><00:03:57.280><c> features</c><00:03:57.680><c> that</c>

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And therefore one of the features that
 

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And therefore one of the features that
we<00:03:58.000><c> have</c><00:03:58.080><c> of</c><00:03:58.239><c> a</c><00:03:58.480><c> system</c><00:03:58.640><c> we're</c><00:03:58.879><c> building</c><00:03:59.360><c> is</c><00:03:59.599><c> we</c>

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we have of a system we're building is we
 

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we have of a system we're building is we
provide<00:04:00.480><c> confidence</c><00:04:01.040><c> scores</c><00:04:01.519><c> or</c><00:04:01.680><c> like</c><00:04:01.840><c> a</c>

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provide confidence scores or like a
 

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provide confidence scores or like a
percentage<00:04:02.560><c> of</c><00:04:02.799><c> how</c><00:04:03.040><c> confident</c><00:04:03.439><c> we</c><00:04:03.680><c> feel</c>

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percentage of how confident we feel
 

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percentage of how confident we feel
about<00:04:04.319><c> this</c><00:04:04.640><c> particular</c><00:04:05.040><c> piece</c><00:04:05.280><c> of</c>

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about this particular piece of
 

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about this particular piece of
information<00:04:06.159><c> being</c><00:04:06.400><c> a</c><00:04:06.560><c> so-called</c><00:04:07.040><c> fact.</c><00:04:07.680><c> So</c>

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information being a so-called fact. So
 

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information being a so-called fact. So
it<00:04:08.000><c> might</c><00:04:08.080><c> be</c><00:04:08.239><c> 95%</c><00:04:09.040><c> in</c><00:04:09.280><c> this</c><00:04:09.439><c> context,</c><00:04:10.000><c> might</c>

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it might be 95% in this context, might
 

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it might be 95% in this context, might
be<00:04:10.319><c> 70%</c><00:04:10.879><c> in</c><00:04:11.040><c> another</c><00:04:11.439><c> context</c><00:04:11.920><c> or</c><00:04:12.159><c> it</c><00:04:12.319><c> might</c><00:04:12.480><c> be</c>

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be 70% in another context or it might be
 

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be 70% in another context or it might be
so<00:04:12.720><c> much</c><00:04:12.879><c> ambiguity</c><00:04:13.680><c> that</c><00:04:13.920><c> that</c><00:04:14.239><c> claim</c><00:04:14.560><c> cannot</c>

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so much ambiguity that that claim cannot
 

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so much ambiguity that that claim cannot
be<00:04:15.120><c> assessed.</c><00:04:15.840><c> And</c><00:04:16.000><c> so</c><00:04:16.160><c> that's</c><00:04:16.320><c> what</c><00:04:16.479><c> we</c>

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be assessed. And so that's what we
 

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be assessed. And so that's what we
strive<00:04:16.799><c> to</c><00:04:16.959><c> achieve.</c><00:04:17.519><c> So</c><00:04:17.759><c> to</c><00:04:18.079><c> make</c><00:04:18.320><c> it</c><00:04:18.479><c> more</c>

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strive to achieve. So to make it more
 

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strive to achieve. So to make it more
reliable,<00:04:19.600><c> uh</c><00:04:20.079><c> one</c><00:04:20.320><c> key</c><00:04:20.639><c> feature</c><00:04:20.880><c> is</c>

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reliable, uh one key feature is
 

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reliable, uh one key feature is
standardization

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standardization
 

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standardization
you<00:04:22.800><c> know.</c><00:04:23.040><c> So</c><00:04:23.680><c> um</c><00:04:24.080><c> right</c><00:04:24.320><c> now</c><00:04:24.880><c> the</c><00:04:25.199><c> MCP</c>

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you know. So um right now the MCP
 

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you know. So um right now the MCP
protocol<00:04:26.320><c> has</c><00:04:26.560><c> helped</c><00:04:26.960><c> standardize</c><00:04:27.520><c> things</c>

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protocol has helped standardize things
 

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protocol has helped standardize things
by<00:04:28.720><c> having</c><00:04:29.120><c> a</c><00:04:29.440><c> system</c><00:04:29.680><c> by</c><00:04:29.919><c> which</c><00:04:30.240><c> agents</c><00:04:30.800><c> can</c>

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by having a system by which agents can
 

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by having a system by which agents can
and<00:04:31.360><c> agents</c><00:04:31.680><c> and</c><00:04:31.840><c> others</c><00:04:32.080><c> can</c><00:04:32.320><c> communicate</c>

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and agents and others can communicate
 

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and agents and others can communicate
with<00:04:32.800><c> one</c><00:04:33.040><c> another.</c><00:04:34.080><c> I</c><00:04:34.320><c> do</c><00:04:34.479><c> think</c><00:04:34.639><c> that's</c>

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with one another. I do think that's
 

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with one another. I do think that's
critical.<00:04:36.000><c> uh</c><00:04:36.080><c> there's</c><00:04:36.400><c> of</c><00:04:36.560><c> course</c><00:04:36.720><c> all</c><00:04:36.960><c> kinds</c>

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critical. uh there's of course all kinds
 

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critical. uh there's of course all kinds
of<00:04:37.199><c> web</c><00:04:37.520><c> standards</c><00:04:37.919><c> and</c><00:04:38.160><c> there's</c><00:04:38.320><c> also</c>

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of web standards and there's also
 

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of web standards and there's also
various<00:04:39.040><c> data</c><00:04:39.360><c> standards.</c><00:04:40.080><c> I'm</c><00:04:40.320><c> a</c><00:04:40.479><c> big</c>

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various data standards. I'm a big
 

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various data standards. I'm a big
believer<00:04:40.880><c> in</c><00:04:41.120><c> standardization</c><00:04:42.400><c> and</c><00:04:42.639><c> there</c><00:04:42.800><c> is</c>

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believer in standardization and there is
 

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believer in standardization and there is
still<00:04:43.120><c> more</c><00:04:43.280><c> work</c><00:04:43.440><c> to</c><00:04:43.680><c> be</c><00:04:43.840><c> done.</c><00:04:44.479><c> The</c><00:04:44.800><c> area</c>

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still more work to be done. The area
 

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still more work to be done. The area
where<00:04:45.600><c> we're</c><00:04:45.840><c> helping</c><00:04:46.160><c> in</c><00:04:46.400><c> terms</c><00:04:46.560><c> of</c>

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where we're helping in terms of
 

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where we're helping in terms of
standardization<00:04:47.680><c> is</c><00:04:48.000><c> with</c><00:04:48.320><c> this</c><00:04:48.560><c> entity</c>

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standardization is with this entity
 

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standardization is with this entity
resolution<00:04:49.600><c> problem</c><00:04:50.080><c> of</c><00:04:50.320><c> having</c><00:04:50.560><c> this</c><00:04:50.800><c> global</c>

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resolution problem of having this global
 

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resolution problem of having this global
directory<00:04:51.520><c> of</c><00:04:51.680><c> entities</c><00:04:52.240><c> so</c><00:04:52.479><c> that</c><00:04:52.720><c> every</c>

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directory of entities so that every
 

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directory of entities so that every
entity<00:04:54.080><c> every</c><00:04:54.400><c> person</c><00:04:54.800><c> company</c><00:04:55.120><c> and</c><00:04:55.360><c> such</c><00:04:55.600><c> has</c>

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entity every person company and such has
 

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entity every person company and such has
a<00:04:56.000><c> unique</c><00:04:56.400><c> ID</c><00:04:56.800><c> associated</c><00:04:57.360><c> with</c><00:04:57.600><c> it</c><00:04:57.919><c> and</c><00:04:58.080><c> that</c>

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a unique ID associated with it and that
 

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a unique ID associated with it and that
ID<00:04:58.639><c> should</c><00:04:58.800><c> be</c><00:04:58.960><c> permanent</c><00:04:59.919><c> immutable.</c>

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ID should be permanent immutable.
 

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ID should be permanent immutable.
Moreover,<00:05:02.000><c> the</c><00:05:02.240><c> relationships</c><00:05:02.800><c> between</c>

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Moreover, the relationships between
 

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Moreover, the relationships between
these<00:05:03.360><c> virus</c><00:05:03.919><c> ids</c><00:05:04.400><c> has</c><00:05:04.639><c> to</c><00:05:04.800><c> be</c><00:05:04.960><c> established</c>

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these virus ids has to be established
 

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these virus ids has to be established
and<00:05:06.160><c> and</c><00:05:06.560><c> published.</c><00:05:07.680><c> So</c><00:05:07.919><c> by</c><00:05:08.240><c> having</c><00:05:08.960><c> uh</c><00:05:09.199><c> this</c>

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and and published. So by having uh this
 

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and and published. So by having uh this
dependable<00:05:10.960><c> system</c><00:05:11.520><c> of</c><00:05:11.680><c> permanent</c><00:05:12.240><c> ids,</c><00:05:13.199><c> one</c>

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dependable system of permanent ids, one
 

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dependable system of permanent ids, one
can<00:05:14.000><c> uh</c><00:05:14.160><c> ensure</c><00:05:14.560><c> that</c><00:05:14.880><c> the</c><00:05:15.360><c> that</c><00:05:15.600><c> the</c><00:05:15.840><c> claims</c>

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can uh ensure that the that the claims
 

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can uh ensure that the that the claims
and<00:05:16.800><c> the</c><00:05:16.960><c> so-called</c><00:05:17.440><c> facts</c><00:05:17.680><c> that</c><00:05:17.919><c> are</c><00:05:18.080><c> being</c>

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and the so-called facts that are being
 

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and the so-called facts that are being
uh<00:05:18.800><c> reported</c><00:05:19.680><c> in</c><00:05:20.000><c> a</c><00:05:20.479><c> uh</c><00:05:20.880><c> in</c><00:05:21.039><c> a</c><00:05:21.199><c> chunk</c><00:05:21.440><c> of</c><00:05:21.600><c> text</c>

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uh reported in a uh in a chunk of text
 

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uh reported in a uh in a chunk of text
uh<00:05:22.720><c> are</c><00:05:22.960><c> grounded</c><00:05:23.360><c> in</c><00:05:23.600><c> some</c><00:05:23.759><c> form</c><00:05:24.080><c> of</c><00:05:24.240><c> truth.</c>

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uh are grounded in some form of truth.
 

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uh are grounded in some form of truth.
Now<00:05:25.360><c> having</c><00:05:25.680><c> said</c><00:05:25.840><c> that</c><00:05:26.560><c> we</c><00:05:26.800><c> do</c><00:05:26.960><c> believe</c><00:05:27.199><c> that</c>

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Now having said that we do believe that
 

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Now having said that we do believe that
going<00:05:27.759><c> forward</c><00:05:28.160><c> it's</c><00:05:28.400><c> very</c><00:05:28.639><c> important</c><00:05:29.280><c> that</c>

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going forward it's very important that
 

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going forward it's very important that
uh<00:05:30.240><c> others</c><00:05:30.639><c> contribute</c><00:05:31.280><c> their</c><00:05:31.600><c> entity</c>

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uh others contribute their entity
 

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uh others contribute their entity
systems<00:05:32.479><c> their</c><00:05:32.720><c> ID</c><00:05:33.039><c> systems</c><00:05:33.840><c> you</c><00:05:34.000><c> know</c><00:05:34.160><c> so</c><00:05:34.880><c> uh</c>

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systems their ID systems you know so uh
 

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systems their ID systems you know so uh
uh<00:05:35.440><c> the</c><00:05:35.680><c> AI</c><00:05:36.000><c> alliance</c><00:05:36.800><c> bquery</c><00:05:37.840><c> we</c><00:05:38.160><c> track</c><00:05:38.720><c> these</c>

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uh the AI alliance bquery we track these
 

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uh the AI alliance bquery we track these
so-called<00:05:39.360><c> five</c><00:05:39.600><c> pillars</c><00:05:39.919><c> of</c><00:05:40.000><c> the</c><00:05:40.160><c> economy</c>

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so-called five pillars of the economy
 

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so-called five pillars of the economy
companies<00:05:41.120><c> people</c><00:05:41.440><c> entities</c><00:05:42.160><c> etc</c><00:05:42.880><c> but</c><00:05:43.120><c> there</c>

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companies people entities etc but there
 

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companies people entities etc but there
are<00:05:43.360><c> all</c><00:05:43.520><c> kinds</c><00:05:43.759><c> of</c><00:05:44.080><c> other</c><00:05:44.400><c> concepts</c><00:05:44.880><c> that</c>

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are all kinds of other concepts that
 

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are all kinds of other concepts that
matter<00:05:45.680><c> all</c><00:05:45.919><c> kinds</c><00:05:46.080><c> of</c><00:05:46.320><c> other</c><00:05:46.639><c> entities</c><00:05:46.960><c> that</c>

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matter all kinds of other entities that
 

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matter all kinds of other entities that
matter<00:05:47.840><c> it</c><00:05:48.080><c> could</c><00:05:48.160><c> be</c><00:05:48.400><c> financial</c><00:05:48.880><c> securities</c>

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matter it could be financial securities
 

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matter it could be financial securities
it<00:05:49.840><c> could</c><00:05:50.000><c> be</c><00:05:50.160><c> ships</c><00:05:50.639><c> out</c><00:05:50.880><c> at</c><00:05:51.120><c> sea</c><00:05:51.759><c> it</c><00:05:52.000><c> could</c><00:05:52.160><c> be</c>

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it could be ships out at sea it could be
 

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it could be ships out at sea it could be
um<00:05:53.039><c> all</c><00:05:53.280><c> kinds</c><00:05:53.520><c> of</c><00:05:53.680><c> assets</c><00:05:54.560><c> and</c><00:05:54.800><c> liabilities</c>

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um all kinds of assets and liabilities
 

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um all kinds of assets and liabilities
around<00:05:55.759><c> the</c><00:05:55.919><c> world.</c><00:05:56.720><c> Uh</c><00:05:56.960><c> it</c><00:05:57.120><c> also</c><00:05:57.360><c> could</c>

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around the world. Uh it also could
 

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around the world. Uh it also could
relate<00:05:57.840><c> to</c><00:05:58.000><c> the</c><00:05:58.160><c> environment</c><00:05:58.720><c> and</c><00:05:58.880><c> and</c><00:05:59.199><c> such.</c>

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relate to the environment and and such.
 

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relate to the environment and and such.
So<00:06:00.400><c> all</c><00:06:00.560><c> of</c><00:06:00.720><c> these</c><00:06:01.120><c> at</c><00:06:01.440><c> heart</c><00:06:01.919><c> should</c><00:06:02.160><c> be</c>

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So all of these at heart should be
 

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So all of these at heart should be
identifiable<00:06:03.199><c> with</c><00:06:03.520><c> unique</c><00:06:03.840><c> permanent</c><00:06:04.319><c> IDs</c>

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identifiable with unique permanent IDs
 

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identifiable with unique permanent IDs
that<00:06:05.199><c> can</c><00:06:05.360><c> then</c><00:06:05.600><c> be</c><00:06:05.759><c> linked</c><00:06:06.240><c> to</c><00:06:06.479><c> the</c>

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that can then be linked to the
 

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that can then be linked to the
companies,<00:06:07.199><c> the</c><00:06:07.360><c> people,</c><00:06:07.680><c> the</c><00:06:07.840><c> governments</c>

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companies, the people, the governments
 

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companies, the people, the governments
and<00:06:08.479><c> so</c><00:06:08.639><c> on,</c><00:06:08.960><c> you</c><00:06:09.120><c> know,</c><00:06:09.280><c> around</c><00:06:09.600><c> the</c><00:06:09.759><c> world</c>

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and so on, you know, around the world
 

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and so on, you know, around the world
and<00:06:10.639><c> that</c><00:06:10.960><c> is</c><00:06:11.199><c> going</c><00:06:11.280><c> to</c><00:06:11.360><c> be</c><00:06:11.680><c> a</c><00:06:11.919><c> never-</c><00:06:12.080><c> ending</c>

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and that is going to be a never- ending
 

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and that is going to be a never- ending
non-stop<00:06:13.039><c> effort</c><00:06:13.919><c> uh</c><00:06:14.000><c> that</c><00:06:14.240><c> we</c><00:06:14.479><c> will</c><00:06:14.639><c> all</c><00:06:14.800><c> have</c>

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non-stop effort uh that we will all have
 

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non-stop effort uh that we will all have
to<00:06:15.120><c> engage</c><00:06:15.440><c> in</c><00:06:15.759><c> hyperpersonalized.</c><00:06:17.199><c> Um</c><00:06:17.520><c> I</c><00:06:17.759><c> do</c>

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to engage in hyperpersonalized. Um I do
 

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to engage in hyperpersonalized. Um I do
believe<00:06:18.319><c> that</c><00:06:18.720><c> eventually</c><00:06:19.440><c> we</c><00:06:19.680><c> will</c><00:06:19.840><c> have</c><00:06:20.000><c> an</c>

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believe that eventually we will have an
 

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believe that eventually we will have an
AI<00:06:20.639><c> companion</c><00:06:21.280><c> that</c><00:06:21.600><c> knows</c><00:06:21.919><c> us</c><00:06:22.240><c> deeply</c><00:06:22.720><c> inside</c>

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AI companion that knows us deeply inside
 

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AI companion that knows us deeply inside
out.<00:06:24.319><c> um</c><00:06:24.560><c> reads</c><00:06:24.880><c> our</c><00:06:25.120><c> emails,</c><00:06:25.759><c> listens</c><00:06:26.080><c> to</c><00:06:26.240><c> our</c>

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out. um reads our emails, listens to our
 

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out. um reads our emails, listens to our
phone<00:06:26.639><c> calls,</c><00:06:27.280><c> reads</c><00:06:27.600><c> our</c><00:06:27.759><c> texts</c><00:06:28.160><c> and</c><00:06:28.319><c> such.</c>

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phone calls, reads our texts and such.
 

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phone calls, reads our texts and such.
Obviously,<00:06:29.199><c> there</c><00:06:29.360><c> are</c><00:06:29.520><c> massive</c><00:06:30.240><c> privacy</c>

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Obviously, there are massive privacy
 

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Obviously, there are massive privacy
concerns<00:06:31.120><c> around</c><00:06:31.440><c> that.</c><00:06:31.919><c> Some</c><00:06:32.160><c> people</c><00:06:32.319><c> will</c>

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concerns around that. Some people will
 

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concerns around that. Some people will
want<00:06:32.639><c> to</c><00:06:32.720><c> opt</c><00:06:33.039><c> out</c><00:06:33.199><c> of</c><00:06:33.600><c> the</c><00:06:33.840><c> you</c><00:06:33.919><c> know</c><00:06:34.080><c> such</c><00:06:34.240><c> a</c>

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want to opt out of the you know such a
 

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want to opt out of the you know such a
system,<00:06:34.960><c> but</c><00:06:35.199><c> I</c><00:06:35.360><c> do</c><00:06:35.520><c> believe</c><00:06:35.680><c> that</c><00:06:35.840><c> is</c><00:06:36.080><c> the</c>

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system, but I do believe that is the
 

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system, but I do believe that is the
future<00:06:36.639><c> of</c><00:06:36.960><c> having</c><00:06:37.199><c> an</c><00:06:37.520><c> AI</c><00:06:37.919><c> companion</c><00:06:38.319><c> or</c><00:06:38.479><c> AI</c>

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future of having an AI companion or AI
 

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future of having an AI companion or AI
avatar<00:06:39.280><c> of</c><00:06:39.520><c> us</c><00:06:39.840><c> that</c><00:06:40.160><c> really</c><00:06:40.400><c> understands</c><00:06:40.800><c> us</c>

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avatar of us that really understands us
 

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avatar of us that really understands us
very<00:06:41.280><c> deeply.</c><00:06:42.240><c> There</c><00:06:42.479><c> will</c><00:06:42.720><c> be</c><00:06:43.280><c> in</c><00:06:43.520><c> all</c>

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very deeply. There will be in all
 

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very deeply. There will be in all
likelihood<00:06:44.160><c> a</c><00:06:44.400><c> a</c><00:06:44.880><c> personal</c><00:06:45.600><c> version</c><00:06:45.919><c> of</c><00:06:46.080><c> this</c>

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likelihood a a personal version of this
 

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likelihood a a personal version of this
which<00:06:46.880><c> is</c><00:06:47.039><c> more</c><00:06:47.360><c> for</c><00:06:47.680><c> social</c><00:06:48.160><c> relationships</c>

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which is more for social relationships
 

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which is more for social relationships
and<00:06:49.199><c> there</c><00:06:49.360><c> will</c><00:06:49.600><c> perhaps</c><00:06:49.919><c> be</c><00:06:50.080><c> a</c><00:06:50.240><c> professional</c>

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and there will perhaps be a professional
 

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and there will perhaps be a professional
version<00:06:51.120><c> of</c><00:06:51.360><c> this</c><00:06:51.759><c> which</c><00:06:52.000><c> is</c><00:06:52.160><c> more</c><00:06:52.400><c> for</c>

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version of this which is more for
 

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version of this which is more for
business<00:06:53.039><c> relationships.</c><00:06:53.840><c> So</c><00:06:54.080><c> almost</c><00:06:54.400><c> like</c><00:06:54.560><c> a</c>

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business relationships. So almost like a
 

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business relationships. So almost like a
like<00:06:55.120><c> a</c><00:06:55.520><c> LinkedIn</c><00:06:56.000><c> version</c><00:06:56.160><c> of</c><00:06:56.319><c> it</c><00:06:56.720><c> and</c>

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like a LinkedIn version of it and
 

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like a LinkedIn version of it and
perhaps<00:06:57.440><c> a</c><00:06:57.840><c> you</c><00:06:57.919><c> know</c><00:06:58.080><c> Instagram</c><00:06:58.639><c> or</c><00:06:58.960><c> Facebook</c>

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perhaps a you know Instagram or Facebook
 

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perhaps a you know Instagram or Facebook
uh<00:07:00.400><c> uh</c><00:07:00.560><c> Tik</c><00:07:00.720><c> Tok</c><00:07:01.039><c> version</c><00:07:01.440><c> you</c><00:07:01.599><c> know</c><00:07:01.680><c> of</c><00:07:01.840><c> a</c>

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uh uh Tik Tok version you know of a
 

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uh uh Tik Tok version you know of a
social<00:07:02.240><c> media</c><00:07:02.560><c> version</c><00:07:02.800><c> of</c><00:07:02.960><c> it</c><00:07:03.599><c> but</c><00:07:04.160><c> um</c><00:07:05.120><c> the</c>

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social media version of it but um the
 

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social media version of it but um the
system<00:07:05.680><c> will</c><00:07:05.919><c> likely</c><00:07:06.240><c> reside</c><00:07:06.560><c> on</c><00:07:06.720><c> some</c><00:07:06.960><c> kind</c>

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system will likely reside on some kind
 

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system will likely reside on some kind
of<00:07:07.199><c> device.</c><00:07:08.160><c> Um</c><00:07:08.639><c> that</c><00:07:08.960><c> device</c><00:07:09.440><c> may</c><00:07:09.680><c> or</c><00:07:09.840><c> may</c><00:07:10.000><c> not</c>

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of device. Um that device may or may not
 

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of device. Um that device may or may not
be<00:07:10.479><c> a</c><00:07:10.720><c> phone.</c><00:07:11.199><c> It</c><00:07:11.440><c> might</c><00:07:11.680><c> be</c><00:07:12.080><c> uh</c><00:07:12.400><c> glasses.</c><00:07:12.960><c> It</c>

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be a phone. It might be uh glasses. It
 

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be a phone. It might be uh glasses. It
might<00:07:13.360><c> be</c><00:07:13.599><c> some</c><00:07:14.160><c> uh</c><00:07:14.479><c> kind</c><00:07:14.639><c> of</c><00:07:14.800><c> small</c><00:07:15.280><c> physical</c>

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might be some uh kind of small physical
 

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might be some uh kind of small physical
piece<00:07:16.639><c> of</c><00:07:17.039><c> technology,</c><00:07:17.680><c> piece</c><00:07:17.840><c> of</c><00:07:18.000><c> hardware.</c>

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piece of technology, piece of hardware.
 

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piece of technology, piece of hardware.
And<00:07:19.840><c> in</c><00:07:20.080><c> an</c><00:07:20.319><c> ideal</c><00:07:20.720><c> world,</c><00:07:21.199><c> that</c><00:07:21.520><c> information</c>

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And in an ideal world, that information
 

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And in an ideal world, that information
about<00:07:22.479><c> us</c><00:07:22.880><c> is</c><00:07:23.280><c> local</c><00:07:24.319><c> local</c><00:07:24.560><c> to</c><00:07:24.800><c> that</c><00:07:25.039><c> device.</c>

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about us is local local to that device.
 

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about us is local local to that device.
So<00:07:25.759><c> it's</c><00:07:26.000><c> not</c><00:07:26.160><c> uploaded</c><00:07:26.639><c> on</c><00:07:26.880><c> some</c><00:07:27.120><c> server</c><00:07:27.680><c> and</c>

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So it's not uploaded on some server and
 

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So it's not uploaded on some server and
therefore<00:07:28.319><c> accessible</c><00:07:28.880><c> by</c><00:07:29.120><c> bad</c><00:07:29.360><c> actors</c><00:07:29.840><c> or</c>

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therefore accessible by bad actors or
 

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therefore accessible by bad actors or
hackers<00:07:30.720><c> and</c><00:07:30.960><c> such.</c><00:07:31.440><c> So</c><00:07:31.599><c> in</c><00:07:31.759><c> an</c><00:07:32.000><c> ideal</c><00:07:32.319><c> world,</c>

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hackers and such. So in an ideal world,
 

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hackers and such. So in an ideal world,
this<00:07:33.120><c> personalized</c><00:07:34.400><c> very</c><00:07:34.880><c> confidential</c>

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this personalized very confidential
 

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this personalized very confidential
information<00:07:36.000><c> about</c><00:07:36.319><c> ourselves</c><00:07:37.120><c> is</c><00:07:37.440><c> held</c><00:07:38.080><c> in</c>

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information about ourselves is held in
 

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information about ourselves is held in
this<00:07:38.880><c> local</c><00:07:39.280><c> device</c><00:07:40.080><c> which</c><00:07:40.400><c> others</c><00:07:40.720><c> do</c><00:07:40.880><c> not</c>

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this local device which others do not
 

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this local device which others do not
have<00:07:41.280><c> access</c><00:07:41.520><c> to</c><00:07:41.759><c> and</c><00:07:41.919><c> that</c><00:07:42.160><c> we</c><00:07:42.319><c> can</c><00:07:42.400><c> readily</c>

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have access to and that we can readily
 

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have access to and that we can readily
and<00:07:43.039><c> easily</c><00:07:43.599><c> uh</c><00:07:43.840><c> turn</c><00:07:44.080><c> off</c><00:07:44.319><c> if</c><00:07:44.639><c> so</c><00:07:44.880><c> desired.</c>