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morning<00:00:11.759><c> everyone</c><00:00:12.759><c> uh</c><00:00:12.920><c> bit</c><00:00:13.120><c> quieter</c><00:00:13.519><c> after</c>

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morning everyone uh bit quieter after
 

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morning everyone uh bit quieter after
RAV<00:00:14.599><c> isn't</c><00:00:14.839><c> it</c><00:00:15.760><c> um</c><00:00:16.760><c> I</c><00:00:16.880><c> hope</c><00:00:17.039><c> you've</c><00:00:17.199><c> had</c><00:00:17.320><c> a</c>

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RAV isn't it um I hope you've had a
 

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RAV isn't it um I hope you've had a
lovely<00:00:17.880><c> week</c><00:00:18.840><c> um</c><00:00:19.320><c> I've</c><00:00:19.439><c> had</c><00:00:19.560><c> a</c><00:00:19.680><c> wild</c><00:00:20.039><c> time</c><00:00:20.800><c> and</c>

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lovely week um I've had a wild time and
 

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lovely week um I've had a wild time and
I<00:00:21.519><c> thought</c><00:00:21.760><c> I</c><00:00:21.840><c> would</c><00:00:22.080><c> take</c><00:00:22.439><c> this</c><00:00:22.960><c> moment</c><00:00:23.439><c> to</c>

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I thought I would take this moment to
 

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I thought I would take this moment to
talk<00:00:23.800><c> about</c><00:00:24.039><c> some</c><00:00:24.160><c> of</c><00:00:24.240><c> the</c><00:00:24.359><c> bigger</c><00:00:24.640><c> ideas</c><00:00:25.039><c> in</c>

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talk about some of the bigger ideas in
 

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talk about some of the bigger ideas in
crypto<00:00:26.760><c> um</c><00:00:27.679><c> I</c><00:00:27.800><c> got</c><00:00:28.000><c> very</c><00:00:28.199><c> excited</c><00:00:28.599><c> about</c><00:00:28.840><c> this</c>

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crypto um I got very excited about this
 

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crypto um I got very excited about this
industry<00:00:29.439><c> about</c><00:00:29.679><c> sort</c><00:00:29.840><c> of</c><00:00:30.000><c> seven</c><00:00:30.279><c> eight</c><00:00:30.560><c> years</c>

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industry about sort of seven eight years
 

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industry about sort of seven eight years
ago<00:00:31.199><c> for</c><00:00:31.640><c> for</c><00:00:31.800><c> a</c><00:00:31.920><c> few</c><00:00:32.119><c> things</c><00:00:32.360><c> and</c><00:00:32.439><c> I</c><00:00:32.520><c> thought</c>

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ago for for a few things and I thought
 

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ago for for a few things and I thought
it'd<00:00:32.800><c> be</c><00:00:32.920><c> interesting</c><00:00:33.239><c> to</c><00:00:33.360><c> sort</c><00:00:33.559><c> of</c><00:00:33.680><c> revisit</c>

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it'd be interesting to sort of revisit
 

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it'd be interesting to sort of revisit
some<00:00:34.360><c> of</c><00:00:34.520><c> the</c><00:00:34.920><c> the</c><00:00:35.079><c> the</c><00:00:35.160><c> sort</c><00:00:35.320><c> of</c><00:00:35.440><c> really</c>

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some of the the the sort of really
 

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some of the the the sort of really
interesting<00:00:36.200><c> ideas</c><00:00:37.200><c> part</c><00:00:37.360><c> of</c><00:00:37.640><c> which</c><00:00:38.280><c> is</c><00:00:39.040><c> I</c>

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interesting ideas part of which is I
 

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interesting ideas part of which is I
think<00:00:39.320><c> it</c><00:00:39.480><c> can</c><00:00:39.719><c> coordinate</c><00:00:40.280><c> an</c><00:00:40.480><c> epistemic</c>

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think it can coordinate an epistemic
 

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think it can coordinate an epistemic
Revolution<00:00:41.559><c> I'm</c><00:00:41.680><c> going</c><00:00:41.760><c> to</c><00:00:41.840><c> tell</c><00:00:41.960><c> you</c><00:00:42.079><c> what</c><00:00:42.239><c> I</c>

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Revolution I'm going to tell you what I
 

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Revolution I'm going to tell you what I
think<00:00:42.520><c> that</c><00:00:42.680><c> means</c><00:00:43.680><c> so</c><00:00:44.160><c> I'll</c><00:00:44.600><c> dig</c><00:00:44.840><c> into</c><00:00:45.280><c> what</c>

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think that means so I'll dig into what
 

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think that means so I'll dig into what
um<00:00:46.160><c> epistemology</c><00:00:46.879><c> is</c><00:00:47.160><c> and</c><00:00:47.399><c> and</c><00:00:47.600><c> kind</c><00:00:47.719><c> of</c><00:00:48.680><c> um</c>

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um epistemology is and and kind of um
 

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um epistemology is and and kind of um
what<00:00:49.800><c> I</c><00:00:49.920><c> mean</c><00:00:50.199><c> by</c><00:00:50.399><c> the</c><00:00:50.559><c> title</c><00:00:51.000><c> and</c><00:00:51.079><c> then</c><00:00:51.199><c> I'm</c>

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what I mean by the title and then I'm
 

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what I mean by the title and then I'm
going<00:00:51.399><c> to</c><00:00:51.520><c> jump</c><00:00:51.800><c> into</c><00:00:52.079><c> like</c><00:00:52.280><c> prediction</c>

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going to jump into like prediction
 

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going to jump into like prediction
markets<00:00:53.399><c> and</c><00:00:53.640><c> info</c><00:00:54.320><c> Finance</c><00:00:55.320><c> some</c><00:00:55.680><c> mechanisms</c>

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markets and info Finance some mechanisms
 

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markets and info Finance some mechanisms
for<00:00:56.480><c> markets</c><00:00:57.120><c> some</c><00:00:57.440><c> mechanisms</c><00:00:57.960><c> for</c><00:00:58.120><c> our</c>

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for markets some mechanisms for our
 

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for markets some mechanisms for our
minds<00:00:59.440><c> uh</c><00:00:59.559><c> and</c><00:00:59.640><c> disc</c><00:00:59.960><c> discuss</c><00:01:00.199><c> a</c><00:01:00.280><c> little</c><00:01:00.399><c> bit</c>

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minds uh and disc discuss a little bit
 

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minds uh and disc discuss a little bit
about<00:01:00.719><c> the</c><00:01:00.800><c> future</c><00:01:01.079><c> of</c>

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about the future of
 

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about the future of
intelligence<00:01:04.159><c> so</c><00:01:04.519><c> I</c><00:01:04.600><c> think</c><00:01:04.760><c> we're</c><00:01:04.920><c> in</c><00:01:05.000><c> a</c>

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intelligence so I think we're in a
 

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intelligence so I think we're in a
moment<00:01:05.360><c> of</c><00:01:05.600><c> epistemic</c><00:01:06.280><c> Crisis</c><00:01:07.159><c> and</c><00:01:07.520><c> by</c><00:01:07.720><c> that</c><00:01:08.000><c> I</c>

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moment of epistemic Crisis and by that I
 

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moment of epistemic Crisis and by that I
mean<00:01:08.520><c> I</c><00:01:08.640><c> think</c><00:01:08.880><c> people</c><00:01:09.119><c> are</c><00:01:09.360><c> losing</c><00:01:09.840><c> their</c>

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mean I think people are losing their
 

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mean I think people are losing their
minds<00:01:11.520><c> um</c><00:01:11.840><c> I</c><00:01:11.960><c> think</c><00:01:12.240><c> people</c><00:01:13.040><c> are</c><00:01:14.040><c> um</c><00:01:14.439><c> starting</c>

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minds um I think people are um starting
 

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minds um I think people are um starting
to<00:01:14.880><c> lose</c><00:01:15.159><c> grip</c><00:01:15.400><c> of</c><00:01:16.040><c> reality</c><00:01:17.040><c> and</c><00:01:17.640><c> I</c><00:01:17.759><c> think</c>

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to lose grip of reality and I think
 

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to lose grip of reality and I think
we're<00:01:18.119><c> going</c><00:01:18.240><c> to</c><00:01:18.360><c> start</c><00:01:18.560><c> to</c><00:01:18.720><c> see</c><00:01:19.000><c> this</c><00:01:19.200><c> effect</c>

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we're going to start to see this effect
 

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we're going to start to see this effect
manifest<00:01:21.079><c> um</c><00:01:21.640><c> over</c><00:01:21.840><c> the</c><00:01:22.000><c> next</c><00:01:22.240><c> few</c><00:01:22.759><c> years</c><00:01:23.759><c> um</c>

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manifest um over the next few years um
 

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manifest um over the next few years um
and<00:01:24.159><c> what</c><00:01:24.320><c> I</c><00:01:24.400><c> think</c><00:01:24.560><c> is</c><00:01:24.759><c> happening</c><00:01:25.119><c> is</c><00:01:25.280><c> there</c>

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and what I think is happening is there
 

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and what I think is happening is there
are<00:01:25.520><c> kind</c><00:01:25.640><c> of</c><00:01:25.840><c> epistemology</c><00:01:26.520><c> is</c><00:01:26.680><c> being</c>

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are kind of epistemology is being
 

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are kind of epistemology is being
corrupted<00:01:28.040><c> now</c><00:01:28.759><c> epistemology</c><00:01:29.400><c> is</c><00:01:29.560><c> essenti</c>

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corrupted now epistemology is essenti
 

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corrupted now epistemology is essenti
like<00:01:30.960><c> a</c><00:01:31.960><c> uh</c><00:01:32.119><c> a</c><00:01:32.280><c> lens</c><00:01:32.920><c> that</c><00:01:33.040><c> you</c><00:01:33.240><c> put</c><00:01:33.479><c> over</c><00:01:33.680><c> the</c>

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like a uh a lens that you put over the
 

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like a uh a lens that you put over the
world<00:01:34.280><c> that</c><00:01:34.520><c> views</c><00:01:35.040><c> that</c><00:01:35.200><c> that</c><00:01:35.399><c> shapes</c><00:01:35.799><c> and</c>

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world that views that that shapes and
 

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world that views that that shapes and
biases<00:01:36.600><c> your</c><00:01:36.840><c> reality</c><00:01:37.320><c> so</c><00:01:37.479><c> you</c><00:01:37.560><c> have</c><00:01:37.680><c> a</c>

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biases your reality so you have a
 

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biases your reality so you have a
concept<00:01:38.200><c> of</c><00:01:38.439><c> reality</c><00:01:39.159><c> and</c><00:01:39.280><c> then</c><00:01:39.399><c> your</c>

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concept of reality and then your
 

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concept of reality and then your
epistemology<00:01:40.240><c> is</c><00:01:40.439><c> what</c><00:01:40.560><c> you</c><00:01:40.759><c> consider</c><00:01:41.240><c> truth</c>

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epistemology is what you consider truth
 

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epistemology is what you consider truth
within<00:01:42.799><c> it</c><00:01:43.799><c> um</c><00:01:44.280><c> so</c><00:01:44.439><c> you</c><00:01:44.560><c> can</c><00:01:44.759><c> consider</c><00:01:45.159><c> this</c>

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within it um so you can consider this
 

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within it um so you can consider this
it's<00:01:45.439><c> like</c><00:01:45.640><c> you've</c><00:01:45.880><c> put</c><00:01:46.000><c> on</c><00:01:46.240><c> you</c><00:01:46.280><c> know</c><00:01:46.399><c> when</c>

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it's like you've put on you know when
 

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it's like you've put on you know when
you<00:01:46.600><c> put</c><00:01:46.719><c> on</c><00:01:46.920><c> Shades</c><00:01:47.560><c> right</c><00:01:47.680><c> and</c><00:01:47.799><c> it</c><00:01:47.920><c> changes</c>

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you put on Shades right and it changes
 

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you put on Shades right and it changes
the<00:01:48.600><c> world</c><00:01:49.159><c> that's</c><00:01:49.360><c> what</c><00:01:49.560><c> you</c><00:01:49.719><c> your</c>

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the world that's what you your
 

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the world that's what you your
epistemology<00:01:50.560><c> is</c><00:01:50.759><c> like</c><00:01:51.040><c> that</c><00:01:51.240><c> but</c><00:01:51.360><c> it's</c><00:01:51.520><c> the</c>

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epistemology is like that but it's the
 

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epistemology is like that but it's the
kind<00:01:51.880><c> of</c><00:01:52.000><c> the</c><00:01:52.159><c> entire</c><00:01:52.600><c> history</c><00:01:52.960><c> of</c><00:01:53.159><c> you</c><00:01:53.960><c> your</c>

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kind of the entire history of you your
 

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kind of the entire history of you your
biases<00:01:55.240><c> who</c><00:01:55.439><c> you</c><00:01:55.600><c> are</c><00:01:56.479><c> what</c><00:01:56.600><c> you</c><00:01:56.759><c> know</c><00:01:57.200><c> what</c>

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biases who you are what you know what
 

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biases who you are what you know what
you<00:01:57.719><c> don't</c><00:01:58.719><c> um</c><00:01:59.119><c> and</c><00:01:59.240><c> everyone</c><00:01:59.560><c> has</c><00:01:59.920><c> one</c><00:02:00.039><c> of</c>

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you don't um and everyone has one of
 

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you don't um and everyone has one of
these<00:02:01.520><c> has</c><00:02:01.680><c> anyone's</c><00:02:01.960><c> seen</c><00:02:02.320><c> they</c>

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these has anyone's seen they
 

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these has anyone's seen they
live<00:02:04.479><c> it's</c><00:02:04.600><c> a</c><00:02:04.759><c> brilliant</c><00:02:05.159><c> film</c><00:02:05.399><c> it's</c><00:02:05.520><c> a</c><00:02:05.640><c> banger</c>

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live it's a brilliant film it's a banger
 

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live it's a brilliant film it's a banger
watch<00:02:06.240><c> it</c><00:02:06.680><c> uh</c><00:02:06.799><c> 1980s</c><00:02:07.320><c> John</c><00:02:07.560><c> carpet</c><00:02:08.039><c> film</c><00:02:08.720><c> uh</c>

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watch it uh 1980s John carpet film uh
 

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watch it uh 1980s John carpet film uh
and<00:02:09.039><c> basically</c><00:02:09.800><c> uh</c><00:02:09.920><c> it's</c><00:02:10.000><c> a</c><00:02:10.119><c> story</c><00:02:10.360><c> about</c><00:02:10.560><c> this</c>

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and basically uh it's a story about this
 

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and basically uh it's a story about this
guy<00:02:11.039><c> who</c><00:02:11.200><c> kind</c><00:02:11.319><c> of</c><00:02:11.640><c> uncovers</c><00:02:12.120><c> a</c><00:02:12.360><c> plot</c><00:02:13.360><c> uh</c><00:02:13.440><c> and</c>

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guy who kind of uncovers a plot uh and
 

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guy who kind of uncovers a plot uh and
the<00:02:13.680><c> plot</c><00:02:13.959><c> is</c><00:02:14.080><c> like</c><00:02:14.280><c> these</c><00:02:14.400><c> people</c><00:02:14.599><c> are</c><00:02:14.720><c> trying</c>

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the plot is like these people are trying
 

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the plot is like these people are trying
to<00:02:15.040><c> distribute</c><00:02:15.519><c> these</c><00:02:15.959><c> glasses</c><00:02:16.959><c> when</c><00:02:17.080><c> you</c><00:02:17.200><c> put</c>

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to distribute these glasses when you put
 

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to distribute these glasses when you put
them<00:02:17.519><c> on</c><00:02:17.879><c> it</c><00:02:18.040><c> unveils</c><00:02:18.720><c> the</c><00:02:19.040><c> truth</c><00:02:20.040><c> uh</c><00:02:20.160><c> and</c><00:02:20.280><c> he</c>

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them on it unveils the truth uh and he
 

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them on it unveils the truth uh and he
realizes<00:02:21.239><c> that</c><00:02:21.440><c> everyone</c><00:02:21.840><c> is</c><00:02:22.000><c> being</c>

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realizes that everyone is being
 

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realizes that everyone is being
brainwashed<00:02:23.760><c> uh</c><00:02:23.879><c> and</c><00:02:24.000><c> it</c><00:02:24.120><c> turns</c><00:02:24.440><c> out</c><00:02:24.720><c> there's</c>

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brainwashed uh and it turns out there's
 

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brainwashed uh and it turns out there's
kind<00:02:25.080><c> of</c><00:02:25.280><c> like</c><00:02:25.599><c> these</c><00:02:26.160><c> ghoulish</c><00:02:26.720><c> aliens</c><00:02:27.200><c> have</c>

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kind of like these ghoulish aliens have
 

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kind of like these ghoulish aliens have
taken<00:02:27.680><c> over</c><00:02:27.959><c> and</c><00:02:28.120><c> secretly</c><00:02:28.599><c> in</c><00:02:28.800><c> control</c><00:02:29.160><c> of</c>

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taken over and secretly in control of
 

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taken over and secretly in control of
everything

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everything
 

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everything
um<00:02:31.000><c> and</c><00:02:31.120><c> interestingly</c><00:02:31.680><c> this</c><00:02:31.760><c> is</c><00:02:31.959><c> kind</c><00:02:32.120><c> of</c>

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um and interestingly this is kind of
 

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um and interestingly this is kind of
what<00:02:32.560><c> people</c><00:02:32.840><c> think</c><00:02:33.040><c> is</c><00:02:33.280><c> happening</c><00:02:33.720><c> now</c>

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what people think is happening now
 

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what people think is happening now
people<00:02:34.200><c> are</c><00:02:34.400><c> collapsing</c><00:02:34.920><c> their</c><00:02:35.120><c> epistemology</c>

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people are collapsing their epistemology
 

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people are collapsing their epistemology
to<00:02:36.000><c> a</c><00:02:36.160><c> reality</c><00:02:36.640><c> where</c><00:02:36.800><c> there's</c><00:02:37.040><c> like</c><00:02:37.280><c> a</c><00:02:37.480><c> bad</c>

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to a reality where there's like a bad
 

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to a reality where there's like a bad
guy<00:02:38.920><c> um</c><00:02:39.599><c> the</c><00:02:39.720><c> world</c><00:02:39.920><c> is</c><00:02:40.080><c> not</c><00:02:40.360><c> that</c><00:02:40.560><c> simple</c>

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guy um the world is not that simple
 

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guy um the world is not that simple
right<00:02:41.519><c> but</c><00:02:41.720><c> people</c><00:02:42.000><c> want</c><00:02:42.239><c> you</c><00:02:42.360><c> to</c><00:02:42.640><c> believe</c>

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right but people want you to believe
 

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right but people want you to believe
there's<00:02:43.239><c> a</c><00:02:43.400><c> bad</c><00:02:43.640><c> guy</c><00:02:43.800><c> and</c><00:02:43.959><c> the</c><00:02:44.080><c> bad</c><00:02:44.319><c> guy</c><00:02:44.480><c> that</c>

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there's a bad guy and the bad guy that
 

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there's a bad guy and the bad guy that
they<00:02:44.800><c> want</c><00:02:44.959><c> you</c><00:02:45.080><c> to</c><00:02:45.280><c> believe</c><00:02:45.800><c> right</c><00:02:46.599><c> and</c>

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they want you to believe right and
 

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they want you to believe right and
that's<00:02:47.000><c> why</c><00:02:47.200><c> truth</c><00:02:47.760><c> is</c><00:02:48.000><c> under</c>

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that's why truth is under
 

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that's why truth is under
attack<00:02:50.440><c> um</c><00:02:51.440><c> and</c><00:02:51.920><c> I</c><00:02:52.000><c> think</c><00:02:52.200><c> this</c><00:02:52.319><c> is</c><00:02:52.599><c> like</c><00:02:52.760><c> a</c>

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attack um and I think this is like a
 

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attack um and I think this is like a
critically<00:02:53.440><c> important</c><00:02:54.040><c> moment</c>

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critically important moment
 

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critically important moment
where

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where
 

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where
um<00:02:58.120><c> the</c><00:02:58.319><c> kind</c><00:02:58.440><c> of</c><00:02:58.599><c> tools</c><00:02:58.959><c> that</c><00:02:59.080><c> we're</c><00:02:59.319><c> looking</c>

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um the kind of tools that we're looking
 

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um the kind of tools that we're looking
at<00:02:59.920><c> are</c><00:03:00.200><c> just</c><00:03:00.480><c> literally</c><00:03:00.920><c> brainwashing</c><00:03:01.840><c> our</c>

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at are just literally brainwashing our
 

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at are just literally brainwashing our
our<00:03:02.400><c> minds</c><00:03:03.080><c> right</c><00:03:03.200><c> we</c><00:03:03.319><c> are</c><00:03:03.480><c> being</c><00:03:03.879><c> brainwashed</c>

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our minds right we are being brainwashed
 

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our minds right we are being brainwashed
I<00:03:05.000><c> know</c><00:03:05.200><c> enough</c><00:03:05.440><c> about</c><00:03:05.680><c> algorithms</c><00:03:06.319><c> and</c>

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I know enough about algorithms and
 

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I know enough about algorithms and
social<00:03:06.879><c> networks</c><00:03:07.400><c> and</c><00:03:07.599><c> mechanisms</c><00:03:08.200><c> to</c><00:03:08.360><c> know</c>

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social networks and mechanisms to know
 

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social networks and mechanisms to know
this<00:03:08.720><c> is</c><00:03:09.080><c> true</c><00:03:10.000><c> right</c><00:03:10.920><c> um</c><00:03:11.480><c> we</c><00:03:11.599><c> have</c><00:03:11.720><c> being</c>

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this is true right um we have being
 

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this is true right um we have being
brainwashed<00:03:12.480><c> every</c><00:03:12.640><c> day</c><00:03:12.760><c> I</c><00:03:12.840><c> don't</c><00:03:12.959><c> know</c><00:03:13.200><c> how</c>

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brainwashed every day I don't know how
 

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brainwashed every day I don't know how
anyone<00:03:13.799><c> looks</c><00:03:14.040><c> at</c><00:03:14.239><c> Tik</c><00:03:14.480><c> Tok</c><00:03:14.640><c> for</c><00:03:14.799><c> longer</c><00:03:15.080><c> than</c>

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anyone looks at Tik Tok for longer than
 

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anyone looks at Tik Tok for longer than
like<00:03:15.440><c> 10</c><00:03:15.680><c> minutes</c><00:03:16.120><c> it's</c><00:03:16.319><c> insane</c><00:03:17.319><c> uh</c><00:03:17.400><c> but</c><00:03:17.560><c> these</c>

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like 10 minutes it's insane uh but these
 

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like 10 minutes it's insane uh but these
algorithms<00:03:18.280><c> are</c><00:03:18.480><c> like</c><00:03:18.640><c> changing</c><00:03:19.080><c> our</c><00:03:19.280><c> minds</c>

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algorithms are like changing our minds
 

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algorithms are like changing our minds
and<00:03:20.200><c> they</c><00:03:20.319><c> do</c><00:03:20.560><c> that</c><00:03:20.760><c> because</c><00:03:20.959><c> we</c><00:03:21.080><c> are</c><00:03:21.280><c> kind</c><00:03:21.400><c> of</c>

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and they do that because we are kind of
 

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and they do that because we are kind of
like<00:03:21.920><c> we</c><00:03:22.040><c> are</c><00:03:22.519><c> like</c><00:03:22.840><c> we</c><00:03:23.000><c> are</c><00:03:23.280><c> socially</c>

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like we are like we are socially
 

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like we are like we are socially
constructed<00:03:24.599><c> like</c><00:03:24.720><c> I</c><00:03:24.799><c> used</c><00:03:24.959><c> to</c><00:03:25.040><c> work</c><00:03:25.200><c> in</c>

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constructed like I used to work in
 

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constructed like I used to work in
learning<00:03:25.640><c> theory</c><00:03:25.959><c> for</c><00:03:26.080><c> a</c><00:03:26.200><c> lot</c><00:03:26.280><c> of</c><00:03:26.400><c> the</c><00:03:26.640><c> time</c>

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learning theory for a lot of the time
 

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learning theory for a lot of the time
and<00:03:28.799><c> um</c><00:03:29.439><c> this</c><00:03:29.599><c> was</c><00:03:29.799><c> was</c><00:03:29.879><c> a</c><00:03:30.000><c> big</c><00:03:30.239><c> eye</c><00:03:30.439><c> opener</c><00:03:30.760><c> for</c>

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and um this was was a big eye opener for
 

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and um this was was a big eye opener for
me<00:03:31.040><c> in</c><00:03:31.120><c> terms</c><00:03:31.360><c> of</c><00:03:31.560><c> like</c><00:03:31.799><c> how</c><00:03:31.959><c> we</c><00:03:32.120><c> learn</c><00:03:32.959><c> right</c>

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me in terms of like how we learn right
 

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me in terms of like how we learn right
we<00:03:33.720><c> used</c><00:03:33.920><c> to</c><00:03:34.080><c> think</c><00:03:34.319><c> that</c><00:03:34.439><c> you</c><00:03:34.560><c> would</c><00:03:34.760><c> just</c>

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we used to think that you would just
 

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we used to think that you would just
learn<00:03:35.239><c> by</c><00:03:35.480><c> just</c><00:03:35.599><c> being</c><00:03:35.799><c> told</c><00:03:36.360><c> stuff</c><00:03:37.239><c> uh</c><00:03:37.319><c> and</c><00:03:37.439><c> it</c>

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learn by just being told stuff uh and it
 

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learn by just being told stuff uh and it
turns<00:03:37.879><c> out</c><00:03:38.040><c> that</c><00:03:38.200><c> the</c><00:03:38.319><c> best</c><00:03:38.480><c> way</c><00:03:38.560><c> to</c><00:03:38.680><c> learn</c><00:03:38.920><c> is</c>

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turns out that the best way to learn is
 

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turns out that the best way to learn is
to<00:03:39.159><c> learn</c><00:03:39.560><c> together</c><00:03:40.159><c> right</c><00:03:40.360><c> we</c><00:03:40.519><c> swap</c><00:03:41.000><c> memetic</c>

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to learn together right we swap memetic
 

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to learn together right we swap memetic
units<00:03:42.200><c> we</c><00:03:42.319><c> swap</c><00:03:42.760><c> memes</c><00:03:43.319><c> to</c><00:03:43.560><c> each</c><00:03:43.760><c> other</c><00:03:44.400><c> that</c>

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units we swap memes to each other that
 

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units we swap memes to each other that
we<00:03:44.720><c> incorporate</c><00:03:45.319><c> into</c><00:03:45.560><c> our</c><00:03:45.799><c> world</c><00:03:46.120><c> viiew</c>

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we incorporate into our world viiew
 

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we incorporate into our world viiew
people<00:03:46.640><c> can</c><00:03:46.879><c> literally</c><00:03:47.360><c> change</c><00:03:47.720><c> your</c><00:03:48.000><c> entire</c>

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people can literally change your entire
 

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people can literally change your entire
view<00:03:48.640><c> of</c><00:03:48.760><c> the</c><00:03:48.920><c> world</c><00:03:49.680><c> with</c><00:03:49.840><c> a</c><00:03:50.080><c> with</c><00:03:50.200><c> a</c><00:03:50.360><c> sentence</c>

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view of the world with a with a sentence
 

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view of the world with a with a sentence
right<00:03:51.280><c> so</c><00:03:51.439><c> we</c><00:03:51.560><c> learn</c><00:03:51.840><c> from</c><00:03:52.000><c> each</c><00:03:52.159><c> other</c><00:03:52.720><c> and</c>

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right so we learn from each other and
 

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right so we learn from each other and
that's<00:03:53.079><c> happening</c><00:03:53.400><c> all</c><00:03:53.599><c> the</c><00:03:54.239><c> time</c><00:03:55.239><c> um</c><00:03:55.879><c> and</c>

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that's happening all the time um and
 

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that's happening all the time um and
increasingly<00:03:56.920><c> in</c><00:03:57.040><c> the</c><00:03:57.159><c> modern</c><00:03:57.519><c> world</c><00:03:57.879><c> the</c>

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increasingly in the modern world the
 

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increasingly in the modern world the
kind<00:03:58.120><c> of</c><00:03:58.280><c> delug</c><00:03:58.799><c> and</c><00:03:58.959><c> the</c><00:03:59.079><c> information</c>

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kind of delug and the information
 

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kind of delug and the information
complex<00:04:00.239><c> that</c><00:04:00.360><c> we're</c><00:04:00.560><c> kind</c><00:04:00.680><c> of</c><00:04:00.879><c> under</c><00:04:01.879><c> um</c><00:04:02.079><c> is</c>

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complex that we're kind of under um is
 

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complex that we're kind of under um is
making<00:04:02.519><c> us</c><00:04:02.760><c> sad</c><00:04:03.040><c> and</c><00:04:03.239><c> upset</c><00:04:03.640><c> and</c><00:04:03.799><c> is</c><00:04:03.959><c> really</c>

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making us sad and upset and is really
 

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making us sad and upset and is really
wrecking<00:04:04.560><c> our</c><00:04:04.799><c> heads</c><00:04:05.040><c> in</c><00:04:05.879><c> uh</c><00:04:06.040><c> and</c><00:04:06.159><c> I</c><00:04:06.280><c> think</c>

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wrecking our heads in uh and I think
 

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wrecking our heads in uh and I think
this<00:04:06.560><c> is</c><00:04:06.680><c> a</c><00:04:06.879><c> big</c><00:04:07.319><c> problem</c><00:04:08.319><c> um</c><00:04:08.879><c> the</c><00:04:09.000><c> feeds</c><00:04:09.319><c> are</c>

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this is a big problem um the feeds are
 

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this is a big problem um the feeds are
the<00:04:09.599><c> new</c><00:04:10.159><c> Battleground</c><00:04:11.159><c> um</c><00:04:12.159><c> these</c><00:04:12.360><c> two</c><00:04:13.000><c> guys</c>

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the new Battleground um these two guys
 

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the new Battleground um these two guys
have<00:04:13.439><c> kind</c><00:04:13.560><c> of</c><00:04:13.720><c> used</c><00:04:14.239><c> these</c><00:04:14.840><c> things</c><00:04:15.599><c> um</c><00:04:15.840><c> to</c>

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have kind of used these things um to
 

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have kind of used these things um to
their<00:04:16.160><c> own</c><00:04:16.400><c> gain</c><00:04:16.759><c> in</c><00:04:17.000><c> in</c><00:04:17.199><c> numerous</c><00:04:17.680><c> ways</c><00:04:18.639><c> uh</c>

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their own gain in in numerous ways uh
 

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their own gain in in numerous ways uh
and<00:04:18.919><c> we</c><00:04:19.040><c> are</c><00:04:19.160><c> in</c><00:04:19.280><c> a</c><00:04:19.440><c> world</c><00:04:19.680><c> where</c><00:04:19.840><c> we're</c><00:04:20.000><c> about</c>

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and we are in a world where we're about
 

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and we are in a world where we're about
to<00:04:20.400><c> take</c><00:04:20.639><c> the</c><00:04:20.799><c> breaks</c><00:04:21.320><c> off</c><00:04:22.320><c> um</c><00:04:22.600><c> a</c><00:04:22.720><c> lot</c><00:04:22.880><c> of</c><00:04:23.120><c> the</c>

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to take the breaks off um a lot of the
 

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to take the breaks off um a lot of the
sort<00:04:23.639><c> of</c><00:04:23.919><c> information</c><00:04:24.919><c> World</c><00:04:25.560><c> Donald</c><00:04:25.840><c> Trump's</c>

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sort of information World Donald Trump's
 

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sort of information World Donald Trump's
talking<00:04:26.479><c> about</c><00:04:26.800><c> like</c><00:04:26.919><c> making</c><00:04:27.160><c> it</c><00:04:27.280><c> illegal</c><00:04:27.680><c> to</c>

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talking about like making it illegal to
 

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talking about like making it illegal to
do<00:04:27.960><c> moderation</c><00:04:28.680><c> basically</c><00:04:29.440><c> uh</c><00:04:29.720><c> on</c><00:04:29.880><c> social</c>

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do moderation basically uh on social
 

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do moderation basically uh on social
media<00:04:30.600><c> networks</c><00:04:31.600><c> uh</c><00:04:31.720><c> and</c><00:04:31.840><c> this</c><00:04:31.919><c> is</c><00:04:32.039><c> a</c><00:04:32.199><c> big</c>

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media networks uh and this is a big
 

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media networks uh and this is a big
problem<00:04:33.199><c> right</c><00:04:33.360><c> so</c><00:04:33.560><c> you've</c><00:04:33.800><c> probably</c><00:04:34.080><c> noticed</c>

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problem right so you've probably noticed
 

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problem right so you've probably noticed
that<00:04:34.720><c> X</c><00:04:35.000><c> has</c><00:04:35.160><c> just</c><00:04:35.320><c> turned</c><00:04:35.600><c> into</c><00:04:35.800><c> a</c><00:04:35.919><c> complete</c>

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that X has just turned into a complete
 

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that X has just turned into a complete
like<00:04:36.720><c> hole</c><00:04:37.080><c> over</c><00:04:37.280><c> the</c><00:04:37.400><c> last</c><00:04:37.680><c> like</c><00:04:37.880><c> year</c>

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like hole over the last like year
 

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like hole over the last like year
because<00:04:38.360><c> they've</c><00:04:38.560><c> just</c><00:04:38.680><c> taken</c><00:04:38.919><c> the</c><00:04:39.039><c> breakes</c>

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because they've just taken the breakes
 

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because they've just taken the breakes
off<00:04:40.000><c> right</c><00:04:40.520><c> and</c><00:04:40.639><c> it's</c><00:04:40.800><c> just</c><00:04:41.000><c> like</c><00:04:41.280><c> top</c><00:04:41.560><c> grifter</c>

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off right and it's just like top grifter
 

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off right and it's just like top grifter
uh<00:04:42.600><c> every</c><00:04:42.880><c> day</c><00:04:43.120><c> on</c><00:04:43.280><c> the</c><00:04:43.440><c> feed</c><00:04:44.440><c> uh</c><00:04:44.560><c> and</c><00:04:44.720><c> the</c><00:04:44.800><c> most</c>

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uh every day on the feed uh and the most
 

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uh every day on the feed uh and the most
kind<00:04:45.160><c> of</c><00:04:45.440><c> like</c><00:04:46.120><c> um</c><00:04:46.600><c> dopamine</c><00:04:47.160><c> inducing</c>

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kind of like um dopamine inducing
 

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kind of like um dopamine inducing
craziness<00:04:49.240><c> um</c><00:04:49.400><c> and</c><00:04:49.520><c> the</c><00:04:49.639><c> problem</c><00:04:49.840><c> is</c><00:04:49.960><c> it's</c>

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craziness um and the problem is it's
 

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craziness um and the problem is it's
going<00:04:50.199><c> to</c><00:04:50.360><c> get</c><00:04:50.880><c> worse</c><00:04:51.880><c> uh</c><00:04:52.000><c> and</c><00:04:52.080><c> it's</c><00:04:52.240><c> going</c><00:04:52.320><c> to</c>

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going to get worse uh and it's going to
 

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going to get worse uh and it's going to
get<00:04:52.600><c> worse</c><00:04:52.880><c> because</c><00:04:53.080><c> of</c>

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get worse because of
 

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get worse because of
AI<00:04:54.919><c> um</c><00:04:55.720><c> we</c><00:04:55.919><c> now</c><00:04:56.199><c> have</c><00:04:56.440><c> basically</c><00:04:56.919><c> set</c><00:04:57.160><c> up</c><00:04:57.360><c> a</c>

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AI um we now have basically set up a
 

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AI um we now have basically set up a
pipeline<00:04:58.000><c> of</c><00:04:58.199><c> truth</c><00:04:58.600><c> that's</c><00:04:58.759><c> served</c><00:04:59.120><c> up</c><00:04:59.320><c> by</c><00:04:59.440><c> an</c>

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pipeline of truth that's served up by an
 

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pipeline of truth that's served up by an
API<00:05:01.400><c> um</c><00:05:01.960><c> someone</c><00:05:02.240><c> asked</c><00:05:02.479><c> Rachel</c><00:05:02.800><c> rosol</c>

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API um someone asked Rachel rosol
 

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API um someone asked Rachel rosol
yesterday<00:05:04.400><c> um</c><00:05:04.919><c> like</c><00:05:05.120><c> what</c><00:05:05.280><c> she</c><00:05:05.440><c> thought</c><00:05:05.600><c> of</c><00:05:05.759><c> AI</c>

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yesterday um like what she thought of AI
 

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yesterday um like what she thought of AI
and<00:05:06.160><c> she</c><00:05:06.280><c> said</c><00:05:06.440><c> it</c><00:05:06.720><c> she</c><00:05:06.840><c> thought</c><00:05:07.000><c> it</c><00:05:07.080><c> was</c><00:05:07.199><c> like</c>

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and she said it she thought it was like
 

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and she said it she thought it was like
a<00:05:07.440><c> demon</c><00:05:07.960><c> that's</c><00:05:08.160><c> been</c><00:05:08.600><c> Unleashed</c><00:05:09.600><c> uh</c><00:05:09.759><c> by</c>

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a demon that's been Unleashed uh by
 

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a demon that's been Unleashed uh by
leeching<00:05:10.440><c> on</c><00:05:10.600><c> our</c><00:05:11.360><c> uh</c><00:05:11.520><c> on</c><00:05:11.639><c> our</c><00:05:11.880><c> data</c><00:05:12.280><c> that's</c>

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leeching on our uh on our data that's
 

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leeching on our uh on our data that's
been<00:05:12.639><c> scraped</c><00:05:13.080><c> from</c><00:05:13.280><c> us</c><00:05:13.720><c> and</c><00:05:13.840><c> she's</c><00:05:14.199><c> right</c><00:05:15.039><c> um</c>

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been scraped from us and she's right um
 

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been scraped from us and she's right um
and<00:05:16.160><c> like</c><00:05:16.479><c> the</c><00:05:16.759><c> the</c><00:05:16.880><c> reality</c><00:05:17.240><c> of</c><00:05:17.360><c> it</c><00:05:17.520><c> is</c><00:05:17.720><c> this</c>

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and like the the reality of it is this
 

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and like the the reality of it is this
thing<00:05:18.039><c> has</c><00:05:18.160><c> been</c><00:05:18.440><c> basically</c><00:05:18.840><c> just</c><00:05:19.039><c> like</c><00:05:19.240><c> the</c>

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thing has been basically just like the
 

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thing has been basically just like the
whole<00:05:19.680><c> history</c><00:05:19.960><c> of</c><00:05:20.160><c> human</c><00:05:20.479><c> language</c><00:05:21.240><c> but</c><00:05:21.400><c> in</c>

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whole history of human language but in
 

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whole history of human language but in
between<00:05:21.840><c> it</c><00:05:22.000><c> there's</c><00:05:22.160><c> a</c><00:05:22.319><c> policy</c><00:05:22.720><c> filter</c><00:05:23.680><c> it's</c>

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between it there's a policy filter it's
 

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between it there's a policy filter it's
a<00:05:23.919><c> new</c><00:05:24.479><c> epistemology</c><00:05:25.280><c> for</c><00:05:25.520><c> the</c><00:05:26.039><c> world.org</c>

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a new epistemology for the world.org
 

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a new epistemology for the world.org
right<00:05:28.720><c> um</c><00:05:29.039><c> this</c><00:05:29.160><c> is</c><00:05:29.479><c> a</c><00:05:30.039><c> A</c><00:05:30.319><c> system</c><00:05:30.800><c> that</c><00:05:30.919><c> is</c>

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right um this is a A system that is
 

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right um this is a A system that is
filtering<00:05:31.560><c> our</c><00:05:31.759><c> reality</c><00:05:32.199><c> and</c><00:05:32.360><c> we're</c>

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filtering our reality and we're
 

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filtering our reality and we're
Outsourcing<00:05:33.199><c> Our</c><00:05:33.440><c> Truth</c><00:05:34.120><c> to</c><00:05:34.280><c> an</c><00:05:34.560><c> oligopoly</c>

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Outsourcing Our Truth to an oligopoly
 

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Outsourcing Our Truth to an oligopoly
and<00:05:35.680><c> they're</c><00:05:35.880><c> Waring</c><00:05:36.360><c> with</c><00:05:36.520><c> each</c><00:05:36.720><c> other</c><00:05:37.720><c> for</c>

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and they're Waring with each other for
 

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and they're Waring with each other for
us<00:05:38.800><c> right</c><00:05:38.960><c> to</c><00:05:39.120><c> shape</c>

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us right to shape
 

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us right to shape
reality<00:05:41.199><c> so</c><00:05:41.440><c> how</c><00:05:41.560><c> do</c><00:05:41.720><c> we</c><00:05:41.880><c> coordinate</c><00:05:42.400><c> an</c>

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reality so how do we coordinate an
 

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reality so how do we coordinate an
epistemic<00:05:43.080><c> Revolution</c><00:05:43.680><c> where</c><00:05:43.840><c> we</c><00:05:44.000><c> sort</c><00:05:44.199><c> of</c>

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epistemic Revolution where we sort of
 

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epistemic Revolution where we sort of
create<00:05:45.479><c> a</c><00:05:45.800><c> new</c><00:05:46.039><c> lens</c><00:05:46.400><c> on</c><00:05:46.560><c> the</c><00:05:46.720><c> world</c><00:05:47.080><c> that</c><00:05:47.199><c> is</c>

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create a new lens on the world that is
 

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create a new lens on the world that is
closer<00:05:47.800><c> to</c><00:05:48.000><c> the</c><00:05:48.600><c> truth</c><00:05:49.600><c> um</c><00:05:49.800><c> and</c><00:05:49.919><c> to</c><00:05:50.080><c> do</c><00:05:50.240><c> that</c><00:05:50.400><c> we</c>

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closer to the truth um and to do that we
 

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closer to the truth um and to do that we
need<00:05:50.800><c> new</c><00:05:51.080><c> sources</c><00:05:51.520><c> of</c><00:05:51.759><c> Truth</c><00:05:52.360><c> we</c><00:05:52.520><c> need</c><00:05:53.120><c> um</c><00:05:53.680><c> new</c>

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need new sources of Truth we need um new
 

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need new sources of Truth we need um new
information<00:05:55.039><c> to</c><00:05:55.319><c> look</c><00:05:55.520><c> at</c><00:05:55.680><c> the</c><00:05:55.840><c> world</c><00:05:56.120><c> that's</c>

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information to look at the world that's
 

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information to look at the world that's
more<00:05:56.680><c> objective</c><00:05:57.240><c> more</c><00:05:57.479><c> empirical</c><00:05:58.080><c> more</c>

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more objective more empirical more
 

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more objective more empirical more
evidence-based<00:05:59.720><c> more</c><00:06:00.440><c> real</c><00:06:01.440><c> um</c><00:06:02.120><c> uh</c><00:06:02.280><c> sort</c><00:06:02.520><c> now</c>

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evidence-based more real um uh sort now
 

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evidence-based more real um uh sort now
the<00:06:02.840><c> technical</c><00:06:03.280><c> bit</c><00:06:03.759><c> right</c>

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the technical bit right
 

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the technical bit right
um<00:06:06.360><c> prediction</c><00:06:06.840><c> markets</c><00:06:07.240><c> are</c><00:06:07.479><c> part</c><00:06:07.759><c> of</c><00:06:07.919><c> the</c>

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um prediction markets are part of the
 

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um prediction markets are part of the
answer<00:06:08.680><c> these</c><00:06:08.840><c> have</c><00:06:09.080><c> got</c><00:06:09.400><c> very</c><00:06:09.680><c> hyped</c>

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answer these have got very hyped
 

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answer these have got very hyped
recently<00:06:10.880><c> I</c><00:06:11.160><c> sort</c><00:06:11.400><c> of</c><00:06:12.039><c> um</c><00:06:12.280><c> been</c><00:06:12.440><c> working</c><00:06:12.680><c> on</c>

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recently I sort of um been working on
 

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recently I sort of um been working on
these<00:06:13.039><c> problems</c><00:06:13.280><c> for</c><00:06:13.440><c> about</c><00:06:13.639><c> 10</c><00:06:13.880><c> years</c><00:06:14.160><c> but</c><00:06:14.280><c> I</c>

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these problems for about 10 years but I
 

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these problems for about 10 years but I
joined<00:06:14.680><c> crypto</c><00:06:15.000><c> fulltime</c><00:06:15.400><c> four</c><00:06:15.759><c> years</c><00:06:15.960><c> ago</c><00:06:16.319><c> to</c>

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joined crypto fulltime four years ago to
 

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joined crypto fulltime four years ago to
build<00:06:16.919><c> a</c><00:06:17.080><c> prediction</c><00:06:17.440><c> Market</c><00:06:17.840><c> except</c><00:06:18.120><c> it</c>

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build a prediction Market except it
 

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build a prediction Market except it
wasn't<00:06:18.479><c> really</c><00:06:18.680><c> a</c><00:06:18.840><c> prediction</c><00:06:19.240><c> Market</c><00:06:19.520><c> it</c><00:06:19.599><c> was</c>

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wasn't really a prediction Market it was
 

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wasn't really a prediction Market it was
a<00:06:19.800><c> little</c><00:06:20.000><c> bit</c><00:06:20.520><c> different</c><00:06:21.520><c> um</c><00:06:21.960><c> but</c><00:06:22.080><c> the</c>

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a little bit different um but the
 

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a little bit different um but the
reality<00:06:22.560><c> of</c><00:06:22.680><c> it</c><00:06:22.880><c> is</c><00:06:23.160><c> there's</c><00:06:23.319><c> a</c><00:06:23.400><c> lot</c><00:06:23.599><c> of</c><00:06:23.720><c> work</c>

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reality of it is there's a lot of work
 

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reality of it is there's a lot of work
to<00:06:24.039><c> do</c><00:06:25.039><c> we've</c><00:06:25.199><c> got</c><00:06:25.319><c> a</c><00:06:25.440><c> little</c><00:06:25.720><c> with</c><00:06:25.880><c> the</c><00:06:25.960><c> hyped</c>

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to do we've got a little with the hyped
 

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to do we've got a little with the hyped
cycle<00:06:26.680><c> is</c><00:06:26.800><c> in</c><00:06:26.960><c> full</c><00:06:27.240><c> effect</c><00:06:27.520><c> or</c><00:06:27.720><c> just</c><00:06:27.919><c> was</c>

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cycle is in full effect or just was
 

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cycle is in full effect or just was
because<00:06:28.400><c> of</c><00:06:28.560><c> prediction</c><00:06:28.919><c> markets</c><00:06:29.280><c> but</c><00:06:29.720><c> very</c>

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because of prediction markets but very
 

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because of prediction markets but very
incomplete<00:06:30.360><c> mechanisms</c><00:06:30.880><c> in</c><00:06:31.039><c> my</c><00:06:31.400><c> mind</c><00:06:32.400><c> um</c><00:06:32.599><c> the</c>

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incomplete mechanisms in my mind um the
 

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incomplete mechanisms in my mind um the
oracles<00:06:33.199><c> are</c><00:06:33.520><c> very</c><00:06:34.280><c> optimistic</c><00:06:35.280><c> um</c><00:06:36.280><c> and</c><00:06:36.960><c> yeah</c>

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oracles are very optimistic um and yeah
 

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oracles are very optimistic um and yeah
like<00:06:37.280><c> really</c><00:06:37.960><c> optimistic</c><00:06:38.960><c> and</c><00:06:39.160><c> the</c><00:06:39.319><c> reality</c>

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like really optimistic and the reality
 

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like really optimistic and the reality
of<00:06:39.720><c> it</c><00:06:39.840><c> is</c><00:06:40.000><c> prediction</c><00:06:40.360><c> markets</c><00:06:40.759><c> put</c><00:06:40.919><c> a</c><00:06:41.039><c> bounty</c>

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of it is prediction markets put a bounty
 

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of it is prediction markets put a bounty
on<00:06:42.000><c> the</c><00:06:42.199><c> generation</c><00:06:42.720><c> of</c><00:06:42.919><c> new</c><00:06:43.639><c> information</c><00:06:44.639><c> and</c>

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on the generation of new information and
 

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on the generation of new information and
if<00:06:45.039><c> we</c><00:06:45.199><c> get</c><00:06:45.400><c> this</c><00:06:45.680><c> right</c><00:06:46.080><c> then</c><00:06:46.400><c> there's</c><00:06:46.599><c> a</c>

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if we get this right then there's a
 

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if we get this right then there's a
large<00:06:47.000><c> enough</c><00:06:47.560><c> market</c><00:06:48.560><c> um</c><00:06:48.880><c> that</c><00:06:49.039><c> the</c><00:06:49.160><c> oracles</c>

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large enough market um that the oracles
 

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large enough market um that the oracles
are<00:06:50.160><c> created</c><00:06:50.800><c> for</c><00:06:51.120><c> that</c><00:06:51.400><c> market</c><00:06:51.960><c> that</c>

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are created for that market that
 

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are created for that market that
actually<00:06:52.479><c> have</c><00:06:52.599><c> to</c><00:06:52.800><c> research</c><00:06:53.360><c> which</c><00:06:53.680><c> reality</c>

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actually have to research which reality
 

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actually have to research which reality
we<00:06:54.319><c> are</c><00:06:54.759><c> in</c><00:06:55.759><c> um</c><00:06:55.919><c> so</c><00:06:56.080><c> there's</c><00:06:56.240><c> a</c><00:06:56.400><c> lot</c><00:06:56.560><c> of</c><00:06:56.720><c> work</c><00:06:56.919><c> to</c>

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we are in um so there's a lot of work to
 

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we are in um so there's a lot of work to
do<00:06:57.160><c> on</c><00:06:57.280><c> the</c><00:06:57.759><c> oracles</c><00:06:58.759><c> um</c><00:06:59.639><c> we</c><00:06:59.919><c> are</c><00:07:00.280><c> we</c><00:07:00.360><c> need</c><00:07:00.520><c> to</c>

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do on the oracles um we are we need to
 

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do on the oracles um we are we need to
get<00:07:00.759><c> better</c><00:07:01.000><c> at</c><00:07:01.160><c> curating</c><00:07:01.599><c> predictors</c><00:07:02.440><c> like</c>

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get better at curating predictors like
 

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get better at curating predictors like
plutocratic<00:07:04.520><c> um</c><00:07:04.960><c> approaches</c><00:07:05.319><c> to</c><00:07:05.479><c> prediction</c>

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plutocratic um approaches to prediction
 

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plutocratic um approaches to prediction
markets<00:07:06.240><c> is</c><00:07:06.400><c> like</c><00:07:06.560><c> the</c><00:07:06.680><c> one</c><00:07:07.000><c> coin</c><00:07:07.280><c> one</c><00:07:07.599><c> vote</c><00:07:07.840><c> of</c>

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markets is like the one coin one vote of
 

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markets is like the one coin one vote of
dows<00:07:09.360><c> um</c><00:07:09.520><c> there</c><00:07:09.639><c> are</c><00:07:09.840><c> better</c><00:07:10.080><c> ways</c><00:07:10.280><c> for</c><00:07:10.400><c> doing</c>

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dows um there are better ways for doing
 

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dows um there are better ways for doing
prediction<00:07:11.080><c> markets</c><00:07:11.560><c> we</c><00:07:11.680><c> need</c><00:07:11.800><c> to</c><00:07:12.000><c> create</c><00:07:12.440><c> out</c>

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prediction markets we need to create out
 

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prediction markets we need to create out
who<00:07:12.879><c> are</c><00:07:13.080><c> the</c><00:07:13.240><c> good</c><00:07:13.520><c> predictors</c><00:07:14.520><c> uh</c><00:07:14.680><c> Crowds</c>

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who are the good predictors uh Crowds
 

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who are the good predictors uh Crowds
Are<00:07:15.240><c> Not</c><00:07:15.560><c> wise</c><00:07:16.160><c> but</c><00:07:16.280><c> there</c><00:07:16.400><c> is</c><00:07:16.639><c> wide</c><00:07:17.000><c> people</c><00:07:17.319><c> in</c>

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Are Not wise but there is wide people in
 

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Are Not wise but there is wide people in
them<00:07:18.000><c> you</c><00:07:18.160><c> need</c><00:07:18.280><c> to</c><00:07:18.440><c> find</c><00:07:18.720><c> them</c><00:07:19.680><c> um</c><00:07:19.879><c> we</c><00:07:20.000><c> need</c><00:07:20.160><c> to</c>

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them you need to find them um we need to
 

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them you need to find them um we need to
get<00:07:20.400><c> better</c><00:07:20.639><c> at</c><00:07:20.800><c> asking</c><00:07:21.160><c> questions</c><00:07:21.639><c> we've</c><00:07:21.840><c> had</c>

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get better at asking questions we've had
 

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get better at asking questions we've had
one<00:07:22.160><c> big</c><00:07:22.360><c> prediction</c><00:07:22.800><c> Market</c><00:07:23.199><c> because</c><00:07:23.400><c> of</c><00:07:23.599><c> one</c>

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one big prediction Market because of one
 

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one big prediction Market because of one
question<00:07:24.240><c> that</c><00:07:24.360><c> was</c><00:07:24.520><c> made</c><00:07:24.800><c> for</c><00:07:25.599><c> us</c><00:07:26.599><c> um</c><00:07:27.000><c> and</c><00:07:27.360><c> you</c>

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question that was made for us um and you
 

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question that was made for us um and you
know<00:07:27.639><c> they</c><00:07:27.840><c> died</c><00:07:28.120><c> four</c><00:07:28.400><c> years</c><00:07:28.599><c> ago</c><00:07:28.919><c> cuz</c><00:07:29.080><c> that</c>

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know they died four years ago cuz that
 

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know they died four years ago cuz that
was<00:07:29.240><c> the</c><00:07:29.319><c> only</c><00:07:29.680><c> question</c><00:07:29.960><c> that</c><00:07:30.120><c> anyone</c><00:07:30.400><c> that</c>

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was the only question that anyone that
 

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was the only question that anyone that
was<00:07:30.639><c> found</c><00:07:30.879><c> that</c><00:07:30.960><c> was</c><00:07:31.120><c> interested</c><00:07:31.520><c> in</c><00:07:31.680><c> this</c>

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was found that was interested in this
 

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was found that was interested in this
Paradigm<00:07:32.960><c> um</c><00:07:33.080><c> so</c><00:07:33.199><c> we</c><00:07:33.280><c> need</c><00:07:33.400><c> to</c><00:07:33.560><c> get</c><00:07:33.720><c> better</c><00:07:33.960><c> at</c>

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Paradigm um so we need to get better at
 

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Paradigm um so we need to get better at
asking<00:07:34.479><c> the</c><00:07:34.680><c> questions</c><00:07:35.560><c> and</c><00:07:35.680><c> we</c><00:07:35.759><c> need</c><00:07:35.879><c> to</c>

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asking the questions and we need to
 

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asking the questions and we need to
worry<00:07:36.199><c> about</c><00:07:36.400><c> incentive</c><00:07:36.879><c> compatibility</c><00:07:37.639><c> and</c>

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worry about incentive compatibility and
 

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worry about incentive compatibility and
this<00:07:37.879><c> is</c><00:07:37.960><c> a</c><00:07:38.080><c> kind</c><00:07:38.160><c> of</c><00:07:38.319><c> game</c><00:07:38.560><c> theoretic</c><00:07:39.120><c> idea</c>

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this is a kind of game theoretic idea
 

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this is a kind of game theoretic idea
where<00:07:39.639><c> there's</c><00:07:39.840><c> like</c><00:07:40.080><c> is</c><00:07:40.319><c> is</c><00:07:40.479><c> everyone</c>

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where there's like is is everyone
 

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where there's like is is everyone
revealing<00:07:41.240><c> their</c><00:07:41.400><c> true</c><00:07:41.639><c> preferences</c><00:07:42.120><c> to</c><00:07:42.280><c> the</c>

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revealing their true preferences to the
 

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revealing their true preferences to the
market<00:07:42.800><c> via</c><00:07:43.039><c> the</c><00:07:43.199><c> incentives</c><00:07:44.120><c> and</c><00:07:44.280><c> actually</c>

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market via the incentives and actually
 

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market via the incentives and actually
there's<00:07:44.840><c> people</c><00:07:45.120><c> in</c><00:07:45.319><c> that</c><00:07:45.639><c> game</c><00:07:46.000><c> like</c><00:07:46.240><c> market</c>

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there's people in that game like market
 

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there's people in that game like market
makers<00:07:46.960><c> and</c><00:07:47.199><c> Bots</c><00:07:47.599><c> and</c><00:07:47.800><c> airdrop</c><00:07:48.319><c> Farmers</c><00:07:48.759><c> that</c>

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makers and Bots and airdrop Farmers that
 

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makers and Bots and airdrop Farmers that
are<00:07:49.000><c> messing</c><00:07:49.360><c> with</c><00:07:49.520><c> the</c><00:07:50.120><c> signal</c><00:07:51.120><c> um</c><00:07:51.360><c> and</c><00:07:51.440><c> we</c>

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are messing with the signal um and we
 

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are messing with the signal um and we
need<00:07:51.680><c> to</c><00:07:51.759><c> worry</c><00:07:51.960><c> about</c><00:07:52.120><c> the</c><00:07:52.199><c> Dark</c><00:07:52.520><c> Side</c><00:07:52.599><c> of</c>

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need to worry about the Dark Side of
 

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need to worry about the Dark Side of
prediction<00:07:53.080><c> markets</c><00:07:53.520><c> some</c><00:07:53.639><c> of</c><00:07:53.840><c> these</c><00:07:54.000><c> things</c>

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prediction markets some of these things
 

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prediction markets some of these things
have<00:07:54.599><c> pretty</c><00:07:55.599><c> dodgy</c><00:07:56.240><c> and</c><00:07:56.599><c> weird</c><00:07:57.199><c> outcomes</c>

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have pretty dodgy and weird outcomes
 

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have pretty dodgy and weird outcomes
that<00:07:58.520><c> uh</c><00:07:58.599><c> you</c><00:07:58.720><c> should</c><00:07:58.879><c> be</c><00:07:59.000><c> worried</c><00:07:59.280><c> about</c>

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that uh you should be worried about
 

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that uh you should be worried about
um<00:08:00.800><c> and</c><00:08:00.919><c> we</c><00:08:01.039><c> need</c><00:08:01.159><c> to</c><00:08:01.319><c> find</c><00:08:01.560><c> ways</c><00:08:01.759><c> of</c><00:08:01.960><c> stopping</c>

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um and we need to find ways of stopping
 

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um and we need to find ways of stopping
that<00:08:02.440><c> from</c><00:08:02.639><c> happening</c><00:08:03.240><c> and</c><00:08:03.440><c> liquidity</c><00:08:03.919><c> is</c><00:08:04.039><c> the</c>

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that from happening and liquidity is the
 

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that from happening and liquidity is the
major<00:08:04.599><c> limitation</c><00:08:05.479><c> right</c><00:08:05.639><c> we</c><00:08:05.759><c> had</c><00:08:05.919><c> one</c>

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major limitation right we had one
 

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major limitation right we had one
massive<00:08:07.000><c> liquid</c><00:08:07.280><c> prediction</c><00:08:07.720><c> Market</c><00:08:08.159><c> this</c>

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massive liquid prediction Market this
 

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massive liquid prediction Market this
happened<00:08:08.599><c> four</c><00:08:08.840><c> years</c><00:08:09.039><c> ago</c><00:08:09.280><c> and</c><00:08:09.360><c> then</c><00:08:09.479><c> it</c><00:08:09.560><c> went</c>

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happened four years ago and then it went
 

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happened four years ago and then it went
dead<00:08:10.080><c> again</c><00:08:11.080><c> right</c><00:08:11.280><c> and</c><00:08:11.400><c> that</c><00:08:11.520><c> was</c><00:08:11.800><c> because</c>

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dead again right and that was because
 

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dead again right and that was because
you<00:08:12.960><c> need</c><00:08:13.159><c> a</c><00:08:13.240><c> certain</c><00:08:13.479><c> amount</c><00:08:13.680><c> of</c><00:08:13.800><c> liquidity</c>

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you need a certain amount of liquidity
 

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you need a certain amount of liquidity
in<00:08:14.280><c> the</c><00:08:14.400><c> market</c><00:08:14.680><c> to</c><00:08:14.800><c> get</c><00:08:14.960><c> out</c><00:08:15.159><c> what</c><00:08:15.240><c> you</c><00:08:15.360><c> need</c>

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in the market to get out what you need
 

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in the market to get out what you need
so<00:08:16.400><c> I</c><00:08:16.479><c> think</c><00:08:16.680><c> info</c><00:08:17.159><c> Finance</c><00:08:17.720><c> might</c><00:08:17.879><c> be</c><00:08:18.039><c> the</c>

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so I think info Finance might be the
 

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so I think info Finance might be the
answer<00:08:18.479><c> and</c><00:08:18.639><c> what's</c><00:08:18.800><c> interesting</c><00:08:19.159><c> about</c><00:08:19.400><c> this</c>

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answer and what's interesting about this
 

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answer and what's interesting about this
is<00:08:19.680><c> vitalic</c><00:08:20.159><c> has</c><00:08:20.319><c> basically</c><00:08:20.800><c> exploded</c><00:08:21.479><c> the</c>

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is vitalic has basically exploded the
 

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is vitalic has basically exploded the
concept<00:08:22.879><c> of</c><00:08:23.039><c> prediction</c><00:08:23.520><c> markets</c><00:08:24.000><c> created</c><00:08:24.319><c> a</c>

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concept of prediction markets created a
 

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concept of prediction markets created a
new<00:08:24.720><c> idea</c><00:08:25.120><c> called</c><00:08:25.440><c> info</c><00:08:25.919><c> finance</c><00:08:26.759><c> and</c>

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new idea called info finance and
 

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new idea called info finance and
underneath<00:08:27.440><c> it</c><00:08:27.639><c> there's</c><00:08:27.840><c> a</c><00:08:28.000><c> whole</c><00:08:28.240><c> design</c>

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underneath it there's a whole design
 

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underneath it there's a whole design
space<00:08:28.960><c> of</c><00:08:29.120><c> things</c><00:08:29.560><c> that</c><00:08:29.680><c> you</c><00:08:29.759><c> can</c><00:08:29.879><c> use</c>

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space of things that you can use
 

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space of things that you can use
incentives<00:08:30.639><c> for</c><00:08:30.800><c> generating</c><00:08:31.280><c> new</c>

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incentives for generating new
 

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incentives for generating new
information<00:08:33.120><c> um</c><00:08:33.279><c> I</c><00:08:33.440><c> designed</c><00:08:33.760><c> one</c><00:08:33.880><c> of</c><00:08:34.000><c> these</c>

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information um I designed one of these
 

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information um I designed one of these
about<00:08:34.399><c> four</c><00:08:34.680><c> years</c><00:08:35.080><c> ago</c><00:08:36.080><c> um</c><00:08:36.320><c> little</c><00:08:36.839><c> one</c><00:08:36.959><c> of</c>

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about four years ago um little one of
 

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about four years ago um little one of
the<00:08:37.159><c> first</c><00:08:37.479><c> mechanisms</c><00:08:37.880><c> I'm</c><00:08:37.959><c> going</c><00:08:38.080><c> to</c><00:08:38.159><c> show</c>

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the first mechanisms I'm going to show
 

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the first mechanisms I'm going to show
you<00:08:39.039><c> um</c><00:08:39.240><c> essentially</c><00:08:39.599><c> you</c><00:08:39.719><c> mint</c><00:08:40.000><c> an</c><00:08:40.240><c> ID</c><00:08:41.240><c> uh</c><00:08:41.360><c> the</c>

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you um essentially you mint an ID uh the
 

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you um essentially you mint an ID uh the
reality<00:08:41.800><c> of</c><00:08:41.919><c> it</c><00:08:42.039><c> is</c><00:08:42.200><c> there</c><00:08:42.279><c> are</c><00:08:42.479><c> many</c>

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reality of it is there are many
 

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reality of it is there are many
realities<00:08:43.320><c> in</c><00:08:43.440><c> front</c><00:08:43.680><c> of</c><00:08:43.839><c> us</c><00:08:44.320><c> right</c><00:08:44.480><c> a</c><00:08:44.600><c> lot</c><00:08:44.720><c> of</c>

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realities in front of us right a lot of
 

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realities in front of us right a lot of
prediction<00:08:45.200><c> markets</c><00:08:45.640><c> essentially</c><00:08:46.040><c> have</c><00:08:46.200><c> this</c>

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prediction markets essentially have this
 

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prediction markets essentially have this
binary<00:08:47.040><c> Choice</c><00:08:48.040><c> um</c><00:08:48.279><c> so</c><00:08:48.680><c> instead</c><00:08:49.200><c> of</c><00:08:49.600><c> voting</c>

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binary Choice um so instead of voting
 

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binary Choice um so instead of voting
with<00:08:50.240><c> who's</c><00:08:50.480><c> got</c><00:08:50.680><c> the</c><00:08:50.800><c> most</c><00:08:51.040><c> money</c><00:08:51.480><c> this</c><00:08:51.560><c> is</c>

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with who's got the most money this is
 

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with who's got the most money this is
who<00:08:51.959><c> gets</c><00:08:52.160><c> an</c><00:08:52.399><c> identity</c><00:08:53.040><c> you</c><00:08:53.160><c> can</c><00:08:53.360><c> express</c><00:08:53.760><c> a</c>

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who gets an identity you can express a
 

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who gets an identity you can express a
preference<00:08:54.399><c> across</c><00:08:54.760><c> a</c><00:08:54.880><c> list</c><00:08:55.120><c> of</c><00:08:55.320><c> realities</c><00:08:56.279><c> in</c>

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preference across a list of realities in
 

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preference across a list of realities in
this<00:08:56.640><c> case</c><00:08:56.839><c> a</c><00:08:56.959><c> bunch</c><00:08:57.160><c> of</c><00:08:57.320><c> Market</c><00:08:58.200><c> assets</c><00:08:59.200><c> um</c><00:08:59.480><c> so</c>

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this case a bunch of Market assets um so
 

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this case a bunch of Market assets um so
you<00:08:59.720><c> quadratically</c><00:09:00.279><c> vote</c><00:09:00.440><c> on</c><00:09:00.560><c> these</c><00:09:00.760><c> sort</c>

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you quadratically vote on these sort
 

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you quadratically vote on these sort
your<00:09:01.320><c> preference</c><00:09:02.160><c> and</c><00:09:02.240><c> you</c><00:09:02.399><c> go</c><00:09:02.560><c> into</c><00:09:02.800><c> a</c><00:09:02.959><c> kind</c>

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your preference and you go into a kind
 

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your preference and you go into a kind
of

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of
 

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of
um<00:09:05.760><c> like</c><00:09:06.399><c> competition</c><00:09:07.200><c> with</c><00:09:07.399><c> other</c><00:09:07.600><c> people</c><00:09:08.240><c> so</c>

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um like competition with other people so
 

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um like competition with other people so
every<00:09:08.880><c> identity</c><00:09:09.560><c> essentially</c><00:09:10.000><c> votes</c><00:09:10.360><c> on</c><00:09:10.560><c> what</c>

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every identity essentially votes on what
 

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every identity essentially votes on what
they<00:09:10.839><c> think</c><00:09:11.040><c> is</c><00:09:11.160><c> going</c><00:09:11.279><c> to</c><00:09:11.399><c> happen</c><00:09:11.640><c> in</c><00:09:11.760><c> the</c>

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they think is going to happen in the
 

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they think is going to happen in the
next<00:09:12.160><c> day</c><00:09:12.880><c> uh</c><00:09:13.000><c> we</c><00:09:13.120><c> use</c><00:09:13.360><c> market</c><00:09:13.760><c> prices</c><00:09:14.160><c> because</c>

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next day uh we use market prices because
 

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next day uh we use market prices because
that's<00:09:14.600><c> what</c><00:09:14.720><c> we</c><00:09:14.920><c> actually</c><00:09:15.240><c> have</c><00:09:15.519><c> oracles</c><00:09:16.160><c> for</c>

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that's what we actually have oracles for
 

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that's what we actually have oracles for
uh<00:09:17.279><c> and</c><00:09:17.360><c> then</c><00:09:17.480><c> we</c><00:09:17.600><c> find</c><00:09:17.800><c> out</c><00:09:18.000><c> who</c><00:09:18.160><c> the</c><00:09:18.240><c> winner</c>

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uh and then we find out who the winner
 

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uh and then we find out who the winner
is<00:09:19.600><c> um</c><00:09:20.120><c> and</c><00:09:20.480><c> essentially</c><00:09:20.959><c> what</c><00:09:21.120><c> you</c><00:09:21.279><c> get</c><00:09:21.519><c> here</c>

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is um and essentially what you get here
 

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is um and essentially what you get here
is<00:09:21.839><c> a</c><00:09:22.000><c> kind</c><00:09:22.120><c> of</c><00:09:22.360><c> history</c><00:09:23.040><c> of</c><00:09:23.880><c> uh</c><00:09:24.040><c> everyone's</c>

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is a kind of history of uh everyone's
 

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is a kind of history of uh everyone's
predictions<00:09:25.440><c> over</c><00:09:25.760><c> time</c><00:09:26.600><c> uh</c><00:09:26.760><c> what</c><00:09:26.839><c> we</c><00:09:27.000><c> built</c>

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predictions over time uh what we built
 

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predictions over time uh what we built
here<00:09:27.279><c> is</c><00:09:27.360><c> a</c><00:09:27.440><c> permissionless</c><00:09:28.000><c> protocol</c><00:09:28.399><c> if</c>

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here is a permissionless protocol if
 

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here is a permissionless protocol if
everyone<00:09:28.920><c> anyone</c><00:09:29.120><c> wants</c><00:09:29.399><c> to</c><00:09:29.519><c> hack</c><00:09:29.720><c> on</c><00:09:29.920><c> this</c><00:09:30.079><c> at</c>

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everyone anyone wants to hack on this at
 

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everyone anyone wants to hack on this at
like<00:09:30.399><c> eth</c><00:09:30.720><c> Global</c><00:09:31.440><c> join</c><00:09:31.760><c> this</c><00:09:31.920><c> group</c><00:09:32.240><c> or</c><00:09:32.480><c> just</c>

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like eth Global join this group or just
 

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like eth Global join this group or just
contact<00:09:33.040><c> me</c><00:09:33.320><c> after</c><00:09:34.320><c> um</c><00:09:34.720><c> but</c><00:09:34.880><c> essentially</c><00:09:35.279><c> what</c>

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contact me after um but essentially what
 

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contact me after um but essentially what
we've<00:09:35.600><c> got</c><00:09:35.839><c> here</c><00:09:36.000><c> is</c><00:09:36.120><c> a</c><00:09:36.279><c> system</c><00:09:36.600><c> where</c><00:09:36.720><c> we</c><00:09:36.839><c> know</c>

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we've got here is a system where we know
 

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we've got here is a system where we know
exactly<00:09:37.600><c> who</c><00:09:37.800><c> made</c><00:09:38.240><c> good</c><00:09:38.440><c> predictions</c><00:09:39.160><c> over</c>

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exactly who made good predictions over
 

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exactly who made good predictions over
time<00:09:39.839><c> on</c><00:09:40.279><c> chain</c><00:09:41.279><c> um</c><00:09:41.560><c> and</c><00:09:41.720><c> now</c><00:09:42.000><c> anyone</c><00:09:42.279><c> can</c>

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time on chain um and now anyone can
 

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time on chain um and now anyone can
interpret<00:09:42.920><c> that</c><00:09:43.079><c> data</c><00:09:43.360><c> and</c><00:09:43.480><c> find</c><00:09:43.680><c> out</c><00:09:43.839><c> who</c><00:09:43.959><c> the</c>

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interpret that data and find out who the
 

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interpret that data and find out who the
good<00:09:44.240><c> predictors</c><00:09:44.680><c> are</c><00:09:45.360><c> so</c><00:09:45.519><c> the</c><00:09:45.640><c> next</c><00:09:45.920><c> sort</c><00:09:46.079><c> of</c>

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good predictors are so the next sort of
 

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good predictors are so the next sort of
wave<00:09:46.680><c> of</c><00:09:46.959><c> of</c><00:09:47.079><c> prediction</c><00:09:47.480><c> Market</c><00:09:47.880><c> mechanisms</c>

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wave of of prediction Market mechanisms
 

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wave of of prediction Market mechanisms
need<00:09:48.519><c> to</c><00:09:48.680><c> go</c><00:09:48.959><c> beyond</c><00:09:49.480><c> Market</c><00:09:49.959><c> mechanisms</c>

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need to go beyond Market mechanisms
 

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need to go beyond Market mechanisms
right<00:09:50.959><c> because</c><00:09:51.200><c> they're</c><00:09:51.399><c> not</c><00:09:51.600><c> that</c><00:09:51.760><c> incentive</c>

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right because they're not that incentive
 

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right because they're not that incentive
compatible<00:09:52.800><c> we</c><00:09:52.920><c> all</c><00:09:53.040><c> know</c><00:09:53.360><c> the</c><00:09:53.519><c> amount</c><00:09:53.720><c> of</c>

00:09:53.870 --> 00:09:53.880 align:start position:0%
compatible we all know the amount of
 

00:09:53.880 --> 00:09:56.990 align:start position:0%
compatible we all know the amount of
dodgy<00:09:54.399><c> stuff</c><00:09:54.760><c> that</c><00:09:54.959><c> happens</c><00:09:55.360><c> in</c><00:09:56.000><c> amm</c><00:09:56.800><c> there's</c>

00:09:56.990 --> 00:09:57.000 align:start position:0%
dodgy stuff that happens in amm there's
 

00:09:57.000 --> 00:09:59.710 align:start position:0%
dodgy stuff that happens in amm there's
me<00:09:57.760><c> there's</c><00:09:57.959><c> slippage</c><00:09:58.480><c> there's</c><00:09:58.680><c> all</c><00:09:58.800><c> of</c><00:09:58.920><c> these</c>

00:09:59.710 --> 00:09:59.720 align:start position:0%
me there's slippage there's all of these
 

00:09:59.720 --> 00:10:01.750 align:start position:0%
me there's slippage there's all of these
things<00:10:00.720><c> uh</c><00:10:00.839><c> that</c><00:10:00.959><c> are</c><00:10:01.160><c> impacting</c><00:10:01.640><c> the</c>

00:10:01.750 --> 00:10:01.760 align:start position:0%
things uh that are impacting the
 

00:10:01.760 --> 00:10:04.110 align:start position:0%
things uh that are impacting the
collective<00:10:02.120><c> intelligence</c><00:10:02.600><c> in</c><00:10:02.760><c> the</c><00:10:03.040><c> system</c><00:10:04.040><c> uh</c>

00:10:04.110 --> 00:10:04.120 align:start position:0%
collective intelligence in the system uh
 

00:10:04.120 --> 00:10:05.310 align:start position:0%
collective intelligence in the system uh
we<00:10:04.240><c> need</c><00:10:04.360><c> to</c><00:10:04.480><c> start</c><00:10:04.720><c> thinking</c><00:10:05.000><c> about</c>

00:10:05.310 --> 00:10:05.320 align:start position:0%
we need to start thinking about
 

00:10:05.320 --> 00:10:07.190 align:start position:0%
we need to start thinking about
reputation<00:10:05.880><c> systems</c><00:10:06.240><c> to</c><00:10:06.399><c> find</c><00:10:06.640><c> out</c><00:10:06.880><c> who</c><00:10:07.040><c> the</c>

00:10:07.190 --> 00:10:07.200 align:start position:0%
reputation systems to find out who the
 

00:10:07.200 --> 00:10:10.190 align:start position:0%
reputation systems to find out who the
good<00:10:07.519><c> predictors</c><00:10:08.480><c> are</c><00:10:09.480><c> um</c><00:10:09.680><c> and</c><00:10:09.760><c> we</c><00:10:09.880><c> need</c><00:10:10.040><c> to</c>

00:10:10.190 --> 00:10:10.200 align:start position:0%
good predictors are um and we need to
 

00:10:10.200 --> 00:10:12.590 align:start position:0%
good predictors are um and we need to
incorporate<00:10:10.720><c> like</c><00:10:10.880><c> prediction</c><00:10:11.480><c> histories</c><00:10:12.480><c> uh</c>

00:10:12.590 --> 00:10:12.600 align:start position:0%
incorporate like prediction histories uh
 

00:10:12.600 --> 00:10:14.350 align:start position:0%
incorporate like prediction histories uh
and<00:10:12.800><c> and</c><00:10:12.880><c> think</c><00:10:13.079><c> about</c><00:10:13.360><c> sequentialized</c>

00:10:14.350 --> 00:10:14.360 align:start position:0%
and and think about sequentialized
 

00:10:14.360 --> 00:10:16.069 align:start position:0%
and and think about sequentialized
prediction<00:10:14.760><c> markets</c><00:10:15.480><c> there</c><00:10:15.600><c> might</c><00:10:15.760><c> be</c><00:10:15.880><c> an</c>

00:10:16.069 --> 00:10:16.079 align:start position:0%
prediction markets there might be an
 

00:10:16.079 --> 00:10:18.670 align:start position:0%
prediction markets there might be an
absolute<00:10:16.600><c> genius</c><00:10:17.240><c> in</c><00:10:17.360><c> that</c><00:10:17.519><c> poly</c><00:10:17.880><c> Market</c><00:10:18.519><c> uh</c>

00:10:18.670 --> 00:10:18.680 align:start position:0%
absolute genius in that poly Market uh
 

00:10:18.680 --> 00:10:20.030 align:start position:0%
absolute genius in that poly Market uh
Market<00:10:19.000><c> who</c><00:10:19.120><c> knew</c><00:10:19.360><c> what</c><00:10:19.480><c> was</c><00:10:19.600><c> going</c><00:10:19.680><c> to</c><00:10:19.839><c> happen</c>

00:10:20.030 --> 00:10:20.040 align:start position:0%
Market who knew what was going to happen
 

00:10:20.040 --> 00:10:22.030 align:start position:0%
Market who knew what was going to happen
and<00:10:20.160><c> it</c><00:10:20.279><c> kind</c><00:10:20.399><c> of</c><00:10:20.519><c> like</c><00:10:20.959><c> there</c><00:10:21.079><c> was</c><00:10:21.240><c> one</c><00:10:21.519><c> guy</c>

00:10:22.030 --> 00:10:22.040 align:start position:0%
and it kind of like there was one guy
 

00:10:22.040 --> 00:10:23.630 align:start position:0%
and it kind of like there was one guy
who<00:10:22.240><c> literally</c><00:10:22.600><c> went</c><00:10:22.800><c> out</c><00:10:22.920><c> and</c><00:10:23.079><c> did</c><00:10:23.360><c> on</c><00:10:23.519><c> the</c>

00:10:23.630 --> 00:10:23.640 align:start position:0%
who literally went out and did on the
 

00:10:23.640 --> 00:10:26.230 align:start position:0%
who literally went out and did on the
ground<00:10:24.200><c> ethnographic</c><00:10:24.959><c> research</c><00:10:25.640><c> and</c><00:10:25.839><c> put</c><00:10:25.959><c> $4</c>

00:10:26.230 --> 00:10:26.240 align:start position:0%
ground ethnographic research and put $4
 

00:10:26.240 --> 00:10:28.150 align:start position:0%
ground ethnographic research and put $4
million<00:10:26.839><c> on</c><00:10:26.920><c> it</c><00:10:27.040><c> and</c><00:10:27.160><c> made</c><00:10:27.720><c> tons</c><00:10:28.000><c> of</c>

00:10:28.150 --> 00:10:28.160 align:start position:0%
million on it and made tons of
 

00:10:28.160 --> 00:10:30.389 align:start position:0%
million on it and made tons of
money<00:10:28.920><c> right</c><00:10:29.120><c> that's</c><00:10:29.440><c> the</c><00:10:29.600><c> guy</c><00:10:29.760><c> you</c><00:10:29.920><c> want</c><00:10:30.240><c> in</c>

00:10:30.389 --> 00:10:30.399 align:start position:0%
money right that's the guy you want in
 

00:10:30.399 --> 00:10:32.230 align:start position:0%
money right that's the guy you want in
your<00:10:30.600><c> next</c><00:10:30.880><c> prediction</c><00:10:31.399><c> market</c><00:10:31.920><c> and</c><00:10:32.040><c> you</c><00:10:32.120><c> want</c>

00:10:32.230 --> 00:10:32.240 align:start position:0%
your next prediction market and you want
 

00:10:32.240 --> 00:10:34.389 align:start position:0%
your next prediction market and you want
to<00:10:32.480><c> amplify</c><00:10:33.040><c> their</c><00:10:33.279><c> signal</c><00:10:34.120><c> right</c><00:10:34.279><c> there</c>

00:10:34.389 --> 00:10:34.399 align:start position:0%
to amplify their signal right there
 

00:10:34.399 --> 00:10:35.870 align:start position:0%
to amplify their signal right there
might<00:10:34.519><c> be</c><00:10:34.680><c> people</c><00:10:34.959><c> that</c><00:10:35.160><c> smart</c><00:10:35.480><c> who</c><00:10:35.639><c> don't</c>

00:10:35.870 --> 00:10:35.880 align:start position:0%
might be people that smart who don't
 

00:10:35.880 --> 00:10:38.269 align:start position:0%
might be people that smart who don't
have<00:10:36.000><c> $4</c><00:10:36.320><c> million</c><00:10:36.920><c> to</c><00:10:37.079><c> AP</c><00:10:37.399><c> into</c><00:10:37.720><c> like</c><00:10:37.880><c> Trump</c>

00:10:38.269 --> 00:10:38.279 align:start position:0%
have $4 million to AP into like Trump
 

00:10:38.279 --> 00:10:42.269 align:start position:0%
have $4 million to AP into like Trump
coins<00:10:39.000><c> right</c><00:10:39.519><c> so</c><00:10:39.720><c> how</c><00:10:39.839><c> do</c><00:10:39.959><c> you</c><00:10:40.120><c> find</c><00:10:40.600><c> them</c><00:10:41.600><c> um</c>

00:10:42.269 --> 00:10:42.279 align:start position:0%
coins right so how do you find them um
 

00:10:42.279 --> 00:10:44.470 align:start position:0%
coins right so how do you find them um
also<00:10:42.560><c> we've</c><00:10:42.760><c> got</c><00:10:42.959><c> like</c><00:10:43.160><c> AI</c><00:10:43.639><c> as</c><00:10:43.800><c> players</c><00:10:44.120><c> in</c><00:10:44.279><c> the</c>

00:10:44.470 --> 00:10:44.480 align:start position:0%
also we've got like AI as players in the
 

00:10:44.480 --> 00:10:46.629 align:start position:0%
also we've got like AI as players in the
game<00:10:44.959><c> right</c><00:10:45.279><c> another</c><00:10:45.480><c> vitalism</c><00:10:46.200><c> but</c><00:10:46.360><c> this</c><00:10:46.440><c> is</c>

00:10:46.629 --> 00:10:46.639 align:start position:0%
game right another vitalism but this is
 

00:10:46.639 --> 00:10:47.829 align:start position:0%
game right another vitalism but this is
definitely<00:10:47.040><c> going</c><00:10:47.160><c> to</c><00:10:47.360><c> happen</c><00:10:47.600><c> we're</c><00:10:47.760><c> going</c>

00:10:47.829 --> 00:10:47.839 align:start position:0%
definitely going to happen we're going
 

00:10:47.839 --> 00:10:49.590 align:start position:0%
definitely going to happen we're going
to<00:10:47.959><c> get</c><00:10:48.120><c> AIS</c><00:10:48.519><c> to</c><00:10:48.680><c> play</c><00:10:48.839><c> in</c><00:10:48.959><c> the</c><00:10:49.079><c> game</c><00:10:49.279><c> and</c><00:10:49.440><c> look</c>

00:10:49.590 --> 00:10:49.600 align:start position:0%
to get AIS to play in the game and look
 

00:10:49.600 --> 00:10:52.190 align:start position:0%
to get AIS to play in the game and look
at<00:10:49.760><c> how</c><00:10:50.040><c> everyone</c><00:10:50.360><c> else</c><00:10:50.720><c> plays</c><00:10:51.519><c> and</c><00:10:51.760><c> aggregate</c>

00:10:52.190 --> 00:10:52.200 align:start position:0%
at how everyone else plays and aggregate
 

00:10:52.200 --> 00:10:53.590 align:start position:0%
at how everyone else plays and aggregate
the<00:10:52.320><c> intelligence</c><00:10:52.800><c> across</c><00:10:53.079><c> the</c><00:10:53.160><c> market</c><00:10:53.480><c> and</c>

00:10:53.590 --> 00:10:53.600 align:start position:0%
the intelligence across the market and
 

00:10:53.600 --> 00:10:56.110 align:start position:0%
the intelligence across the market and
be<00:10:53.720><c> a</c><00:10:53.839><c> player</c><00:10:54.560><c> themselves</c><00:10:55.560><c> uh</c><00:10:55.639><c> importantly</c><00:10:56.040><c> we</c>

00:10:56.110 --> 00:10:56.120 align:start position:0%
be a player themselves uh importantly we
 

00:10:56.120 --> 00:10:57.710 align:start position:0%
be a player themselves uh importantly we
need<00:10:56.240><c> to</c><00:10:56.360><c> validate</c><00:10:56.760><c> this</c><00:10:56.920><c> stuff</c>

00:10:57.710 --> 00:10:57.720 align:start position:0%
need to validate this stuff
 

00:10:57.720 --> 00:10:59.550 align:start position:0%
need to validate this stuff
scientifically<00:10:58.720><c> um</c><00:10:58.880><c> because</c><00:10:59.320><c> people</c><00:10:59.440><c> are</c>

00:10:59.550 --> 00:10:59.560 align:start position:0%
scientifically um because people are
 

00:10:59.560 --> 00:11:01.509 align:start position:0%
scientifically um because people are
already<00:10:59.880><c> thinking</c><00:11:00.279><c> well</c><00:11:00.760><c> like</c><00:11:00.920><c> poly</c><00:11:01.240><c> Market</c>

00:11:01.509 --> 00:11:01.519 align:start position:0%
already thinking well like poly Market
 

00:11:01.519 --> 00:11:04.430 align:start position:0%
already thinking well like poly Market
is<00:11:01.680><c> truth</c><00:11:02.240><c> now</c><00:11:03.240><c> um</c><00:11:03.399><c> and</c><00:11:03.519><c> in</c><00:11:03.680><c> fact</c><00:11:03.839><c> it</c><00:11:04.000><c> got</c><00:11:04.200><c> one</c>

00:11:04.430 --> 00:11:04.440 align:start position:0%
is truth now um and in fact it got one
 

00:11:04.440 --> 00:11:07.110 align:start position:0%
is truth now um and in fact it got one
thing<00:11:04.600><c> sort</c><00:11:05.000><c> of</c><00:11:05.279><c> right</c><00:11:06.120><c> um</c><00:11:06.680><c> and</c><00:11:06.800><c> there</c><00:11:06.920><c> is</c>

00:11:07.110 --> 00:11:07.120 align:start position:0%
thing sort of right um and there is
 

00:11:07.120 --> 00:11:09.030 align:start position:0%
thing sort of right um and there is
things<00:11:07.440><c> to</c><00:11:07.600><c> it</c><00:11:07.760><c> but</c><00:11:08.120><c> like</c><00:11:08.240><c> we</c><00:11:08.360><c> are</c><00:11:08.519><c> far</c><00:11:08.800><c> from</c>

00:11:09.030 --> 00:11:09.040 align:start position:0%
things to it but like we are far from
 

00:11:09.040 --> 00:11:10.190 align:start position:0%
things to it but like we are far from
proving<00:11:09.399><c> that</c><00:11:09.560><c> these</c><00:11:09.760><c> and</c><00:11:09.880><c> Know</c><00:11:10.000><c> No</c><00:11:10.079><c> One</c>

00:11:10.190 --> 00:11:10.200 align:start position:0%
proving that these and Know No One
 

00:11:10.200 --> 00:11:11.629 align:start position:0%
proving that these and Know No One
Believes<00:11:10.440><c> In</c><00:11:10.560><c> collective</c><00:11:10.959><c> intelligence</c><00:11:11.440><c> more</c>

00:11:11.629 --> 00:11:11.639 align:start position:0%
Believes In collective intelligence more
 

00:11:11.639 --> 00:11:13.710 align:start position:0%
Believes In collective intelligence more
than<00:11:11.800><c> me</c><00:11:12.360><c> but</c><00:11:12.480><c> we</c><00:11:12.560><c> need</c><00:11:12.720><c> to</c><00:11:12.880><c> empirically</c><00:11:13.399><c> prove</c>

00:11:13.710 --> 00:11:13.720 align:start position:0%
than me but we need to empirically prove
 

00:11:13.720 --> 00:11:16.350 align:start position:0%
than me but we need to empirically prove
these<00:11:13.920><c> things</c><00:11:14.279><c> as</c><00:11:14.560><c> as</c><00:11:14.839><c> as</c><00:11:15.079><c> as</c><00:11:15.279><c> real</c><00:11:15.720><c> and</c><00:11:15.920><c> valid</c>

00:11:16.350 --> 00:11:16.360 align:start position:0%
these things as as as as real and valid
 

00:11:16.360 --> 00:11:18.430 align:start position:0%
these things as as as as real and valid
and<00:11:16.480><c> not</c><00:11:16.639><c> get</c><00:11:16.800><c> too</c><00:11:17.000><c> overhyped</c><00:11:17.560><c> about</c><00:11:17.760><c> them</c><00:11:18.320><c> uh</c>

00:11:18.430 --> 00:11:18.440 align:start position:0%
and not get too overhyped about them uh
 

00:11:18.440 --> 00:11:20.269 align:start position:0%
and not get too overhyped about them uh
and<00:11:18.519><c> we</c><00:11:18.600><c> need</c><00:11:18.760><c> better</c><00:11:19.040><c> articles</c><00:11:19.399><c> and</c><00:11:19.560><c> better</c>

00:11:20.269 --> 00:11:20.279 align:start position:0%
and we need better articles and better
 

00:11:20.279 --> 00:11:22.949 align:start position:0%
and we need better articles and better
tokens<00:11:21.279><c> um</c><00:11:21.839><c> here's</c><00:11:22.000><c> a</c><00:11:22.160><c> less</c><00:11:22.399><c> talked</c><00:11:22.720><c> about</c>

00:11:22.949 --> 00:11:22.959 align:start position:0%
tokens um here's a less talked about
 

00:11:22.959 --> 00:11:26.269 align:start position:0%
tokens um here's a less talked about
prediction<00:11:23.760><c> Market</c><00:11:24.760><c> Geo</c><00:11:25.200><c> bodden</c>

00:11:26.269 --> 00:11:26.279 align:start position:0%
prediction Market Geo bodden
 

00:11:26.279 --> 00:11:31.590 align:start position:0%
prediction Market Geo bodden
token<00:11:27.279><c> um</c><00:11:28.200><c> now</c><00:11:28.880><c> is</c><00:11:29.079><c> this</c><00:11:29.399><c> a</c><00:11:29.959><c> rug</c><00:11:30.959><c> or</c><00:11:31.200><c> did</c><00:11:31.360><c> it</c>

00:11:31.590 --> 00:11:31.600 align:start position:0%
token um now is this a rug or did it
 

00:11:31.600 --> 00:11:34.470 align:start position:0%
token um now is this a rug or did it
predict<00:11:32.040><c> brion's</c><00:11:32.920><c> resignation</c><00:11:33.920><c> like</c><00:11:34.160><c> months</c>

00:11:34.470 --> 00:11:34.480 align:start position:0%
predict brion's resignation like months
 

00:11:34.480 --> 00:11:37.910 align:start position:0%
predict brion's resignation like months
in<00:11:35.079><c> advance</c><00:11:36.079><c> um</c><00:11:36.440><c> the</c><00:11:36.560><c> reality</c><00:11:36.959><c> is</c><00:11:37.079><c> we</c><00:11:37.279><c> don't</c>

00:11:37.910 --> 00:11:37.920 align:start position:0%
in advance um the reality is we don't
 

00:11:37.920 --> 00:11:42.269 align:start position:0%
in advance um the reality is we don't
know<00:11:38.920><c> um</c><00:11:39.600><c> because</c><00:11:40.600><c> most</c><00:11:40.839><c> meme</c><00:11:41.160><c> coins</c><00:11:41.519><c> are</c><00:11:42.000><c> like</c>

00:11:42.269 --> 00:11:42.279 align:start position:0%
know um because most meme coins are like
 

00:11:42.279 --> 00:11:45.470 align:start position:0%
know um because most meme coins are like
bad<00:11:42.519><c> memes</c><00:11:43.079><c> generally</c><00:11:44.079><c> uh</c><00:11:44.279><c> and</c><00:11:44.880><c> like</c><00:11:45.160><c> nearly</c>

00:11:45.470 --> 00:11:45.480 align:start position:0%
bad memes generally uh and like nearly
 

00:11:45.480 --> 00:11:48.509 align:start position:0%
bad memes generally uh and like nearly
all<00:11:46.040><c> rugs</c><00:11:47.040><c> um</c><00:11:47.399><c> but</c><00:11:47.560><c> they</c><00:11:47.680><c> could</c><00:11:47.880><c> be</c><00:11:48.040><c> prediction</c>

00:11:48.509 --> 00:11:48.519 align:start position:0%
all rugs um but they could be prediction
 

00:11:48.519 --> 00:11:51.629 align:start position:0%
all rugs um but they could be prediction
markets<00:11:49.519><c> right</c><00:11:49.760><c> if</c><00:11:49.880><c> the</c><00:11:50.079><c> meme</c><00:11:50.639><c> of</c><00:11:50.920><c> Biden</c><00:11:51.360><c> was</c>

00:11:51.629 --> 00:11:51.639 align:start position:0%
markets right if the meme of Biden was
 

00:11:51.639 --> 00:11:53.829 align:start position:0%
markets right if the meme of Biden was
actually<00:11:52.040><c> a</c><00:11:52.240><c> true</c><00:11:52.480><c> meme</c><00:11:52.800><c> of</c><00:11:52.920><c> it</c><00:11:53.040><c> and</c><00:11:53.200><c> not</c><00:11:53.440><c> Geo</c>

00:11:53.829 --> 00:11:53.839 align:start position:0%
actually a true meme of it and not Geo
 

00:11:53.839 --> 00:11:56.550 align:start position:0%
actually a true meme of it and not Geo
bodden<00:11:54.279><c> token</c><00:11:55.120><c> and</c><00:11:55.279><c> its</c><00:11:55.519><c> market</c><00:11:56.000><c> price</c><00:11:56.360><c> was</c>

00:11:56.550 --> 00:11:56.560 align:start position:0%
bodden token and its market price was
 

00:11:56.560 --> 00:11:58.150 align:start position:0%
bodden token and its market price was
reflected<00:11:57.040><c> to</c><00:11:57.240><c> what</c><00:11:57.360><c> was</c><00:11:57.560><c> happening</c><00:11:57.839><c> in</c><00:11:58.000><c> the</c>

00:11:58.150 --> 00:11:58.160 align:start position:0%
reflected to what was happening in the
 

00:11:58.160 --> 00:12:00.710 align:start position:0%
reflected to what was happening in the
relevance<00:11:58.600><c> of</c><00:11:58.760><c> Joe</c><00:11:59.000><c> Biden</c><00:11:59.480><c> over</c><00:11:59.720><c> time</c><00:12:00.440><c> maybe</c>

00:12:00.710 --> 00:12:00.720 align:start position:0%
relevance of Joe Biden over time maybe
 

00:12:00.720 --> 00:12:02.150 align:start position:0%
relevance of Joe Biden over time maybe
it<00:12:00.800><c> would</c><00:12:01.000><c> contain</c><00:12:01.399><c> information</c><00:12:01.920><c> that</c><00:12:02.000><c> would</c>

00:12:02.150 --> 00:12:02.160 align:start position:0%
it would contain information that would
 

00:12:02.160 --> 00:12:04.550 align:start position:0%
it would contain information that would
be<00:12:02.320><c> super</c><00:12:02.600><c> useful</c><00:12:03.480><c> so</c><00:12:03.720><c> actually</c><00:12:04.040><c> we</c><00:12:04.160><c> need</c><00:12:04.440><c> like</c>

00:12:04.550 --> 00:12:04.560 align:start position:0%
be super useful so actually we need like
 

00:12:04.560 --> 00:12:06.509 align:start position:0%
be super useful so actually we need like
an<00:12:04.800><c> infinite</c><00:12:05.240><c> Garden</c><00:12:05.560><c> of</c><00:12:05.760><c> these</c>

00:12:06.509 --> 00:12:06.519 align:start position:0%
an infinite Garden of these
 

00:12:06.519 --> 00:12:09.269 align:start position:0%
an infinite Garden of these
mechanisms<00:12:07.519><c> um</c><00:12:08.079><c> which</c><00:12:08.320><c> yes</c><00:12:08.600><c> this</c><00:12:08.720><c> is</c><00:12:08.920><c> becoming</c>

00:12:09.269 --> 00:12:09.279 align:start position:0%
mechanisms um which yes this is becoming
 

00:12:09.279 --> 00:12:11.230 align:start position:0%
mechanisms um which yes this is becoming
a<00:12:09.440><c> kind</c><00:12:09.560><c> of</c><00:12:09.760><c> like</c><00:12:09.920><c> Zeitgeist</c><00:12:10.639><c> thing</c><00:12:10.959><c> right</c><00:12:11.120><c> I</c>

00:12:11.230 --> 00:12:11.240 align:start position:0%
a kind of like Zeitgeist thing right I
 

00:12:11.240 --> 00:12:12.870 align:start position:0%
a kind of like Zeitgeist thing right I
believe<00:12:11.480><c> in</c><00:12:11.639><c> infinite</c><00:12:12.120><c> games</c><00:12:12.440><c> and</c><00:12:12.639><c> what</c><00:12:12.760><c> we</c>

00:12:12.870 --> 00:12:12.880 align:start position:0%
believe in infinite games and what we
 

00:12:12.880 --> 00:12:15.189 align:start position:0%
believe in infinite games and what we
need<00:12:13.120><c> is</c><00:12:13.519><c> many</c><00:12:13.839><c> many</c><00:12:14.120><c> new</c><00:12:14.360><c> mechanisms</c><00:12:14.920><c> all</c>

00:12:15.189 --> 00:12:15.199 align:start position:0%
need is many many new mechanisms all
 

00:12:15.199 --> 00:12:17.710 align:start position:0%
need is many many new mechanisms all
trying<00:12:15.320><c> to</c><00:12:15.480><c> tackle</c><00:12:15.760><c> these</c><00:12:16.440><c> problems</c><00:12:17.440><c> uh</c><00:12:17.560><c> but</c>

00:12:17.710 --> 00:12:17.720 align:start position:0%
trying to tackle these problems uh but
 

00:12:17.720 --> 00:12:19.430 align:start position:0%
trying to tackle these problems uh but
to<00:12:17.880><c> get</c><00:12:18.040><c> to</c><00:12:18.160><c> that</c><00:12:18.320><c> we</c><00:12:18.399><c> need</c><00:12:18.560><c> to</c><00:12:18.720><c> completely</c><00:12:19.160><c> fix</c>

00:12:19.430 --> 00:12:19.440 align:start position:0%
to get to that we need to completely fix
 

00:12:19.440 --> 00:12:21.069 align:start position:0%
to get to that we need to completely fix
the<00:12:19.560><c> market</c><00:12:19.920><c> structure</c><00:12:20.560><c> now</c><00:12:20.760><c> I</c><00:12:20.839><c> don't</c><00:12:20.959><c> think</c>

00:12:21.069 --> 00:12:21.079 align:start position:0%
the market structure now I don't think
 

00:12:21.079 --> 00:12:22.430 align:start position:0%
the market structure now I don't think
I've<00:12:21.240><c> got</c><00:12:21.440><c> time</c><00:12:21.600><c> to</c><00:12:21.760><c> do</c><00:12:21.920><c> this</c><00:12:22.160><c> because</c><00:12:22.279><c> I</c><00:12:22.320><c> need</c>

00:12:22.430 --> 00:12:22.440 align:start position:0%
I've got time to do this because I need
 

00:12:22.440 --> 00:12:25.189 align:start position:0%
I've got time to do this because I need
to<00:12:22.560><c> talk</c><00:12:22.680><c> about</c><00:12:22.839><c> decentralized</c><00:12:23.560><c> AI</c><00:12:24.560><c> um</c><00:12:25.000><c> but</c>

00:12:25.189 --> 00:12:25.199 align:start position:0%
to talk about decentralized AI um but
 

00:12:25.199 --> 00:12:26.430 align:start position:0%
to talk about decentralized AI um but
basically<00:12:25.600><c> we've</c><00:12:25.760><c> got</c><00:12:25.880><c> a</c><00:12:25.959><c> whole</c><00:12:26.079><c> load</c><00:12:26.279><c> of</c>

00:12:26.430 --> 00:12:26.440 align:start position:0%
basically we've got a whole load of
 

00:12:26.440 --> 00:12:28.430 align:start position:0%
basically we've got a whole load of
problems<00:12:26.720><c> in</c><00:12:26.839><c> the</c><00:12:26.959><c> market</c><00:12:27.320><c> structure</c><00:12:28.199><c> we</c><00:12:28.320><c> need</c>

00:12:28.430 --> 00:12:28.440 align:start position:0%
problems in the market structure we need
 

00:12:28.440 --> 00:12:30.550 align:start position:0%
problems in the market structure we need
to<00:12:28.560><c> stop</c><00:12:28.800><c> thinking</c><00:12:29.279><c> tokens</c><00:12:29.560><c> as</c><00:12:29.800><c> Equity</c><00:12:30.440><c> we</c>

00:12:30.550 --> 00:12:30.560 align:start position:0%
to stop thinking tokens as Equity we
 

00:12:30.560 --> 00:12:32.790 align:start position:0%
to stop thinking tokens as Equity we
need<00:12:30.680><c> to</c><00:12:30.800><c> find</c><00:12:31.000><c> a</c><00:12:31.199><c> line</c><00:12:31.560><c> Capital</c><00:12:32.560><c> uh</c><00:12:32.680><c> and</c>

00:12:32.790 --> 00:12:32.800 align:start position:0%
need to find a line Capital uh and
 

00:12:32.800 --> 00:12:34.189 align:start position:0%
need to find a line Capital uh and
frankly<00:12:33.120><c> the</c><00:12:33.240><c> way</c><00:12:33.360><c> the</c><00:12:33.440><c> market</c><00:12:33.680><c> is</c><00:12:33.800><c> structured</c>

00:12:34.189 --> 00:12:34.199 align:start position:0%
frankly the way the market is structured
 

00:12:34.199 --> 00:12:35.670 align:start position:0%
frankly the way the market is structured
at<00:12:34.279><c> the</c><00:12:34.360><c> moment</c><00:12:34.639><c> keeps</c><00:12:34.920><c> out</c><00:12:35.240><c> not</c><00:12:35.399><c> just</c><00:12:35.519><c> an</c>

00:12:35.670 --> 00:12:35.680 align:start position:0%
at the moment keeps out not just an
 

00:12:35.680 --> 00:12:37.910 align:start position:0%
at the moment keeps out not just an
infinite<00:12:36.079><c> Garden</c><00:12:36.360><c> of</c><00:12:36.560><c> mechanisms</c><00:12:37.160><c> but</c><00:12:37.440><c> any</c>

00:12:37.910 --> 00:12:37.920 align:start position:0%
infinite Garden of mechanisms but any
 

00:12:37.920 --> 00:12:40.990 align:start position:0%
infinite Garden of mechanisms but any
mechanisms<00:12:38.920><c> we</c><00:12:39.040><c> don't</c><00:12:39.240><c> have</c><00:12:39.480><c> any</c><00:12:39.839><c> apps</c><00:12:40.639><c> not</c><00:12:40.880><c> we</c>

00:12:40.990 --> 00:12:41.000 align:start position:0%
mechanisms we don't have any apps not we
 

00:12:41.000 --> 00:12:43.629 align:start position:0%
mechanisms we don't have any apps not we
had<00:12:41.240><c> one</c><00:12:41.519><c> app</c><00:12:41.959><c> that's</c><00:12:42.199><c> done</c><00:12:42.519><c> well</c><00:12:43.279><c> right</c><00:12:43.440><c> so</c>

00:12:43.629 --> 00:12:43.639 align:start position:0%
had one app that's done well right so
 

00:12:43.639 --> 00:12:45.150 align:start position:0%
had one app that's done well right so
the<00:12:43.760><c> market</c><00:12:44.120><c> structure</c><00:12:44.480><c> is</c><00:12:44.680><c> completely</c>

00:12:45.150 --> 00:12:45.160 align:start position:0%
the market structure is completely
 

00:12:45.160 --> 00:12:48.629 align:start position:0%
the market structure is completely
broken<00:12:45.959><c> this</c><00:12:46.079><c> has</c><00:12:46.240><c> annoyed</c><00:12:46.560><c> me</c><00:12:46.800><c> so</c><00:12:47.240><c> much</c><00:12:48.240><c> um</c>

00:12:48.629 --> 00:12:48.639 align:start position:0%
broken this has annoyed me so much um
 

00:12:48.639 --> 00:12:50.310 align:start position:0%
broken this has annoyed me so much um
that<00:12:48.839><c> I'm</c><00:12:48.959><c> trying</c><00:12:49.199><c> to</c><00:12:49.320><c> basically</c><00:12:49.720><c> like</c><00:12:49.880><c> smash</c>

00:12:50.310 --> 00:12:50.320 align:start position:0%
that I'm trying to basically like smash
 

00:12:50.320 --> 00:12:52.670 align:start position:0%
that I'm trying to basically like smash
this<00:12:50.560><c> to</c><00:12:50.800><c> bits</c><00:12:51.279><c> with</c><00:12:51.480><c> a</c><00:12:51.600><c> bunch</c><00:12:51.839><c> of</c><00:12:52.079><c> like</c><00:12:52.240><c> tools</c>

00:12:52.670 --> 00:12:52.680 align:start position:0%
this to bits with a bunch of like tools
 

00:12:52.680 --> 00:12:55.550 align:start position:0%
this to bits with a bunch of like tools
for<00:12:52.959><c> like</c><00:12:53.279><c> opening</c><00:12:53.680><c> up</c><00:12:54.639><c> um</c><00:12:55.000><c> the</c><00:12:55.160><c> market</c>

00:12:55.550 --> 00:12:55.560 align:start position:0%
for like opening up um the market
 

00:12:55.560 --> 00:12:57.949 align:start position:0%
for like opening up um the market
structure<00:12:56.160><c> I</c><00:12:56.360><c> there's</c><00:12:56.600><c> no</c><00:12:56.839><c> reason</c><00:12:57.160><c> to</c><00:12:57.360><c> me</c><00:12:57.680><c> why</c>

00:12:57.949 --> 00:12:57.959 align:start position:0%
structure I there's no reason to me why
 

00:12:57.959 --> 00:13:00.110 align:start position:0%
structure I there's no reason to me why
projects<00:12:58.440><c> can't</c><00:12:58.639><c> be</c><00:12:58.800><c> launched</c><00:12:59.480><c> completely</c>

00:13:00.110 --> 00:13:00.120 align:start position:0%
projects can't be launched completely
 

00:13:00.120 --> 00:13:03.750 align:start position:0%
projects can't be launched completely
onchain<00:13:01.120><c> all</c><00:13:01.279><c> the</c><00:13:01.440><c> way</c><00:13:01.680><c> through</c><00:13:02.760><c> so</c>

00:13:03.750 --> 00:13:03.760 align:start position:0%
onchain all the way through so
 

00:13:03.760 --> 00:13:05.430 align:start position:0%
onchain all the way through so
completely<00:13:04.279><c> decentralized</c><00:13:05.079><c> Capital</c>

00:13:05.430 --> 00:13:05.440 align:start position:0%
completely decentralized Capital
 

00:13:05.440 --> 00:13:06.949 align:start position:0%
completely decentralized Capital
formation<00:13:06.000><c> all</c><00:13:06.120><c> the</c><00:13:06.199><c> way</c><00:13:06.360><c> through</c><00:13:06.480><c> to</c><00:13:06.680><c> token</c>

00:13:06.949 --> 00:13:06.959 align:start position:0%
formation all the way through to token
 

00:13:06.959 --> 00:13:08.910 align:start position:0%
formation all the way through to token
launching<00:13:07.440><c> and</c><00:13:07.839><c> like</c><00:13:08.040><c> not</c><00:13:08.240><c> touching</c><00:13:08.600><c> the</c><00:13:08.720><c> real</c>

00:13:08.910 --> 00:13:08.920 align:start position:0%
launching and like not touching the real
 

00:13:08.920 --> 00:13:10.550 align:start position:0%
launching and like not touching the real
world<00:13:09.199><c> in</c><00:13:09.360><c> any</c><00:13:09.560><c> way</c><00:13:09.760><c> I</c><00:13:09.839><c> don't</c><00:13:10.000><c> see</c><00:13:10.240><c> why</c><00:13:10.399><c> that</c>

00:13:10.550 --> 00:13:10.560 align:start position:0%
world in any way I don't see why that
 

00:13:10.560 --> 00:13:13.350 align:start position:0%
world in any way I don't see why that
can't<00:13:10.880><c> happen</c><00:13:11.880><c> um</c><00:13:12.120><c> this</c><00:13:12.240><c> is</c><00:13:12.360><c> a</c><00:13:12.480><c> bunch</c><00:13:12.680><c> of</c>

00:13:13.350 --> 00:13:13.360 align:start position:0%
can't happen um this is a bunch of
 

00:13:13.360 --> 00:13:15.430 align:start position:0%
can't happen um this is a bunch of
mechanisms<00:13:14.360><c> uh</c><00:13:14.519><c> that</c><00:13:14.639><c> I</c><00:13:14.800><c> made</c><00:13:15.000><c> for</c><00:13:15.240><c> these</c>

00:13:15.430 --> 00:13:15.440 align:start position:0%
mechanisms uh that I made for these
 

00:13:15.440 --> 00:13:18.629 align:start position:0%
mechanisms uh that I made for these
things<00:13:16.320><c> this</c><00:13:16.399><c> one's</c><00:13:16.720><c> quite</c><00:13:17.040><c> fun</c><00:13:18.040><c> um</c><00:13:18.320><c> and</c><00:13:18.519><c> that</c>

00:13:18.629 --> 00:13:18.639 align:start position:0%
things this one's quite fun um and that
 

00:13:18.639 --> 00:13:23.030 align:start position:0%
things this one's quite fun um and that
one<00:13:19.519><c> um</c><00:13:20.160><c> but</c><00:13:20.760><c> yeah</c><00:13:21.760><c> I'm</c><00:13:21.880><c> going</c><00:13:21.959><c> to</c><00:13:22.440><c> Swit</c><00:13:22.800><c> on</c><00:13:22.920><c> but</c>

00:13:23.030 --> 00:13:23.040 align:start position:0%
one um but yeah I'm going to Swit on but
 

00:13:23.040 --> 00:13:24.670 align:start position:0%
one um but yeah I'm going to Swit on but
if<00:13:23.199><c> you're</c><00:13:23.320><c> interested</c><00:13:23.639><c> in</c><00:13:23.920><c> like</c><00:13:24.120><c> mechanisms</c>

00:13:24.670 --> 00:13:24.680 align:start position:0%
if you're interested in like mechanisms
 

00:13:24.680 --> 00:13:26.829 align:start position:0%
if you're interested in like mechanisms
and<00:13:24.880><c> how</c><00:13:25.000><c> to</c><00:13:25.199><c> like</c><00:13:25.399><c> break</c><00:13:26.040><c> uh</c><00:13:26.199><c> apart</c><00:13:26.560><c> this</c><00:13:26.720><c> kind</c>

00:13:26.829 --> 00:13:26.839 align:start position:0%
and how to like break uh apart this kind
 

00:13:26.839 --> 00:13:29.389 align:start position:0%
and how to like break uh apart this kind
of<00:13:27.079><c> like</c><00:13:27.320><c> Market</c><00:13:27.720><c> structure</c><00:13:28.720><c> uh</c><00:13:28.839><c> join</c><00:13:29.120><c> joers</c>

00:13:29.389 --> 00:13:29.399 align:start position:0%
of like Market structure uh join joers
 

00:13:29.399 --> 00:13:31.509 align:start position:0%
of like Market structure uh join joers
in<00:13:29.560><c> that</c><00:13:29.720><c> group</c><00:13:30.600><c> uh</c><00:13:30.720><c> I'll</c><00:13:30.839><c> be</c><00:13:30.959><c> going</c><00:13:31.240><c> through</c>

00:13:31.509 --> 00:13:31.519 align:start position:0%
in that group uh I'll be going through
 

00:13:31.519 --> 00:13:33.470 align:start position:0%
in that group uh I'll be going through
kind<00:13:31.639><c> of</c><00:13:31.839><c> a</c><00:13:32.000><c> range</c><00:13:32.279><c> of</c><00:13:32.480><c> mechanisms</c><00:13:32.959><c> for</c><00:13:33.160><c> how</c><00:13:33.399><c> we</c>

00:13:33.470 --> 00:13:33.480 align:start position:0%
kind of a range of mechanisms for how we
 

00:13:33.480 --> 00:13:34.750 align:start position:0%
kind of a range of mechanisms for how we
can<00:13:33.600><c> do</c><00:13:33.839><c> this</c>

00:13:34.750 --> 00:13:34.760 align:start position:0%
can do this
 

00:13:34.760 --> 00:13:37.629 align:start position:0%
can do this
stuff<00:13:35.760><c> um</c><00:13:36.600><c> now</c><00:13:36.720><c> I've</c><00:13:36.839><c> got</c><00:13:37.000><c> about</c><00:13:37.199><c> five</c><00:13:37.399><c> six</c>

00:13:37.629 --> 00:13:37.639 align:start position:0%
stuff um now I've got about five six
 

00:13:37.639 --> 00:13:40.670 align:start position:0%
stuff um now I've got about five six
minutes<00:13:37.959><c> to</c><00:13:38.279><c> to</c><00:13:38.440><c> talk</c><00:13:38.639><c> about</c><00:13:39.279><c> AI</c><00:13:40.279><c> uh</c><00:13:40.440><c> this</c><00:13:40.560><c> is</c>

00:13:40.670 --> 00:13:40.680 align:start position:0%
minutes to to talk about AI uh this is
 

00:13:40.680 --> 00:13:42.470 align:start position:0%
minutes to to talk about AI uh this is
something<00:13:41.040><c> I</c><00:13:41.199><c> believe</c><00:13:41.760><c> knowledge</c><00:13:42.160><c> is</c><00:13:42.320><c> the</c>

00:13:42.470 --> 00:13:42.480 align:start position:0%
something I believe knowledge is the
 

00:13:42.480 --> 00:13:45.310 align:start position:0%
something I believe knowledge is the
most<00:13:42.720><c> important</c><00:13:43.279><c> commodity</c><00:13:44.279><c> on</c><00:13:44.480><c> the</c>

00:13:45.310 --> 00:13:45.320 align:start position:0%
most important commodity on the
 

00:13:45.320 --> 00:13:48.430 align:start position:0%
most important commodity on the
planet<00:13:46.320><c> um</c><00:13:47.120><c> and</c><00:13:47.399><c> the</c><00:13:47.519><c> sort</c><00:13:47.680><c> of</c><00:13:47.880><c> project</c><00:13:48.240><c> that</c>

00:13:48.430 --> 00:13:48.440 align:start position:0%
planet um and the sort of project that
 

00:13:48.440 --> 00:13:52.269 align:start position:0%
planet um and the sort of project that
I'm<00:13:48.639><c> interested</c><00:13:49.000><c> in</c><00:13:49.160><c> working</c><00:13:49.480><c> on</c><00:13:49.959><c> next</c><00:13:50.959><c> um</c><00:13:51.759><c> is</c>

00:13:52.269 --> 00:13:52.279 align:start position:0%
I'm interested in working on next um is
 

00:13:52.279 --> 00:13:55.030 align:start position:0%
I'm interested in working on next um is
called<00:13:53.079><c> fact</c><00:13:54.079><c> um</c><00:13:54.279><c> and</c><00:13:54.399><c> I'm</c><00:13:54.560><c> interested</c><00:13:54.920><c> in</c>

00:13:55.030 --> 00:13:55.040 align:start position:0%
called fact um and I'm interested in
 

00:13:55.040 --> 00:13:56.910 align:start position:0%
called fact um and I'm interested in
Building<00:13:55.440><c> Systems</c><00:13:55.880><c> about</c><00:13:56.160><c> the</c><00:13:56.279><c> deliberation</c>

00:13:56.910 --> 00:13:56.920 align:start position:0%
Building Systems about the deliberation
 

00:13:56.920 --> 00:13:59.670 align:start position:0%
Building Systems about the deliberation
of<00:13:57.320><c> Truth</c><00:13:58.320><c> um</c><00:13:58.480><c> and</c><00:13:58.639><c> how</c><00:13:58.759><c> we</c><00:13:59.120><c> might</c><00:13:59.279><c> go</c><00:13:59.399><c> about</c>

00:13:59.670 --> 00:13:59.680 align:start position:0%
of Truth um and how we might go about
 

00:13:59.680 --> 00:14:02.350 align:start position:0%
of Truth um and how we might go about
doing<00:14:00.000><c> that</c><00:14:00.880><c> so</c><00:14:01.040><c> the</c><00:14:01.160><c> mechanism</c><00:14:01.639><c> I</c><00:14:01.720><c> mentioned</c>

00:14:02.350 --> 00:14:02.360 align:start position:0%
doing that so the mechanism I mentioned
 

00:14:02.360 --> 00:14:05.910 align:start position:0%
doing that so the mechanism I mentioned
earlier<00:14:03.360><c> um</c><00:14:04.160><c> is</c><00:14:05.040><c> a</c><00:14:05.120><c> slightly</c><00:14:05.440><c> more</c><00:14:05.560><c> broader</c>

00:14:05.910 --> 00:14:05.920 align:start position:0%
earlier um is a slightly more broader
 

00:14:05.920 --> 00:14:07.430 align:start position:0%
earlier um is a slightly more broader
mechanism<00:14:06.320><c> I</c><00:14:06.440><c> consider</c><00:14:06.720><c> it</c><00:14:06.800><c> a</c><00:14:06.880><c> kind</c><00:14:07.000><c> of</c><00:14:07.160><c> core</c>

00:14:07.430 --> 00:14:07.440 align:start position:0%
mechanism I consider it a kind of core
 

00:14:07.440 --> 00:14:10.189 align:start position:0%
mechanism I consider it a kind of core
primitive<00:14:08.160><c> in</c><00:14:08.440><c> in</c><00:14:08.600><c> my</c><00:14:08.800><c> sort</c><00:14:08.959><c> of</c><00:14:09.120><c> design</c><00:14:09.480><c> space</c>

00:14:10.189 --> 00:14:10.199 align:start position:0%
primitive in in my sort of design space
 

00:14:10.199 --> 00:14:11.629 align:start position:0%
primitive in in my sort of design space
and<00:14:10.360><c> essentially</c><00:14:10.839><c> I</c><00:14:11.000><c> call</c><00:14:11.120><c> it</c><00:14:11.240><c> semantic</c>

00:14:11.629 --> 00:14:11.639 align:start position:0%
and essentially I call it semantic
 

00:14:11.639 --> 00:14:13.389 align:start position:0%
and essentially I call it semantic
ballot<00:14:11.959><c> voting</c><00:14:12.519><c> essentially</c><00:14:12.880><c> you</c><00:14:13.040><c> have</c><00:14:13.279><c> like</c>

00:14:13.389 --> 00:14:13.399 align:start position:0%
ballot voting essentially you have like
 

00:14:13.399 --> 00:14:16.230 align:start position:0%
ballot voting essentially you have like
a<00:14:13.519><c> list</c><00:14:13.720><c> of</c><00:14:13.920><c> tags</c><00:14:14.360><c> anyone</c><00:14:14.680><c> can</c><00:14:14.920><c> s</c><00:14:15.519><c> uh</c><00:14:15.639><c> put</c><00:14:15.800><c> a</c><00:14:15.959><c> tag</c>

00:14:16.230 --> 00:14:16.240 align:start position:0%
a list of tags anyone can s uh put a tag
 

00:14:16.240 --> 00:14:19.910 align:start position:0%
a list of tags anyone can s uh put a tag
that's<00:14:16.399><c> a</c><00:14:16.519><c> meme</c><00:14:17.399><c> it's</c><00:14:17.720><c> a</c><00:14:18.720><c> uh</c><00:14:19.040><c> unit</c><00:14:19.360><c> of</c><00:14:19.519><c> meaning</c>

00:14:19.910 --> 00:14:19.920 align:start position:0%
that's a meme it's a uh unit of meaning
 

00:14:19.920 --> 00:14:22.670 align:start position:0%
that's a meme it's a uh unit of meaning
it's<00:14:20.040><c> an</c><00:14:20.639><c> ontology</c><00:14:21.639><c> um</c><00:14:21.959><c> it's</c><00:14:22.240><c> it's</c><00:14:22.399><c> whatever</c>

00:14:22.670 --> 00:14:22.680 align:start position:0%
it's an ontology um it's it's whatever
 

00:14:22.680 --> 00:14:25.030 align:start position:0%
it's an ontology um it's it's whatever
you<00:14:22.800><c> want</c><00:14:22.959><c> it</c><00:14:23.120><c> to</c><00:14:23.240><c> be</c><00:14:23.720><c> could</c><00:14:23.880><c> be</c><00:14:24.000><c> a</c><00:14:24.199><c> proposal</c><00:14:24.920><c> it</c>

00:14:25.030 --> 00:14:25.040 align:start position:0%
you want it to be could be a proposal it
 

00:14:25.040 --> 00:14:27.910 align:start position:0%
you want it to be could be a proposal it
goes<00:14:25.279><c> into</c><00:14:25.519><c> a</c><00:14:25.720><c> list</c><00:14:26.240><c> hence</c><00:14:26.440><c> a</c><00:14:26.639><c> ballot</c><00:14:27.639><c> and</c><00:14:27.800><c> then</c>

00:14:27.910 --> 00:14:27.920 align:start position:0%
goes into a list hence a ballot and then
 

00:14:27.920 --> 00:14:31.389 align:start position:0%
goes into a list hence a ballot and then
you<00:14:28.240><c> vote</c><00:14:28.560><c> on</c><00:14:28.680><c> it</c><00:14:29.120><c> to</c><00:14:29.240><c> sort</c><00:14:29.480><c> it</c><00:14:29.680><c> by</c><00:14:30.399><c> preference</c>

00:14:31.389 --> 00:14:31.399 align:start position:0%
you vote on it to sort it by preference
 

00:14:31.399 --> 00:14:33.150 align:start position:0%
you vote on it to sort it by preference
um<00:14:31.639><c> and</c><00:14:31.759><c> then</c><00:14:31.920><c> essentially</c><00:14:32.480><c> that</c><00:14:32.680><c> allows</c><00:14:33.000><c> you</c>

00:14:33.150 --> 00:14:33.160 align:start position:0%
um and then essentially that allows you
 

00:14:33.160 --> 00:14:35.470 align:start position:0%
um and then essentially that allows you
to<00:14:33.440><c> aggregate</c><00:14:33.959><c> the</c><00:14:34.160><c> preference</c><00:14:34.759><c> of</c><00:14:34.920><c> meaning</c>

00:14:35.470 --> 00:14:35.480 align:start position:0%
to aggregate the preference of meaning
 

00:14:35.480 --> 00:14:36.829 align:start position:0%
to aggregate the preference of meaning
across<00:14:35.800><c> many</c>

00:14:36.829 --> 00:14:36.839 align:start position:0%
across many
 

00:14:36.839 --> 00:14:38.590 align:start position:0%
across many
participants<00:14:37.839><c> um</c><00:14:37.959><c> but</c><00:14:38.079><c> the</c><00:14:38.199><c> interesting</c>

00:14:38.590 --> 00:14:38.600 align:start position:0%
participants um but the interesting
 

00:14:38.600 --> 00:14:40.470 align:start position:0%
participants um but the interesting
thing<00:14:38.839><c> is</c><00:14:39.040><c> is</c><00:14:39.240><c> if</c><00:14:39.360><c> you</c><00:14:39.519><c> give</c><00:14:39.759><c> those</c><00:14:39.959><c> people</c><00:14:40.199><c> an</c>

00:14:40.470 --> 00:14:40.480 align:start position:0%
thing is is if you give those people an
 

00:14:40.480 --> 00:14:43.670 align:start position:0%
thing is is if you give those people an
AI<00:14:40.920><c> now</c><00:14:41.440><c> to</c><00:14:41.639><c> now</c><00:14:41.880><c> talk</c><00:14:42.160><c> about</c><00:14:42.480><c> those</c><00:14:42.720><c> hashtags</c>

00:14:43.670 --> 00:14:43.680 align:start position:0%
AI now to now talk about those hashtags
 

00:14:43.680 --> 00:14:46.350 align:start position:0%
AI now to now talk about those hashtags
you<00:14:43.880><c> generate</c><00:14:44.240><c> a</c><00:14:44.519><c> really</c><00:14:44.759><c> complex</c><00:14:45.320><c> data</c><00:14:45.680><c> set</c>

00:14:46.350 --> 00:14:46.360 align:start position:0%
you generate a really complex data set
 

00:14:46.360 --> 00:14:48.189 align:start position:0%
you generate a really complex data set
which<00:14:46.519><c> is</c><00:14:46.839><c> actually</c><00:14:47.079><c> a</c><00:14:47.240><c> kind</c><00:14:47.360><c> of</c><00:14:47.560><c> semantic</c>

00:14:48.189 --> 00:14:48.199 align:start position:0%
which is actually a kind of semantic
 

00:14:48.199 --> 00:14:52.030 align:start position:0%
which is actually a kind of semantic
graph<00:14:48.920><c> and</c><00:14:49.079><c> the</c><00:14:49.199><c> mind</c><00:14:49.519><c> of</c><00:14:49.639><c> a</c><00:14:50.240><c> da</c><00:14:51.240><c> um</c><00:14:51.759><c> this</c><00:14:51.880><c> is</c>

00:14:52.030 --> 00:14:52.040 align:start position:0%
graph and the mind of a da um this is
 

00:14:52.040 --> 00:14:54.470 align:start position:0%
graph and the mind of a da um this is
like<00:14:52.240><c> Wikipedia</c><00:14:52.839><c> for</c><00:14:53.120><c> AIS</c><00:14:53.959><c> right</c><00:14:54.120><c> it's</c><00:14:54.279><c> a</c>

00:14:54.470 --> 00:14:54.480 align:start position:0%
like Wikipedia for AIS right it's a
 

00:14:54.480 --> 00:14:56.430 align:start position:0%
like Wikipedia for AIS right it's a
complete<00:14:54.959><c> mess</c><00:14:55.279><c> no</c><00:14:55.519><c> human</c><00:14:55.839><c> could</c><00:14:55.959><c> be</c><00:14:56.079><c> able</c><00:14:56.279><c> to</c>

00:14:56.430 --> 00:14:56.440 align:start position:0%
complete mess no human could be able to
 

00:14:56.440 --> 00:14:58.629 align:start position:0%
complete mess no human could be able to
read<00:14:56.639><c> it</c><00:14:56.839><c> but</c><00:14:56.959><c> it's</c><00:14:57.199><c> absolutely</c><00:14:57.720><c> lovely</c><00:14:58.120><c> for</c>

00:14:58.629 --> 00:14:58.639 align:start position:0%
read it but it's absolutely lovely for
 

00:14:58.639 --> 00:15:00.550 align:start position:0%
read it but it's absolutely lovely for
LL

00:15:00.550 --> 00:15:00.560 align:start position:0%
LL
 

00:15:00.560 --> 00:15:05.350 align:start position:0%
LL
um<00:15:00.880><c> so</c><00:15:01.120><c> now</c><00:15:01.399><c> if</c><00:15:01.480><c> you</c><00:15:01.720><c> just</c><00:15:01.959><c> imagine</c><00:15:02.720><c> a</c><00:15:03.440><c> da</c><00:15:04.440><c> um</c>

00:15:05.350 --> 00:15:05.360 align:start position:0%
um so now if you just imagine a da um
 

00:15:05.360 --> 00:15:08.710 align:start position:0%
um so now if you just imagine a da um
like<00:15:05.720><c> a</c><00:15:05.920><c> good</c><00:15:06.120><c> one</c><00:15:06.920><c> uh</c><00:15:07.120><c> nice</c><00:15:07.320><c> and</c><00:15:07.519><c> simple</c><00:15:08.399><c> u</c><00:15:08.560><c> a</c>

00:15:08.710 --> 00:15:08.720 align:start position:0%
like a good one uh nice and simple u a
 

00:15:08.720 --> 00:15:11.790 align:start position:0%
like a good one uh nice and simple u a
community<00:15:09.160><c> of</c><00:15:09.399><c> people</c><00:15:10.399><c> um</c><00:15:10.560><c> it's</c><00:15:10.720><c> token</c><00:15:11.120><c> gated</c>

00:15:11.790 --> 00:15:11.800 align:start position:0%
community of people um it's token gated
 

00:15:11.800 --> 00:15:13.629 align:start position:0%
community of people um it's token gated
you<00:15:11.920><c> can</c><00:15:12.079><c> only</c><00:15:12.320><c> see</c><00:15:12.639><c> what's</c><00:15:12.920><c> inside</c><00:15:13.360><c> if</c><00:15:13.440><c> you're</c>

00:15:13.629 --> 00:15:13.639 align:start position:0%
you can only see what's inside if you're
 

00:15:13.639 --> 00:15:17.150 align:start position:0%
you can only see what's inside if you're
in<00:15:13.800><c> it</c><00:15:14.639><c> um</c><00:15:15.040><c> it's</c><00:15:15.240><c> Sovereign</c><00:15:16.160><c> it's</c>

00:15:17.150 --> 00:15:17.160 align:start position:0%
in it um it's Sovereign it's
 

00:15:17.160 --> 00:15:19.509 align:start position:0%
in it um it's Sovereign it's
decentralized<00:15:18.160><c> um</c><00:15:18.480><c> it's</c><00:15:18.800><c> social</c><00:15:19.240><c> and</c>

00:15:19.509 --> 00:15:19.519 align:start position:0%
decentralized um it's social and
 

00:15:19.519 --> 00:15:22.509 align:start position:0%
decentralized um it's social and
consensus<00:15:20.199><c> driven</c><00:15:21.199><c> um</c><00:15:21.320><c> it's</c><00:15:21.440><c> a</c><00:15:21.680><c> community</c><00:15:22.199><c> of</c>

00:15:22.509 --> 00:15:22.519 align:start position:0%
consensus driven um it's a community of
 

00:15:22.519 --> 00:15:25.310 align:start position:0%
consensus driven um it's a community of
people<00:15:23.519><c> and</c><00:15:23.639><c> they're</c><00:15:23.800><c> all</c><00:15:24.120><c> equipped</c><00:15:25.040><c> with</c>

00:15:25.310 --> 00:15:25.320 align:start position:0%
people and they're all equipped with
 

00:15:25.320 --> 00:15:27.910 align:start position:0%
people and they're all equipped with
tools<00:15:26.079><c> to</c><00:15:26.320><c> govern</c><00:15:26.600><c> an</c><00:15:26.800><c> AI</c><00:15:27.240><c> many</c><00:15:27.399><c> of</c><00:15:27.519><c> the</c><00:15:27.639><c> tools</c>

00:15:27.910 --> 00:15:27.920 align:start position:0%
tools to govern an AI many of the tools
 

00:15:27.920 --> 00:15:29.509 align:start position:0%
tools to govern an AI many of the tools
I<00:15:28.040><c> was</c><00:15:28.199><c> just</c><00:15:28.319><c> talking</c><00:15:28.680><c> about</c>

00:15:29.509 --> 00:15:29.519 align:start position:0%
I was just talking about
 

00:15:29.519 --> 00:15:32.710 align:start position:0%
I was just talking about
uh<00:15:29.639><c> and</c><00:15:29.920><c> each</c><00:15:30.279><c> other</c><00:15:31.279><c> right</c><00:15:31.600><c> so</c><00:15:32.199><c> they</c><00:15:32.440><c> are</c>

00:15:32.710 --> 00:15:32.720 align:start position:0%
uh and each other right so they are
 

00:15:32.720 --> 00:15:34.230 align:start position:0%
uh and each other right so they are
basically<00:15:33.199><c> in</c><00:15:33.360><c> a</c><00:15:33.560><c> group</c><00:15:33.920><c> and</c><00:15:34.040><c> they're</c>

00:15:34.230 --> 00:15:34.240 align:start position:0%
basically in a group and they're
 

00:15:34.240 --> 00:15:37.110 align:start position:0%
basically in a group and they're
governing<00:15:35.000><c> a</c><00:15:35.160><c> model</c><00:15:35.680><c> together</c><00:15:36.319><c> so</c><00:15:36.639><c> not</c><00:15:36.959><c> one</c>

00:15:37.110 --> 00:15:37.120 align:start position:0%
governing a model together so not one
 

00:15:37.120 --> 00:15:39.829 align:start position:0%
governing a model together so not one
that<00:15:37.240><c> Sam's</c><00:15:37.680><c> governing</c><00:15:38.480><c> one</c><00:15:38.720><c> that</c><00:15:39.040><c> that</c><00:15:39.279><c> group</c>

00:15:39.829 --> 00:15:39.839 align:start position:0%
that Sam's governing one that that group
 

00:15:39.839 --> 00:15:43.389 align:start position:0%
that Sam's governing one that that group
is<00:15:40.040><c> governing</c><00:15:40.600><c> on</c><00:15:40.800><c> a</c><00:15:41.600><c> topic</c><00:15:42.600><c> um</c><00:15:42.759><c> and</c><00:15:42.880><c> in</c><00:15:43.079><c> this</c>

00:15:43.389 --> 00:15:43.399 align:start position:0%
is governing on a topic um and in this
 

00:15:43.399 --> 00:15:46.430 align:start position:0%
is governing on a topic um and in this
group<00:15:44.399><c> um</c><00:15:45.120><c> those</c><00:15:45.360><c> people</c><00:15:45.639><c> are</c><00:15:45.800><c> basically</c><00:15:46.199><c> just</c>

00:15:46.430 --> 00:15:46.440 align:start position:0%
group um those people are basically just
 

00:15:46.440 --> 00:15:48.110 align:start position:0%
group um those people are basically just
chatting<00:15:46.959><c> they're</c><00:15:47.199><c> curating</c><00:15:47.920><c> they're</c>

00:15:48.110 --> 00:15:48.120 align:start position:0%
chatting they're curating they're
 

00:15:48.120 --> 00:15:51.309 align:start position:0%
chatting they're curating they're
governing<00:15:48.839><c> and</c><00:15:49.040><c> all</c><00:15:49.199><c> of</c><00:15:49.440><c> that</c><00:15:49.639><c> is</c><00:15:49.920><c> their</c><00:15:50.319><c> data</c>

00:15:51.309 --> 00:15:51.319 align:start position:0%
governing and all of that is their data
 

00:15:51.319 --> 00:15:54.110 align:start position:0%
governing and all of that is their data
they<00:15:51.440><c> own</c><00:15:51.720><c> it</c><00:15:52.199><c> they</c><00:15:52.360><c> control</c><00:15:52.800><c> it</c><00:15:53.680><c> uh</c><00:15:53.839><c> and</c><00:15:54.000><c> they</c>

00:15:54.110 --> 00:15:54.120 align:start position:0%
they own it they control it uh and they
 

00:15:54.120 --> 00:15:56.350 align:start position:0%
they own it they control it uh and they
can<00:15:54.360><c> monetize</c><00:15:54.839><c> it</c><00:15:55.040><c> if</c><00:15:55.199><c> they</c><00:15:55.360><c> want</c><00:15:56.199><c> but</c>

00:15:56.350 --> 00:15:56.360 align:start position:0%
can monetize it if they want but
 

00:15:56.360 --> 00:15:57.829 align:start position:0%
can monetize it if they want but
essentially<00:15:56.880><c> what</c><00:15:57.040><c> they</c><00:15:57.240><c> what</c><00:15:57.360><c> they</c><00:15:57.480><c> can</c><00:15:57.639><c> do</c>

00:15:57.829 --> 00:15:57.839 align:start position:0%
essentially what they what they can do
 

00:15:57.839 --> 00:16:00.550 align:start position:0%
essentially what they what they can do
is<00:15:58.000><c> then</c><00:15:58.160><c> leverage</c><00:15:58.480><c> an</c><00:15:58.639><c> AI</c><00:15:59.199><c> system</c><00:15:59.959><c> to</c><00:16:00.160><c> create</c>

00:16:00.550 --> 00:16:00.560 align:start position:0%
is then leverage an AI system to create
 

00:16:00.560 --> 00:16:02.470 align:start position:0%
is then leverage an AI system to create
something<00:16:00.880><c> that's</c><00:16:01.079><c> a</c><00:16:01.240><c> bit</c><00:16:01.480><c> like</c><00:16:01.600><c> a</c><00:16:01.800><c> hybrid</c><00:16:02.199><c> of</c>

00:16:02.470 --> 00:16:02.480 align:start position:0%
something that's a bit like a hybrid of
 

00:16:02.480 --> 00:16:04.949 align:start position:0%
something that's a bit like a hybrid of
like<00:16:02.680><c> Reddit</c><00:16:03.079><c> and</c><00:16:03.279><c> Community</c><00:16:03.759><c> notes</c><00:16:04.720><c> right</c>

00:16:04.949 --> 00:16:04.959 align:start position:0%
like Reddit and Community notes right
 

00:16:04.959 --> 00:16:07.269 align:start position:0%
like Reddit and Community notes right
but<00:16:05.160><c> in</c><00:16:05.360><c> that</c><00:16:05.680><c> specific</c><00:16:06.240><c> topic</c><00:16:07.079><c> so</c>

00:16:07.269 --> 00:16:07.279 align:start position:0%
but in that specific topic so
 

00:16:07.279 --> 00:16:10.350 align:start position:0%
but in that specific topic so
mimetically<00:16:08.040><c> anchored</c><00:16:08.560><c> in</c><00:16:08.720><c> an</c><00:16:09.240><c> ontology</c><00:16:10.240><c> uh</c>

00:16:10.350 --> 00:16:10.360 align:start position:0%
mimetically anchored in an ontology uh
 

00:16:10.360 --> 00:16:11.990 align:start position:0%
mimetically anchored in an ontology uh
and<00:16:10.480><c> what</c><00:16:10.560><c> they're</c><00:16:10.759><c> engaging</c><00:16:11.279><c> is</c><00:16:11.560><c> is</c><00:16:11.680><c> a</c><00:16:11.880><c> kind</c>

00:16:11.990 --> 00:16:12.000 align:start position:0%
and what they're engaging is is a kind
 

00:16:12.000 --> 00:16:15.150 align:start position:0%
and what they're engaging is is a kind
of<00:16:12.279><c> like</c><00:16:12.600><c> what</c><00:16:12.759><c> I</c><00:16:12.920><c> call</c><00:16:13.279><c> semantic</c><00:16:14.160><c> governance</c>

00:16:15.150 --> 00:16:15.160 align:start position:0%
of like what I call semantic governance
 

00:16:15.160 --> 00:16:18.790 align:start position:0%
of like what I call semantic governance
which<00:16:15.399><c> is</c><00:16:16.240><c> um</c><00:16:16.600><c> essentially</c><00:16:17.279><c> debating</c>

00:16:18.790 --> 00:16:18.800 align:start position:0%
which is um essentially debating
 

00:16:18.800 --> 00:16:21.110 align:start position:0%
which is um essentially debating
meaning<00:16:19.800><c> um</c><00:16:20.120><c> so</c><00:16:20.440><c> I</c><00:16:20.519><c> think</c><00:16:20.759><c> this</c><00:16:20.839><c> is</c>

00:16:21.110 --> 00:16:21.120 align:start position:0%
meaning um so I think this is
 

00:16:21.120 --> 00:16:23.110 align:start position:0%
meaning um so I think this is
potentially<00:16:21.519><c> a</c><00:16:21.639><c> new</c><00:16:21.880><c> kind</c><00:16:22.040><c> of</c><00:16:22.240><c> name</c>

00:16:23.110 --> 00:16:23.120 align:start position:0%
potentially a new kind of name
 

00:16:23.120 --> 00:16:25.230 align:start position:0%
potentially a new kind of name
space<00:16:24.120><c> uh</c><00:16:24.279><c> where</c><00:16:24.399><c> we</c><00:16:24.560><c> kind</c><00:16:24.680><c> of</c><00:16:24.800><c> build</c><00:16:25.079><c> this</c>

00:16:25.230 --> 00:16:25.240 align:start position:0%
space uh where we kind of build this
 

00:16:25.240 --> 00:16:27.710 align:start position:0%
space uh where we kind of build this
kind<00:16:25.360><c> of</c><00:16:25.519><c> like</c><00:16:25.759><c> conceptual</c><00:16:26.519><c> playground</c><00:16:27.519><c> where</c>

00:16:27.710 --> 00:16:27.720 align:start position:0%
kind of like conceptual playground where
 

00:16:27.720 --> 00:16:30.629 align:start position:0%
kind of like conceptual playground where
people<00:16:28.000><c> can</c><00:16:28.279><c> connect</c><00:16:28.680><c> it</c><00:16:29.120><c> with</c><00:16:29.360><c> other</c><00:16:30.240><c> bits</c><00:16:30.480><c> of</c>

00:16:30.629 --> 00:16:30.639 align:start position:0%
people can connect it with other bits of
 

00:16:30.639 --> 00:16:33.550 align:start position:0%
people can connect it with other bits of
meaning<00:16:31.120><c> and</c><00:16:31.240><c> you</c><00:16:31.399><c> create</c><00:16:31.720><c> a</c><00:16:32.199><c> network</c><00:16:33.199><c> uh</c><00:16:33.319><c> so</c>

00:16:33.550 --> 00:16:33.560 align:start position:0%
meaning and you create a network uh so
 

00:16:33.560 --> 00:16:35.470 align:start position:0%
meaning and you create a network uh so
each<00:16:33.720><c> of</c><00:16:34.040><c> like</c><00:16:34.199><c> these</c><00:16:34.440><c> semantic</c><00:16:34.920><c> nodes</c>

00:16:35.470 --> 00:16:35.480 align:start position:0%
each of like these semantic nodes
 

00:16:35.480 --> 00:16:38.389 align:start position:0%
each of like these semantic nodes
represents<00:16:35.959><c> a</c><00:16:36.160><c> unit</c><00:16:36.480><c> of</c><00:16:36.920><c> meaning</c><00:16:37.920><c> um</c><00:16:38.160><c> and</c><00:16:38.279><c> then</c>

00:16:38.389 --> 00:16:38.399 align:start position:0%
represents a unit of meaning um and then
 

00:16:38.399 --> 00:16:39.910 align:start position:0%
represents a unit of meaning um and then
we<00:16:38.519><c> can</c><00:16:38.680><c> use</c><00:16:38.920><c> this</c><00:16:39.040><c> is</c><00:16:39.199><c> this</c><00:16:39.399><c> actually</c><00:16:39.600><c> a</c><00:16:39.720><c> great</c>

00:16:39.910 --> 00:16:39.920 align:start position:0%
we can use this is this actually a great
 

00:16:39.920 --> 00:16:41.550 align:start position:0%
we can use this is this actually a great
governance<00:16:40.319><c> mechanisms</c><00:16:40.800><c> for</c><00:16:40.959><c> Dows</c><00:16:41.360><c> by</c><00:16:41.480><c> the</c>

00:16:41.550 --> 00:16:41.560 align:start position:0%
governance mechanisms for Dows by the
 

00:16:41.560 --> 00:16:44.309 align:start position:0%
governance mechanisms for Dows by the
way<00:16:42.560><c> um</c><00:16:42.839><c> because</c><00:16:43.079><c> Dows</c><00:16:43.480><c> typically</c><00:16:43.880><c> have</c><00:16:44.079><c> this</c>

00:16:44.309 --> 00:16:44.319 align:start position:0%
way um because Dows typically have this
 

00:16:44.319 --> 00:16:46.470 align:start position:0%
way um because Dows typically have this
perfect<00:16:44.720><c> open</c><00:16:45.120><c> scope</c><00:16:45.480><c> decision</c><00:16:45.880><c> making</c><00:16:46.279><c> where</c>

00:16:46.470 --> 00:16:46.480 align:start position:0%
perfect open scope decision making where
 

00:16:46.480 --> 00:16:48.069 align:start position:0%
perfect open scope decision making where
anyone<00:16:46.839><c> can</c><00:16:47.000><c> make</c><00:16:47.160><c> a</c><00:16:47.360><c> proposal</c><00:16:47.759><c> about</c>

00:16:48.069 --> 00:16:48.079 align:start position:0%
anyone can make a proposal about
 

00:16:48.079 --> 00:16:49.790 align:start position:0%
anyone can make a proposal about
absolutely<00:16:48.600><c> anything</c><00:16:49.000><c> which</c><00:16:49.199><c> doesn't</c><00:16:49.600><c> happen</c>

00:16:49.790 --> 00:16:49.800 align:start position:0%
absolutely anything which doesn't happen
 

00:16:49.800 --> 00:16:50.790 align:start position:0%
absolutely anything which doesn't happen
in

00:16:50.790 --> 00:16:50.800 align:start position:0%
in
 

00:16:50.800 --> 00:16:52.990 align:start position:0%
in
organizations<00:16:51.800><c> uh</c><00:16:51.959><c> organizations</c><00:16:52.639><c> have</c><00:16:52.759><c> a</c>

00:16:52.990 --> 00:16:53.000 align:start position:0%
organizations uh organizations have a
 

00:16:53.000 --> 00:16:54.870 align:start position:0%
organizations uh organizations have a
scope<00:16:53.680><c> and</c><00:16:53.839><c> they</c><00:16:54.000><c> bound</c><00:16:54.319><c> their</c><00:16:54.519><c> decision-</c>

00:16:54.870 --> 00:16:54.880 align:start position:0%
scope and they bound their decision-
 

00:16:54.880 --> 00:16:56.670 align:start position:0%
scope and they bound their decision-
making<00:16:55.160><c> to</c><00:16:55.440><c> particular</c><00:16:55.880><c> themes</c><00:16:56.160><c> and</c>

00:16:56.670 --> 00:16:56.680 align:start position:0%
making to particular themes and
 

00:16:56.680 --> 00:16:59.189 align:start position:0%
making to particular themes and
ontologies<00:16:57.680><c> um</c><00:16:57.880><c> and</c><00:16:58.040><c> we</c><00:16:58.160><c> don't</c><00:16:58.680><c> right</c><00:16:58.959><c> right</c>

00:16:59.189 --> 00:16:59.199 align:start position:0%
ontologies um and we don't right right
 

00:16:59.199 --> 00:17:00.509 align:start position:0%
ontologies um and we don't right right
so<00:16:59.440><c> what</c><00:16:59.560><c> we</c><00:16:59.680><c> need</c><00:16:59.800><c> to</c><00:16:59.959><c> do</c><00:17:00.160><c> is</c><00:17:00.319><c> like</c>

00:17:00.509 --> 00:17:00.519 align:start position:0%
so what we need to do is like
 

00:17:00.519 --> 00:17:02.389 align:start position:0%
so what we need to do is like
semantically<00:17:01.079><c> anchor</c><00:17:01.440><c> what</c><00:17:01.560><c> it</c><00:17:01.680><c> is</c><00:17:01.839><c> we</c><00:17:02.040><c> do</c><00:17:02.240><c> and</c>

00:17:02.389 --> 00:17:02.399 align:start position:0%
semantically anchor what it is we do and
 

00:17:02.399 --> 00:17:04.870 align:start position:0%
semantically anchor what it is we do and
what<00:17:02.519><c> we</c><00:17:02.680><c> don't</c><00:17:03.160><c> do</c><00:17:04.160><c> um</c><00:17:04.360><c> and</c><00:17:04.480><c> that</c><00:17:04.600><c> will</c><00:17:04.760><c> kind</c>

00:17:04.870 --> 00:17:04.880 align:start position:0%
what we don't do um and that will kind
 

00:17:04.880 --> 00:17:07.429 align:start position:0%
what we don't do um and that will kind
of<00:17:05.000><c> help</c><00:17:05.199><c> us</c><00:17:05.360><c> with</c><00:17:05.559><c> Dows</c><00:17:06.559><c> um</c><00:17:06.799><c> I</c><00:17:06.959><c> also</c><00:17:07.240><c> think</c>

00:17:07.429 --> 00:17:07.439 align:start position:0%
of help us with Dows um I also think
 

00:17:07.439 --> 00:17:10.549 align:start position:0%
of help us with Dows um I also think
this<00:17:07.559><c> is</c><00:17:07.720><c> the</c><00:17:07.919><c> approach</c><00:17:08.319><c> for</c><00:17:09.319><c> um</c><00:17:09.600><c> unifying</c>

00:17:10.549 --> 00:17:10.559 align:start position:0%
this is the approach for um unifying
 

00:17:10.559 --> 00:17:12.669 align:start position:0%
this is the approach for um unifying
expert<00:17:11.120><c> systems</c><00:17:11.720><c> which</c><00:17:11.839><c> is</c><00:17:12.039><c> basically</c><00:17:12.559><c> the</c>

00:17:12.669 --> 00:17:12.679 align:start position:0%
expert systems which is basically the
 

00:17:12.679 --> 00:17:15.029 align:start position:0%
expert systems which is basically the
one<00:17:13.039><c> like</c><00:17:13.280><c> super</c><00:17:13.640><c> creative</c><00:17:14.039><c> thing</c><00:17:14.199><c> in</c><00:17:14.360><c> experts</c>

00:17:15.029 --> 00:17:15.039 align:start position:0%
one like super creative thing in experts
 

00:17:15.039 --> 00:17:19.150 align:start position:0%
one like super creative thing in experts
an<00:17:15.160><c> AI</c><00:17:15.480><c> system</c><00:17:15.720><c> has</c><00:17:15.880><c> ever</c><00:17:16.079><c> done</c><00:17:16.720><c> is</c><00:17:16.959><c> move</c><00:17:17.720><c> 37</c><00:17:18.720><c> um</c>

00:17:19.150 --> 00:17:19.160 align:start position:0%
an AI system has ever done is move 37 um
 

00:17:19.160 --> 00:17:22.390 align:start position:0%
an AI system has ever done is move 37 um
in<00:17:19.720><c> the</c><00:17:19.839><c> game</c><00:17:20.000><c> of</c><00:17:20.480><c> Go</c><00:17:21.480><c> uh</c><00:17:21.559><c> where</c><00:17:21.720><c> Alpha</c><00:17:22.160><c> go</c>

00:17:22.390 --> 00:17:22.400 align:start position:0%
in the game of Go uh where Alpha go
 

00:17:22.400 --> 00:17:24.470 align:start position:0%
in the game of Go uh where Alpha go
beats<00:17:23.160><c> uh</c><00:17:23.240><c> the</c><00:17:23.360><c> world's</c><00:17:23.640><c> best</c><00:17:23.839><c> go</c><00:17:24.079><c> player</c><00:17:24.360><c> it</c>

00:17:24.470 --> 00:17:24.480 align:start position:0%
beats uh the world's best go player it
 

00:17:24.480 --> 00:17:26.110 align:start position:0%
beats uh the world's best go player it
create<00:17:24.799><c> it</c><00:17:24.959><c> played</c><00:17:25.280><c> in</c><00:17:25.400><c> a</c><00:17:25.520><c> way</c><00:17:25.720><c> that</c><00:17:25.839><c> no</c><00:17:25.959><c> one</c>

00:17:26.110 --> 00:17:26.120 align:start position:0%
create it played in a way that no one
 

00:17:26.120 --> 00:17:28.150 align:start position:0%
create it played in a way that no one
has<00:17:26.240><c> ever</c><00:17:26.439><c> done</c><00:17:26.640><c> before</c><00:17:26.880><c> and</c><00:17:27.079><c> llms</c><00:17:27.720><c> simply</c><00:17:28.000><c> do</c>

00:17:28.150 --> 00:17:28.160 align:start position:0%
has ever done before and llms simply do
 

00:17:28.160 --> 00:17:29.710 align:start position:0%
has ever done before and llms simply do
not<00:17:28.400><c> do</c><00:17:28.600><c> that</c>

00:17:29.710 --> 00:17:29.720 align:start position:0%
not do that
 

00:17:29.720 --> 00:17:31.590 align:start position:0%
not do that
um<00:17:29.880><c> so</c><00:17:30.080><c> what</c><00:17:30.160><c> we</c><00:17:30.320><c> need</c><00:17:30.520><c> is</c><00:17:30.640><c> to</c><00:17:30.799><c> kind</c><00:17:30.919><c> of</c><00:17:31.039><c> unify</c>

00:17:31.590 --> 00:17:31.600 align:start position:0%
um so what we need is to kind of unify
 

00:17:31.600 --> 00:17:33.270 align:start position:0%
um so what we need is to kind of unify
expert<00:17:32.160><c> systems</c><00:17:32.679><c> through</c><00:17:32.919><c> these</c><00:17:33.080><c> kind</c><00:17:33.200><c> of</c>

00:17:33.270 --> 00:17:33.280 align:start position:0%
expert systems through these kind of
 

00:17:33.280 --> 00:17:34.669 align:start position:0%
expert systems through these kind of
neuros<00:17:33.679><c> symbolic</c>

00:17:34.669 --> 00:17:34.679 align:start position:0%
neuros symbolic
 

00:17:34.679 --> 00:17:37.310 align:start position:0%
neuros symbolic
approaches<00:17:35.679><c> um</c><00:17:36.039><c> and</c><00:17:36.320><c> you</c><00:17:36.440><c> know</c><00:17:36.600><c> I</c><00:17:36.720><c> believe</c>

00:17:37.310 --> 00:17:37.320 align:start position:0%
approaches um and you know I believe
 

00:17:37.320 --> 00:17:39.669 align:start position:0%
approaches um and you know I believe
doing<00:17:37.640><c> Dows</c><00:17:38.039><c> in</c><00:17:38.280><c> practice</c><00:17:38.960><c> right</c><00:17:39.120><c> we</c><00:17:39.240><c> do</c><00:17:39.480><c> lots</c>

00:17:39.669 --> 00:17:39.679 align:start position:0%
doing Dows in practice right we do lots
 

00:17:39.679 --> 00:17:41.630 align:start position:0%
doing Dows in practice right we do lots
of<00:17:39.919><c> stuff</c><00:17:40.240><c> you</c><00:17:40.360><c> know</c><00:17:40.960><c> I</c><00:17:41.039><c> think</c><00:17:41.200><c> there's</c><00:17:41.480><c> like</c>

00:17:41.630 --> 00:17:41.640 align:start position:0%
of stuff you know I think there's like
 

00:17:41.640 --> 00:17:44.310 align:start position:0%
of stuff you know I think there's like
Dow<00:17:42.080><c> governance</c><00:17:43.000><c> uh</c><00:17:43.160><c> use</c><00:17:43.480><c> cases</c><00:17:43.760><c> emerging</c><00:17:44.160><c> and</c>

00:17:44.310 --> 00:17:44.320 align:start position:0%
Dow governance uh use cases emerging and
 

00:17:44.320 --> 00:17:46.710 align:start position:0%
Dow governance uh use cases emerging and
like<00:17:44.480><c> protocol</c><00:17:45.039><c> Dows</c><00:17:45.320><c> and</c><00:17:45.520><c> defi</c><00:17:46.400><c> but</c><00:17:46.559><c> it's</c>

00:17:46.710 --> 00:17:46.720 align:start position:0%
like protocol Dows and defi but it's
 

00:17:46.720 --> 00:17:48.430 align:start position:0%
like protocol Dows and defi but it's
really<00:17:46.960><c> time</c><00:17:47.160><c> to</c><00:17:47.320><c> start</c><00:17:47.600><c> taking</c><00:17:47.919><c> these</c><00:17:48.080><c> to</c><00:17:48.240><c> the</c>

00:17:48.430 --> 00:17:48.440 align:start position:0%
really time to start taking these to the
 

00:17:48.440 --> 00:17:50.789 align:start position:0%
really time to start taking these to the
people<00:17:49.440><c> um</c><00:17:49.559><c> so</c><00:17:49.760><c> we've</c><00:17:49.960><c> been</c><00:17:50.120><c> trying</c><00:17:50.360><c> to</c><00:17:50.600><c> like</c>

00:17:50.789 --> 00:17:50.799 align:start position:0%
people um so we've been trying to like
 

00:17:50.799 --> 00:17:53.590 align:start position:0%
people um so we've been trying to like
onboard<00:17:51.360><c> people</c><00:17:51.559><c> in</c><00:17:51.760><c> citizens</c><00:17:52.440><c> assemblies</c><00:17:53.440><c> uh</c>

00:17:53.590 --> 00:17:53.600 align:start position:0%
onboard people in citizens assemblies uh
 

00:17:53.600 --> 00:17:56.430 align:start position:0%
onboard people in citizens assemblies uh
and<00:17:53.760><c> give</c><00:17:53.960><c> them</c><00:17:54.280><c> access</c><00:17:55.280><c> uh</c><00:17:55.400><c> to</c><00:17:55.600><c> a</c><00:17:55.919><c> quadratic</c>

00:17:56.430 --> 00:17:56.440 align:start position:0%
and give them access uh to a quadratic
 

00:17:56.440 --> 00:17:58.470 align:start position:0%
and give them access uh to a quadratic
voting<00:17:56.840><c> app</c><00:17:57.440><c> and</c><00:17:57.679><c> getting</c><00:17:57.919><c> them</c><00:17:58.039><c> to</c><00:17:58.200><c> create</c>

00:17:58.470 --> 00:17:58.480 align:start position:0%
voting app and getting them to create
 

00:17:58.480 --> 00:18:00.350 align:start position:0%
voting app and getting them to create
these<00:17:58.840><c> data</c><00:17:59.120><c> sets</c><00:17:59.320><c> and</c><00:17:59.440><c> our</c><00:17:59.600><c> goal</c><00:17:59.799><c> is</c><00:17:59.960><c> to</c>

00:18:00.350 --> 00:18:00.360 align:start position:0%
these data sets and our goal is to
 

00:18:00.360 --> 00:18:03.830 align:start position:0%
these data sets and our goal is to
create<00:18:01.360><c> um</c><00:18:02.080><c> a</c><00:18:02.760><c> agent</c><00:18:03.120><c> for</c><00:18:03.320><c> those</c><00:18:03.559><c> people</c>

00:18:03.830 --> 00:18:03.840 align:start position:0%
create um a agent for those people
 

00:18:03.840 --> 00:18:05.710 align:start position:0%
create um a agent for those people
called<00:18:04.080><c> London</c><00:18:04.520><c> voice</c><00:18:04.840><c> and</c><00:18:05.000><c> it's</c><00:18:05.159><c> kind</c><00:18:05.280><c> of</c><00:18:05.440><c> a</c>

00:18:05.710 --> 00:18:05.720 align:start position:0%
called London voice and it's kind of a
 

00:18:05.720 --> 00:18:09.029 align:start position:0%
called London voice and it's kind of a
digital<00:18:06.240><c> representative</c><00:18:07.120><c> of</c><00:18:07.320><c> those</c><00:18:08.039><c> people</c>

00:18:09.029 --> 00:18:09.039 align:start position:0%
digital representative of those people
 

00:18:09.039 --> 00:18:11.390 align:start position:0%
digital representative of those people
um<00:18:10.000><c> it's</c><00:18:10.480><c> difficult</c><00:18:10.760><c> like</c><00:18:10.880><c> Real</c><00:18:11.120><c> World</c>

00:18:11.390 --> 00:18:11.400 align:start position:0%
um it's difficult like Real World
 

00:18:11.400 --> 00:18:14.070 align:start position:0%
um it's difficult like Real World
Adoption<00:18:11.799><c> is</c><00:18:12.000><c> hard</c><00:18:12.480><c> my</c><00:18:13.039><c> wonderful</c><00:18:13.480><c> co-founder</c>

00:18:14.070 --> 00:18:14.080 align:start position:0%
Adoption is hard my wonderful co-founder
 

00:18:14.080 --> 00:18:17.190 align:start position:0%
Adoption is hard my wonderful co-founder
Matt<00:18:14.360><c> sent</c><00:18:15.240><c> 50,000</c><00:18:16.240><c> invites</c><00:18:16.720><c> to</c><00:18:16.880><c> the</c><00:18:17.000><c> people</c>

00:18:17.190 --> 00:18:17.200 align:start position:0%
Matt sent 50,000 invites to the people
 

00:18:17.200 --> 00:18:18.830 align:start position:0%
Matt sent 50,000 invites to the people
of<00:18:17.320><c> London</c><00:18:17.679><c> to</c><00:18:17.840><c> get</c><00:18:18.000><c> them</c><00:18:18.120><c> to</c><00:18:18.240><c> a</c><00:18:18.360><c> Citizens</c>

00:18:18.830 --> 00:18:18.840 align:start position:0%
of London to get them to a Citizens
 

00:18:18.840 --> 00:18:20.710 align:start position:0%
of London to get them to a Citizens
assembly<00:18:19.240><c> and</c><00:18:19.320><c> we</c><00:18:19.480><c> got</c><00:18:19.679><c> 12</c>

00:18:20.710 --> 00:18:20.720 align:start position:0%
assembly and we got 12
 

00:18:20.720 --> 00:18:24.270 align:start position:0%
assembly and we got 12
hits<00:18:21.720><c> um</c><00:18:22.080><c> it's</c><00:18:22.280><c> really</c><00:18:22.520><c> bloody</c><00:18:23.159><c> difficult</c><00:18:23.960><c> um</c>

00:18:24.270 --> 00:18:24.280 align:start position:0%
hits um it's really bloody difficult um
 

00:18:24.280 --> 00:18:25.789 align:start position:0%
hits um it's really bloody difficult um
literally<00:18:24.600><c> Flyers</c><00:18:25.080><c> through</c><00:18:25.240><c> their</c><00:18:25.400><c> door</c><00:18:25.679><c> with</c>

00:18:25.789 --> 00:18:25.799 align:start position:0%
literally Flyers through their door with
 

00:18:25.799 --> 00:18:29.750 align:start position:0%
literally Flyers through their door with
an<00:18:26.240><c> invite</c><00:18:27.240><c> um</c><00:18:27.760><c> 50,000</c><00:18:28.799><c> it's</c><00:18:28.960><c> hard</c><00:18:29.200><c> work</c><00:18:29.640><c> but</c>

00:18:29.750 --> 00:18:29.760 align:start position:0%
an invite um 50,000 it's hard work but
 

00:18:29.760 --> 00:18:32.310 align:start position:0%
an invite um 50,000 it's hard work but
we<00:18:29.919><c> need</c><00:18:30.080><c> to</c><00:18:30.240><c> do</c><00:18:30.440><c> it</c><00:18:31.400><c> um</c><00:18:31.600><c> so</c><00:18:31.840><c> really</c><00:18:32.080><c> what</c><00:18:32.200><c> we</c>

00:18:32.310 --> 00:18:32.320 align:start position:0%
we need to do it um so really what we
 

00:18:32.320 --> 00:18:35.350 align:start position:0%
we need to do it um so really what we
end<00:18:32.520><c> up</c><00:18:32.720><c> here</c><00:18:32.960><c> is</c><00:18:33.159><c> like</c><00:18:33.320><c> a</c><00:18:33.640><c> a</c><00:18:33.919><c> a</c><00:18:34.440><c> a</c><00:18:34.600><c> tag</c><00:18:35.200><c> a</c>

00:18:35.350 --> 00:18:35.360 align:start position:0%
end up here is like a a a a tag a
 

00:18:35.360 --> 00:18:38.230 align:start position:0%
end up here is like a a a a tag a
semantic<00:18:35.880><c> tag</c><00:18:36.159><c> an</c><00:18:36.320><c> ontology</c><00:18:37.240><c> London</c><00:18:38.080><c> what</c>

00:18:38.230 --> 00:18:38.240 align:start position:0%
semantic tag an ontology London what
 

00:18:38.240 --> 00:18:40.549 align:start position:0%
semantic tag an ontology London what
does<00:18:38.440><c> London</c><00:18:38.919><c> mean</c><00:18:39.640><c> the</c><00:18:39.760><c> people</c><00:18:39.960><c> of</c><00:18:40.120><c> London</c>

00:18:40.549 --> 00:18:40.559 align:start position:0%
does London mean the people of London
 

00:18:40.559 --> 00:18:42.710 align:start position:0%
does London mean the people of London
decide<00:18:40.880><c> what</c><00:18:41.039><c> London</c><00:18:41.440><c> means</c><00:18:42.080><c> and</c><00:18:42.240><c> they</c><00:18:42.400><c> create</c>

00:18:42.710 --> 00:18:42.720 align:start position:0%
decide what London means and they create
 

00:18:42.720 --> 00:18:45.029 align:start position:0%
decide what London means and they create
a<00:18:42.919><c> data</c><00:18:43.200><c> set</c><00:18:44.039><c> uh</c><00:18:44.159><c> it's</c><00:18:44.360><c> rather</c><00:18:44.600><c> sci-fi</c>

00:18:45.029 --> 00:18:45.039 align:start position:0%
a data set uh it's rather sci-fi
 

00:18:45.039 --> 00:18:47.669 align:start position:0%
a data set uh it's rather sci-fi
sounding<00:18:45.440><c> semantic</c><00:18:46.159><c> hypergraph</c><00:18:47.159><c> um</c><00:18:47.440><c> but</c>

00:18:47.669 --> 00:18:47.679 align:start position:0%
sounding semantic hypergraph um but
 

00:18:47.679 --> 00:18:49.149 align:start position:0%
sounding semantic hypergraph um but
essentially<00:18:48.120><c> what</c><00:18:48.240><c> our</c><00:18:48.440><c> goal</c><00:18:48.679><c> is</c><00:18:48.840><c> is</c><00:18:48.960><c> to</c>

00:18:49.149 --> 00:18:49.159 align:start position:0%
essentially what our goal is is to
 

00:18:49.159 --> 00:18:52.390 align:start position:0%
essentially what our goal is is to
create<00:18:49.559><c> a</c><00:18:49.799><c> voice</c><00:18:50.600><c> uh</c><00:18:50.679><c> for</c><00:18:50.960><c> those</c><00:18:51.200><c> people</c><00:18:52.200><c> and</c><00:18:52.280><c> I</c>

00:18:52.390 --> 00:18:52.400 align:start position:0%
create a voice uh for those people and I
 

00:18:52.400 --> 00:18:53.549 align:start position:0%
create a voice uh for those people and I
think<00:18:52.559><c> this</c><00:18:52.760><c> kind</c><00:18:52.880><c> of</c><00:18:53.000><c> ontological</c>

00:18:53.549 --> 00:18:53.559 align:start position:0%
think this kind of ontological
 

00:18:53.559 --> 00:18:55.149 align:start position:0%
think this kind of ontological
engineering<00:18:54.120><c> is</c><00:18:54.360><c> what</c><00:18:54.600><c> going</c><00:18:54.720><c> to</c><00:18:54.840><c> make</c>

00:18:55.149 --> 00:18:55.159 align:start position:0%
engineering is what going to make
 

00:18:55.159 --> 00:18:56.470 align:start position:0%
engineering is what going to make
alignment

00:18:56.470 --> 00:18:56.480 align:start position:0%
alignment
 

00:18:56.480 --> 00:18:59.110 align:start position:0%
alignment
legible<00:18:57.480><c> um</c><00:18:57.720><c> so</c><00:18:57.919><c> using</c><00:18:58.280><c> this</c><00:18:58.480><c> kind</c><00:18:58.600><c> of</c><00:18:58.840><c> tools</c>

00:18:59.110 --> 00:18:59.120 align:start position:0%
legible um so using this kind of tools
 

00:18:59.120 --> 00:19:01.230 align:start position:0%
legible um so using this kind of tools
you'll<00:18:59.280><c> be</c><00:18:59.400><c> able</c><00:18:59.600><c> to</c><00:18:59.760><c> find</c><00:19:00.000><c> out</c><00:19:00.600><c> who</c><00:19:00.919><c> is</c>

00:19:01.230 --> 00:19:01.240 align:start position:0%
you'll be able to find out who is
 

00:19:01.240 --> 00:19:03.510 align:start position:0%
you'll be able to find out who is
aligned<00:19:01.720><c> with</c><00:19:01.919><c> you</c><00:19:02.559><c> and</c><00:19:02.760><c> potentially</c><00:19:03.240><c> this</c><00:19:03.360><c> is</c>

00:19:03.510 --> 00:19:03.520 align:start position:0%
aligned with you and potentially this is
 

00:19:03.520 --> 00:19:04.870 align:start position:0%
aligned with you and potentially this is
the<00:19:03.640><c> way</c><00:19:03.799><c> that</c><00:19:03.919><c> we</c><00:19:04.000><c> can</c><00:19:04.120><c> do</c><00:19:04.320><c> new</c><00:19:04.520><c> kinds</c><00:19:04.720><c> of</c>

00:19:04.870 --> 00:19:04.880 align:start position:0%
the way that we can do new kinds of
 

00:19:04.880 --> 00:19:07.470 align:start position:0%
the way that we can do new kinds of
public<00:19:05.159><c> goods</c><00:19:05.679><c> funding</c><00:19:06.679><c> um</c><00:19:06.960><c> so</c><00:19:07.159><c> where</c><00:19:07.360><c> this</c>

00:19:07.470 --> 00:19:07.480 align:start position:0%
public goods funding um so where this
 

00:19:07.480 --> 00:19:08.830 align:start position:0%
public goods funding um so where this
goes<00:19:07.760><c> next</c><00:19:08.080><c> is</c>

00:19:08.830 --> 00:19:08.840 align:start position:0%
goes next is
 

00:19:08.840 --> 00:19:11.110 align:start position:0%
goes next is
basically<00:19:09.840><c> um</c><00:19:10.280><c> you</c><00:19:10.400><c> need</c><00:19:10.559><c> a</c><00:19:10.679><c> governance</c>

00:19:11.110 --> 00:19:11.120 align:start position:0%
basically um you need a governance
 

00:19:11.120 --> 00:19:12.430 align:start position:0%
basically um you need a governance
system<00:19:11.400><c> for</c><00:19:11.559><c> this</c><00:19:11.679><c> kind</c><00:19:11.840><c> of</c><00:19:11.960><c> stuff</c><00:19:12.240><c> there's</c>

00:19:12.430 --> 00:19:12.440 align:start position:0%
system for this kind of stuff there's
 

00:19:12.440 --> 00:19:14.190 align:start position:0%
system for this kind of stuff there's
some<00:19:12.600><c> of</c><00:19:12.760><c> those</c><00:19:12.960><c> tags</c><00:19:13.360><c> you</c><00:19:13.600><c> probably</c><00:19:13.960><c> don't</c>

00:19:14.190 --> 00:19:14.200 align:start position:0%
some of those tags you probably don't
 

00:19:14.200 --> 00:19:16.470 align:start position:0%
some of those tags you probably don't
want<00:19:14.400><c> on</c><00:19:14.559><c> your</c><00:19:14.799><c> network</c><00:19:15.799><c> so</c><00:19:16.000><c> this</c><00:19:16.080><c> is</c><00:19:16.200><c> a</c><00:19:16.360><c> kind</c>

00:19:16.470 --> 00:19:16.480 align:start position:0%
want on your network so this is a kind
 

00:19:16.480 --> 00:19:19.270 align:start position:0%
want on your network so this is a kind
of<00:19:16.600><c> swarm</c><00:19:17.039><c> of</c><00:19:17.200><c> Agents</c><00:19:18.159><c> so</c><00:19:18.400><c> imagine</c><00:19:18.679><c> a</c><00:19:18.799><c> swarm</c><00:19:19.120><c> of</c>

00:19:19.270 --> 00:19:19.280 align:start position:0%
of swarm of Agents so imagine a swarm of
 

00:19:19.280 --> 00:19:20.750 align:start position:0%
of swarm of Agents so imagine a swarm of
Agents<00:19:19.600><c> with</c><00:19:19.720><c> a</c><00:19:19.799><c> group</c><00:19:20.000><c> of</c><00:19:20.159><c> people</c><00:19:20.440><c> with</c><00:19:20.600><c> each</c>

00:19:20.750 --> 00:19:20.760 align:start position:0%
Agents with a group of people with each
 

00:19:20.760 --> 00:19:24.110 align:start position:0%
Agents with a group of people with each
one<00:19:21.480><c> a</c><00:19:21.640><c> kind</c><00:19:21.760><c> of</c><00:19:22.039><c> Federated</c><00:19:22.960><c> structure</c><00:19:23.960><c> uh</c>

00:19:24.110 --> 00:19:24.120 align:start position:0%
one a kind of Federated structure uh
 

00:19:24.120 --> 00:19:26.909 align:start position:0%
one a kind of Federated structure uh
that<00:19:24.320><c> kind</c><00:19:24.440><c> of</c><00:19:24.600><c> governs</c><00:19:25.039><c> that</c><00:19:25.320><c> Network</c><00:19:26.320><c> and</c><00:19:26.760><c> a</c>

00:19:26.909 --> 00:19:26.919 align:start position:0%
that kind of governs that Network and a
 

00:19:26.919 --> 00:19:29.710 align:start position:0%
that kind of governs that Network and a
sort<00:19:27.120><c> of</c><00:19:27.240><c> deliberative</c><00:19:27.799><c> council</c><00:19:28.200><c> structure</c>

00:19:29.710 --> 00:19:29.720 align:start position:0%
sort of deliberative council structure
 

00:19:29.720 --> 00:19:31.909 align:start position:0%
sort of deliberative council structure
um<00:19:30.159><c> which</c><00:19:30.400><c> essentially</c><00:19:30.840><c> grows</c><00:19:31.280><c> exponentially</c>

00:19:31.909 --> 00:19:31.919 align:start position:0%
um which essentially grows exponentially
 

00:19:31.919 --> 00:19:33.590 align:start position:0%
um which essentially grows exponentially
and<00:19:32.080><c> this</c><00:19:32.320><c> scales</c><00:19:32.799><c> by</c><00:19:32.919><c> the</c><00:19:33.039><c> Fibonacci</c>

00:19:33.590 --> 00:19:33.600 align:start position:0%
and this scales by the Fibonacci
 

00:19:33.600 --> 00:19:35.630 align:start position:0%
and this scales by the Fibonacci
sequence<00:19:34.000><c> so</c><00:19:34.159><c> you</c><00:19:34.320><c> keep</c><00:19:34.600><c> adding</c><00:19:35.400><c> these</c>

00:19:35.630 --> 00:19:35.640 align:start position:0%
sequence so you keep adding these
 

00:19:35.640 --> 00:19:37.590 align:start position:0%
sequence so you keep adding these
communities<00:19:36.280><c> to</c><00:19:36.440><c> sort</c><00:19:36.640><c> of</c><00:19:36.799><c> decentralize</c><00:19:37.520><c> the</c>

00:19:37.590 --> 00:19:37.600 align:start position:0%
communities to sort of decentralize the
 

00:19:37.600 --> 00:19:40.029 align:start position:0%
communities to sort of decentralize the
overarching<00:19:38.159><c> governance</c><00:19:38.679><c> layer</c><00:19:39.679><c> uh</c><00:19:39.799><c> and</c><00:19:39.919><c> what</c>

00:19:40.029 --> 00:19:40.039 align:start position:0%
overarching governance layer uh and what
 

00:19:40.039 --> 00:19:41.789 align:start position:0%
overarching governance layer uh and what
this<00:19:40.159><c> gives</c><00:19:40.360><c> us</c><00:19:40.559><c> is</c><00:19:40.760><c> potentially</c><00:19:41.240><c> factually</c>

00:19:41.789 --> 00:19:41.799 align:start position:0%
this gives us is potentially factually
 

00:19:41.799 --> 00:19:43.909 align:start position:0%
this gives us is potentially factually
accurate<00:19:42.200><c> Generations</c><00:19:43.000><c> because</c><00:19:43.200><c> you</c><00:19:43.320><c> can</c><00:19:43.840><c> uh</c>

00:19:43.909 --> 00:19:43.919 align:start position:0%
accurate Generations because you can uh
 

00:19:43.919 --> 00:19:46.029 align:start position:0%
accurate Generations because you can uh
root<00:19:44.320><c> queries</c><00:19:44.960><c> across</c><00:19:45.280><c> this</c><00:19:45.440><c> network</c><00:19:45.840><c> of</c>

00:19:46.029 --> 00:19:46.039 align:start position:0%
root queries across this network of
 

00:19:46.039 --> 00:19:49.590 align:start position:0%
root queries across this network of
experts<00:19:46.880><c> and</c><00:19:47.400><c> synthesize</c><00:19:48.400><c> queries</c><00:19:48.960><c> generated</c>

00:19:49.590 --> 00:19:49.600 align:start position:0%
experts and synthesize queries generated
 

00:19:49.600 --> 00:19:52.470 align:start position:0%
experts and synthesize queries generated
by<00:19:49.760><c> genuinely</c><00:19:50.360><c> independent</c><00:19:51.120><c> Minds</c><00:19:52.120><c> so</c><00:19:52.360><c> what</c>

00:19:52.470 --> 00:19:52.480 align:start position:0%
by genuinely independent Minds so what
 

00:19:52.480 --> 00:19:54.310 align:start position:0%
by genuinely independent Minds so what
that<00:19:52.679><c> means</c><00:19:52.880><c> is</c><00:19:53.039><c> that</c><00:19:53.280><c> every</c><00:19:53.640><c> concept</c><00:19:54.120><c> can</c>

00:19:54.310 --> 00:19:54.320 align:start position:0%
that means is that every concept can
 

00:19:54.320 --> 00:19:56.190 align:start position:0%
that means is that every concept can
have<00:19:54.440><c> a</c><00:19:54.559><c> dow</c><00:19:55.200><c> there</c><00:19:55.320><c> will</c><00:19:55.480><c> be</c><00:19:55.679><c> thousands</c><00:19:56.039><c> of</c>

00:19:56.190 --> 00:19:56.200 align:start position:0%
have a dow there will be thousands of
 

00:19:56.200 --> 00:20:00.390 align:start position:0%
have a dow there will be thousands of
dows<00:19:56.480><c> a</c><00:19:56.640><c> day</c><00:19:56.919><c> and</c><00:19:57.200><c> every</c><00:19:57.799><c> Dow</c><00:19:58.240><c> will</c><00:19:58.440><c> have</c><00:19:58.799><c> an</c>

00:20:00.390 --> 00:20:00.400 align:start position:0%
dows a day and every Dow will have an
 

00:20:00.400 --> 00:20:03.110 align:start position:0%
dows a day and every Dow will have an
agent<00:20:01.400><c> um</c><00:20:01.880><c> so</c><00:20:02.159><c> really</c><00:20:02.440><c> what</c><00:20:02.600><c> I</c><00:20:02.679><c> think</c><00:20:02.880><c> we</c><00:20:02.960><c> could</c>

00:20:03.110 --> 00:20:03.120 align:start position:0%
agent um so really what I think we could
 

00:20:03.120 --> 00:20:05.149 align:start position:0%
agent um so really what I think we could
end<00:20:03.320><c> up</c><00:20:03.520><c> with</c><00:20:03.640><c> is</c><00:20:03.760><c> a</c><00:20:03.880><c> kind</c><00:20:04.000><c> of</c><00:20:04.200><c> social</c><00:20:04.640><c> network</c>

00:20:05.149 --> 00:20:05.159 align:start position:0%
end up with is a kind of social network
 

00:20:05.159 --> 00:20:07.950 align:start position:0%
end up with is a kind of social network
of<00:20:05.400><c> AI</c><00:20:05.880><c> powered</c><00:20:06.200><c> Dows</c><00:20:06.679><c> where</c><00:20:06.840><c> each</c><00:20:07.000><c> of</c><00:20:07.240><c> these</c>

00:20:07.950 --> 00:20:07.960 align:start position:0%
of AI powered Dows where each of these
 

00:20:07.960 --> 00:20:11.149 align:start position:0%
of AI powered Dows where each of these
communities<00:20:09.039><c> um</c><00:20:10.039><c> uh</c><00:20:10.280><c> are</c><00:20:10.559><c> are</c><00:20:10.679><c> building</c><00:20:11.000><c> their</c>

00:20:11.149 --> 00:20:11.159 align:start position:0%
communities um uh are are building their
 

00:20:11.159 --> 00:20:13.789 align:start position:0%
communities um uh are are building their
own<00:20:11.400><c> AI</c><00:20:12.280><c> so</c><00:20:12.720><c> what</c><00:20:12.799><c> do</c><00:20:12.919><c> we</c><00:20:13.039><c> need</c><00:20:13.280><c> we</c><00:20:13.400><c> need</c><00:20:13.559><c> more</c>

00:20:13.789 --> 00:20:13.799 align:start position:0%
own AI so what do we need we need more
 

00:20:13.799 --> 00:20:15.590 align:start position:0%
own AI so what do we need we need more
mechanisms<00:20:14.400><c> we</c><00:20:14.520><c> need</c><00:20:14.760><c> more</c><00:20:14.919><c> Innovation</c><00:20:15.480><c> we</c>

00:20:15.590 --> 00:20:15.600 align:start position:0%
mechanisms we need more Innovation we
 

00:20:15.600 --> 00:20:17.870 align:start position:0%
mechanisms we need more Innovation we
need<00:20:15.799><c> good</c><00:20:16.000><c> token</c><00:20:16.400><c> economies</c><00:20:17.360><c> and</c><00:20:17.480><c> we</c><00:20:17.559><c> need</c><00:20:17.679><c> to</c>

00:20:17.870 --> 00:20:17.880 align:start position:0%
need good token economies and we need to
 

00:20:17.880 --> 00:20:20.430 align:start position:0%
need good token economies and we need to
leverage<00:20:18.440><c> AI</c><00:20:18.960><c> that</c><00:20:19.120><c> we</c><00:20:19.360><c> control</c><00:20:19.840><c> and</c><00:20:20.080><c> govern</c>

00:20:20.430 --> 00:20:20.440 align:start position:0%
leverage AI that we control and govern
 

00:20:20.440 --> 00:20:22.830 align:start position:0%
leverage AI that we control and govern
in<00:20:20.559><c> our</c><00:20:20.720><c> own</c><00:20:20.960><c> Dows</c><00:20:21.960><c> uh</c><00:20:22.039><c> and</c><00:20:22.159><c> we</c><00:20:22.240><c> need</c><00:20:22.360><c> to</c><00:20:22.520><c> do</c>

00:20:22.830 --> 00:20:22.840 align:start position:0%
in our own Dows uh and we need to do
 

00:20:22.840 --> 00:20:24.669 align:start position:0%
in our own Dows uh and we need to do
what<00:20:22.919><c> we</c><00:20:23.039><c> need</c><00:20:23.159><c> to</c><00:20:23.320><c> do</c><00:20:23.559><c> is</c><00:20:23.679><c> build</c><00:20:24.039><c> systems</c><00:20:24.440><c> for</c>

00:20:24.669 --> 00:20:24.679 align:start position:0%
what we need to do is build systems for
 

00:20:24.679 --> 00:20:27.190 align:start position:0%
what we need to do is build systems for
planetary<00:20:25.280><c> scale</c><00:20:25.720><c> decision-</c><00:20:26.080><c> making</c><00:20:26.799><c> to</c><00:20:27.000><c> help</c>

00:20:27.190 --> 00:20:27.200 align:start position:0%
planetary scale decision- making to help
 

00:20:27.200 --> 00:20:29.390 align:start position:0%
planetary scale decision- making to help
us<00:20:27.480><c> get</c><00:20:27.679><c> find</c><00:20:28.000><c> new</c><00:20:28.200><c> spaces</c><00:20:28.760><c> to</c><00:20:28.880><c> figure</c><00:20:29.080><c> out</c><00:20:29.280><c> how</c>

00:20:29.390 --> 00:20:29.400 align:start position:0%
us get find new spaces to figure out how
 

00:20:29.400 --> 00:20:35.190 align:start position:0%
us get find new spaces to figure out how
the<00:20:29.520><c> world</c><00:20:29.760><c> is</c><00:20:30.320><c> working</c><00:20:31.320><c> thank</c><00:20:31.480><c> you</c><00:20:31.600><c> very</c>

00:20:35.190 --> 00:20:35.200 align:start position:0%
 
 

00:20:35.200 --> 00:20:38.669 align:start position:0%
 
much<00:20:36.200><c> thank</c><00:20:36.400><c> you</c><00:20:36.760><c> so</c><00:20:37.000><c> much</c><00:20:37.360><c> Nick</c><00:20:37.919><c> I</c><00:20:38.000><c> see</c><00:20:38.480><c> that</c>

00:20:38.669 --> 00:20:38.679 align:start position:0%
much thank you so much Nick I see that
 

00:20:38.679 --> 00:20:41.070 align:start position:0%
much thank you so much Nick I see that
the<00:20:38.840><c> intersection</c><00:20:39.520><c> between</c><00:20:39.960><c> Ai</c><00:20:40.400><c> and</c><00:20:40.520><c> web</c><00:20:40.799><c> 3</c><00:20:41.000><c> is</c>

00:20:41.070 --> 00:20:41.080 align:start position:0%
the intersection between Ai and web 3 is
 

00:20:41.080 --> 00:20:43.029 align:start position:0%
the intersection between Ai and web 3 is
a<00:20:41.280><c> really</c><00:20:41.559><c> hot</c><00:20:41.880><c> topic</c><00:20:42.240><c> because</c><00:20:42.480><c> we've</c><00:20:42.679><c> had</c><00:20:42.880><c> so</c>

00:20:43.029 --> 00:20:43.039 align:start position:0%
a really hot topic because we've had so
 

00:20:43.039 --> 00:20:45.190 align:start position:0%
a really hot topic because we've had so
many<00:20:43.320><c> questions</c><00:20:43.799><c> about</c><00:20:44.080><c> it</c><00:20:44.640><c> so</c><00:20:44.799><c> let's</c><00:20:44.960><c> start</c>

00:20:45.190 --> 00:20:45.200 align:start position:0%
many questions about it so let's start
 

00:20:45.200 --> 00:20:47.230 align:start position:0%
many questions about it so let's start
with<00:20:45.360><c> the</c><00:20:45.520><c> first</c><00:20:45.799><c> one</c><00:20:46.520><c> what's</c><00:20:46.720><c> the</c><00:20:46.880><c> metal</c>

00:20:47.230 --> 00:20:47.240 align:start position:0%
with the first one what's the metal
 

00:20:47.240 --> 00:20:49.950 align:start position:0%
with the first one what's the metal
layer<00:20:47.640><c> risk</c><00:20:48.000><c> or</c><00:20:48.280><c> benefit</c><00:20:48.840><c> of</c><00:20:49.000><c> an</c><00:20:49.200><c> AI</c><00:20:49.559><c> model</c>

00:20:49.950 --> 00:20:49.960 align:start position:0%
layer risk or benefit of an AI model
 

00:20:49.960 --> 00:20:52.510 align:start position:0%
layer risk or benefit of an AI model
guiding<00:20:50.400><c> the</c><00:20:50.600><c> scope</c><00:20:51.000><c> of</c><00:20:51.280><c> decision</c><00:20:51.760><c> making</c>

00:20:52.510 --> 00:20:52.520 align:start position:0%
guiding the scope of decision making
 

00:20:52.520 --> 00:20:55.270 align:start position:0%
guiding the scope of decision making
that's<00:20:52.679><c> a</c><00:20:52.880><c> very</c><00:20:53.080><c> interesting</c><00:20:53.679><c> question</c><00:20:54.679><c> um</c>

00:20:55.270 --> 00:20:55.280 align:start position:0%
that's a very interesting question um
 

00:20:55.280 --> 00:20:57.230 align:start position:0%
that's a very interesting question um
there<00:20:55.440><c> is</c><00:20:55.679><c> risks</c><00:20:55.960><c> and</c><00:20:56.159><c> benefits</c><00:20:56.679><c> you're</c><00:20:56.919><c> quite</c>

00:20:57.230 --> 00:20:57.240 align:start position:0%
there is risks and benefits you're quite
 

00:20:57.240 --> 00:20:59.990 align:start position:0%
there is risks and benefits you're quite
right<00:20:58.080><c> um</c><00:20:58.280><c> so</c><00:20:58.640><c> I</c><00:20:58.720><c> think</c><00:20:58.880><c> the</c><00:20:59.000><c> benefits</c><00:20:59.440><c> is</c><00:20:59.720><c> that</c>

00:20:59.990 --> 00:21:00.000 align:start position:0%
right um so I think the benefits is that
 

00:21:00.000 --> 00:21:02.110 align:start position:0%
right um so I think the benefits is that
we<00:21:00.120><c> can</c><00:21:00.320><c> build</c><00:21:00.760><c> like</c><00:21:01.159><c> like</c><00:21:01.360><c> the</c><00:21:01.480><c> models</c><00:21:01.880><c> should</c>

00:21:02.110 --> 00:21:02.120 align:start position:0%
we can build like like the models should
 

00:21:02.120 --> 00:21:04.630 align:start position:0%
we can build like like the models should
be<00:21:02.360><c> designed</c><00:21:03.000><c> by</c><00:21:03.480><c> by</c><00:21:03.600><c> The</c><00:21:03.799><c> Taste</c><00:21:04.280><c> and</c><00:21:04.480><c> and</c>

00:21:04.630 --> 00:21:04.640 align:start position:0%
be designed by by The Taste and and
 

00:21:04.640 --> 00:21:07.190 align:start position:0%
be designed by by The Taste and and
needs<00:21:05.000><c> of</c><00:21:05.200><c> that</c><00:21:05.480><c> group</c><00:21:06.480><c> right</c><00:21:06.720><c> so</c><00:21:06.960><c> we're</c>

00:21:07.190 --> 00:21:07.200 align:start position:0%
needs of that group right so we're
 

00:21:07.200 --> 00:21:09.510 align:start position:0%
needs of that group right so we're
creating<00:21:07.640><c> a</c><00:21:07.840><c> kind</c><00:21:07.960><c> of</c><00:21:08.240><c> new</c><00:21:08.559><c> epistemology</c><00:21:09.320><c> for</c>

00:21:09.510 --> 00:21:09.520 align:start position:0%
creating a kind of new epistemology for
 

00:21:09.520 --> 00:21:12.029 align:start position:0%
creating a kind of new epistemology for
that<00:21:09.679><c> group</c><00:21:09.919><c> a</c><00:21:10.039><c> shared</c><00:21:10.480><c> framework</c><00:21:11.039><c> of</c><00:21:11.240><c> reality</c>

00:21:12.029 --> 00:21:12.039 align:start position:0%
that group a shared framework of reality
 

00:21:12.039 --> 00:21:13.669 align:start position:0%
that group a shared framework of reality
a<00:21:12.200><c> way</c><00:21:12.320><c> of</c><00:21:12.520><c> looking</c><00:21:12.760><c> at</c><00:21:12.880><c> the</c><00:21:13.000><c> world</c><00:21:13.279><c> a</c><00:21:13.400><c> way</c><00:21:13.520><c> of</c>

00:21:13.669 --> 00:21:13.679 align:start position:0%
a way of looking at the world a way of
 

00:21:13.679 --> 00:21:16.310 align:start position:0%
a way of looking at the world a way of
synthesizing<00:21:14.520><c> information</c><00:21:15.520><c> uh</c><00:21:15.640><c> and</c><00:21:15.799><c> that</c>

00:21:16.310 --> 00:21:16.320 align:start position:0%
synthesizing information uh and that
 

00:21:16.320 --> 00:21:18.870 align:start position:0%
synthesizing information uh and that
pluralism<00:21:17.320><c> that</c><00:21:17.600><c> difference</c><00:21:18.000><c> in</c><00:21:18.240><c> opinion</c><00:21:18.720><c> in</c>

00:21:18.870 --> 00:21:18.880 align:start position:0%
pluralism that difference in opinion in
 

00:21:18.880 --> 00:21:21.269 align:start position:0%
pluralism that difference in opinion in
the<00:21:19.039><c> way</c><00:21:19.200><c> that</c><00:21:19.440><c> data</c><00:21:19.840><c> is</c><00:21:20.039><c> rified</c><00:21:20.760><c> to</c><00:21:20.960><c> a</c><00:21:21.080><c> group</c>

00:21:21.269 --> 00:21:21.279 align:start position:0%
the way that data is rified to a group
 

00:21:21.279 --> 00:21:23.149 align:start position:0%
the way that data is rified to a group
of<00:21:21.480><c> people</c><00:21:21.720><c> is</c><00:21:21.919><c> incredibly</c><00:21:22.400><c> valuable</c><00:21:22.840><c> and</c><00:21:22.960><c> in</c>

00:21:23.149 --> 00:21:23.159 align:start position:0%
of people is incredibly valuable and in
 

00:21:23.159 --> 00:21:25.669 align:start position:0%
of people is incredibly valuable and in
fact<00:21:23.360><c> is</c><00:21:23.520><c> the</c><00:21:23.720><c> point</c><00:21:24.720><c> uh</c><00:21:24.840><c> the</c><00:21:24.960><c> risks</c><00:21:25.279><c> are</c><00:21:25.480><c> is</c>

00:21:25.669 --> 00:21:25.679 align:start position:0%
fact is the point uh the risks are is
 

00:21:25.679 --> 00:21:28.110 align:start position:0%
fact is the point uh the risks are is
those<00:21:25.919><c> people</c><00:21:26.240><c> might</c><00:21:26.440><c> be</c><00:21:26.840><c> mental</c><00:21:27.840><c> right</c><00:21:28.000><c> and</c>

00:21:28.110 --> 00:21:28.120 align:start position:0%
those people might be mental right and
 

00:21:28.120 --> 00:21:30.070 align:start position:0%
those people might be mental right and
they<00:21:28.240><c> might</c><00:21:28.600><c> do</c><00:21:28.760><c> some</c><00:21:29.000><c> absolutely</c><00:21:29.640><c> crazy</c>

00:21:30.070 --> 00:21:30.080 align:start position:0%
they might do some absolutely crazy
 

00:21:30.080 --> 00:21:32.149 align:start position:0%
they might do some absolutely crazy
stuff<00:21:30.799><c> that</c><00:21:30.919><c> you</c><00:21:31.080><c> just</c><00:21:31.320><c> do</c><00:21:31.480><c> wouldn't</c><00:21:31.799><c> want</c>

00:21:32.149 --> 00:21:32.159 align:start position:0%
stuff that you just do wouldn't want
 

00:21:32.159 --> 00:21:34.549 align:start position:0%
stuff that you just do wouldn't want
perfectly<00:21:32.600><c> synthesized</c><00:21:33.159><c> in</c><00:21:33.279><c> an</c><00:21:33.480><c> AI</c><00:21:34.200><c> and</c><00:21:34.360><c> like</c>

00:21:34.549 --> 00:21:34.559 align:start position:0%
perfectly synthesized in an AI and like
 

00:21:34.559 --> 00:21:35.990 align:start position:0%
perfectly synthesized in an AI and like
the<00:21:34.679><c> prediction</c><00:21:35.080><c> Market</c><00:21:35.440><c> things</c><00:21:35.720><c> you</c><00:21:35.840><c> need</c>

00:21:35.990 --> 00:21:36.000 align:start position:0%
the prediction Market things you need
 

00:21:36.000 --> 00:21:38.110 align:start position:0%
the prediction Market things you need
the<00:21:36.120><c> governance</c><00:21:36.720><c> aspect</c><00:21:37.120><c> on</c><00:21:37.320><c> top</c><00:21:37.480><c> of</c>

00:21:38.110 --> 00:21:38.120 align:start position:0%
the governance aspect on top of
 

00:21:38.120 --> 00:21:41.269 align:start position:0%
the governance aspect on top of
it<00:21:39.120><c> moving</c><00:21:39.440><c> on</c><00:21:39.559><c> to</c><00:21:39.720><c> the</c><00:21:39.919><c> next</c><00:21:40.200><c> question</c><00:21:40.960><c> how</c><00:21:41.159><c> do</c>

00:21:41.269 --> 00:21:41.279 align:start position:0%
it moving on to the next question how do
 

00:21:41.279 --> 00:21:43.630 align:start position:0%
it moving on to the next question how do
you<00:21:41.440><c> think</c><00:21:41.679><c> we</c><00:21:41.840><c> can</c><00:21:42.039><c> use</c><00:21:42.440><c> AIS</c><00:21:43.000><c> in</c><00:21:43.120><c> a</c><00:21:43.320><c> more</c>

00:21:43.630 --> 00:21:43.640 align:start position:0%
you think we can use AIS in a more
 

00:21:43.640 --> 00:21:46.390 align:start position:0%
you think we can use AIS in a more
Collective<00:21:44.240><c> way</c><00:21:44.840><c> such</c><00:21:45.159><c> that</c><00:21:45.279><c> it</c><00:21:45.520><c> protects</c><00:21:46.120><c> us</c>

00:21:46.390 --> 00:21:46.400 align:start position:0%
Collective way such that it protects us
 

00:21:46.400 --> 00:21:48.590 align:start position:0%
Collective way such that it protects us
from<00:21:46.679><c> the</c><00:21:46.840><c> dangers</c><00:21:47.360><c> that</c><00:21:47.559><c> centralized</c><00:21:48.279><c> AI</c>

00:21:48.590 --> 00:21:48.600 align:start position:0%
from the dangers that centralized AI
 

00:21:48.600 --> 00:21:50.909 align:start position:0%
from the dangers that centralized AI
will<00:21:48.840><c> likely</c><00:21:49.240><c> bring</c><00:21:50.200><c> what</c><00:21:50.400><c> could</c><00:21:50.640><c> their</c>

00:21:50.909 --> 00:21:50.919 align:start position:0%
will likely bring what could their
 

00:21:50.919 --> 00:21:55.310 align:start position:0%
will likely bring what could their
governance<00:21:51.559><c> look</c><00:21:52.320><c> like</c><00:21:53.400><c> um</c><00:21:54.400><c> again</c><00:21:54.840><c> wonderful</c>

00:21:55.310 --> 00:21:55.320 align:start position:0%
governance look like um again wonderful
 

00:21:55.320 --> 00:21:57.350 align:start position:0%
governance look like um again wonderful
question<00:21:55.840><c> and</c><00:21:56.000><c> and</c><00:21:56.200><c> like</c><00:21:56.440><c> this</c><00:21:56.559><c> is</c><00:21:56.840><c> exactly</c>

00:21:57.350 --> 00:21:57.360 align:start position:0%
question and and like this is exactly
 

00:21:57.360 --> 00:21:59.310 align:start position:0%
question and and like this is exactly
what<00:21:57.600><c> I</c><00:21:57.760><c> want</c><00:21:57.960><c> to</c><00:21:58.080><c> be</c><00:21:58.240><c> EXP</c><00:21:58.559><c> exploring</c><00:21:59.039><c> probably</c>

00:21:59.310 --> 00:21:59.320 align:start position:0%
what I want to be EXP exploring probably
 

00:21:59.320 --> 00:22:01.510 align:start position:0%
what I want to be EXP exploring probably
for<00:21:59.480><c> like</c><00:21:59.640><c> the</c><00:21:59.760><c> next</c><00:22:00.000><c> 10</c><00:22:00.279><c> years</c><00:22:00.840><c> right</c><00:22:01.240><c> at</c><00:22:01.320><c> the</c>

00:22:01.510 --> 00:22:01.520 align:start position:0%
for like the next 10 years right at the
 

00:22:01.520 --> 00:22:03.950 align:start position:0%
for like the next 10 years right at the
moment<00:22:01.840><c> AI</c><00:22:02.120><c> is</c><00:22:02.240><c> a</c><00:22:02.400><c> very</c><00:22:02.600><c> sort</c><00:22:02.799><c> of</c><00:22:03.039><c> like</c><00:22:03.799><c> um</c>

00:22:03.950 --> 00:22:03.960 align:start position:0%
moment AI is a very sort of like um
 

00:22:03.960 --> 00:22:06.070 align:start position:0%
moment AI is a very sort of like um
unidirectional<00:22:04.919><c> it's</c><00:22:05.039><c> a</c><00:22:05.159><c> onetoone</c>

00:22:06.070 --> 00:22:06.080 align:start position:0%
unidirectional it's a onetoone
 

00:22:06.080 --> 00:22:08.549 align:start position:0%
unidirectional it's a onetoone
relationship<00:22:07.080><c> uh</c><00:22:07.200><c> We've</c><00:22:07.440><c> yet</c><00:22:07.679><c> to</c><00:22:07.880><c> even</c><00:22:08.240><c> crack</c>

00:22:08.549 --> 00:22:08.559 align:start position:0%
relationship uh We've yet to even crack
 

00:22:08.559 --> 00:22:10.390 align:start position:0%
relationship uh We've yet to even crack
open<00:22:08.840><c> the</c><00:22:09.039><c> design</c><00:22:09.400><c> space</c><00:22:09.720><c> of</c><00:22:09.880><c> what</c><00:22:10.000><c> it</c><00:22:10.159><c> looks</c>

00:22:10.390 --> 00:22:10.400 align:start position:0%
open the design space of what it looks
 

00:22:10.400 --> 00:22:12.590 align:start position:0%
open the design space of what it looks
like<00:22:10.559><c> for</c><00:22:10.720><c> our</c><00:22:11.000><c> group</c><00:22:11.279><c> of</c><00:22:11.600><c> people</c><00:22:11.919><c> to</c><00:22:12.120><c> leverage</c>

00:22:12.590 --> 00:22:12.600 align:start position:0%
like for our group of people to leverage
 

00:22:12.600 --> 00:22:15.430 align:start position:0%
like for our group of people to leverage
and<00:22:13.000><c> uh</c><00:22:13.159><c> and</c><00:22:13.440><c> and</c><00:22:13.640><c> an</c><00:22:13.840><c> AI</c><00:22:14.720><c> and</c><00:22:14.840><c> how</c><00:22:15.039><c> they</c><00:22:15.200><c> do</c>

00:22:15.430 --> 00:22:15.440 align:start position:0%
and uh and and an AI and how they do
 

00:22:15.440 --> 00:22:17.350 align:start position:0%
and uh and and an AI and how they do
that<00:22:15.679><c> is</c><00:22:15.880><c> through</c><00:22:16.240><c> governance</c><00:22:16.799><c> it's</c><00:22:17.039><c> like</c><00:22:17.200><c> for</c>

00:22:17.350 --> 00:22:17.360 align:start position:0%
that is through governance it's like for
 

00:22:17.360 --> 00:22:20.029 align:start position:0%
that is through governance it's like for
me<00:22:17.559><c> it's</c><00:22:17.720><c> the</c><00:22:18.000><c> perfect</c><00:22:18.480><c> use</c><00:22:18.840><c> case</c><00:22:19.039><c> for</c><00:22:19.200><c> Dows</c>

00:22:20.029 --> 00:22:20.039 align:start position:0%
me it's the perfect use case for Dows
 

00:22:20.039 --> 00:22:21.950 align:start position:0%
me it's the perfect use case for Dows
right<00:22:20.440><c> it's</c><00:22:20.559><c> a</c><00:22:20.679><c> killer</c><00:22:21.000><c> use</c><00:22:21.279><c> case</c><00:22:21.400><c> for</c><00:22:21.520><c> Dows</c>

00:22:21.950 --> 00:22:21.960 align:start position:0%
right it's a killer use case for Dows
 

00:22:21.960 --> 00:22:24.710 align:start position:0%
right it's a killer use case for Dows
and<00:22:22.120><c> I</c><00:22:22.240><c> think</c><00:22:22.559><c> the</c><00:22:23.320><c> um</c><00:22:23.520><c> that</c><00:22:23.720><c> is</c><00:22:23.919><c> the</c><00:22:24.120><c> question</c>

00:22:24.710 --> 00:22:24.720 align:start position:0%
and I think the um that is the question
 

00:22:24.720 --> 00:22:26.230 align:start position:0%
and I think the um that is the question
precisely<00:22:25.159><c> the</c><00:22:25.320><c> question</c><00:22:25.600><c> that</c><00:22:25.760><c> we</c><00:22:25.880><c> need</c><00:22:26.039><c> to</c>

00:22:26.230 --> 00:22:26.240 align:start position:0%
precisely the question that we need to
 

00:22:26.240 --> 00:22:29.110 align:start position:0%
precisely the question that we need to
explore<00:22:26.600><c> and</c><00:22:26.760><c> crack</c><00:22:27.159><c> open</c><00:22:28.159><c> um</c><00:22:28.559><c> so</c><00:22:28.760><c> really</c><00:22:29.000><c> what</c>

00:22:29.110 --> 00:22:29.120 align:start position:0%
explore and crack open um so really what
 

00:22:29.120 --> 00:22:30.870 align:start position:0%
explore and crack open um so really what
you<00:22:29.240><c> need</c><00:22:29.480><c> is</c><00:22:29.640><c> these</c><00:22:29.840><c> pluralistic</c><00:22:30.480><c> decision</c>

00:22:30.870 --> 00:22:30.880 align:start position:0%
you need is these pluralistic decision
 

00:22:30.880 --> 00:22:32.549 align:start position:0%
you need is these pluralistic decision
Mech<00:22:31.360><c> mechanisms</c><00:22:31.880><c> and</c><00:22:32.039><c> lots</c><00:22:32.200><c> of</c><00:22:32.360><c> like</c>

00:22:32.549 --> 00:22:32.559 align:start position:0%
Mech mechanisms and lots of like
 

00:22:32.559 --> 00:22:34.029 align:start position:0%
Mech mechanisms and lots of like
deliberative<00:22:33.159><c> decision-</c><00:22:33.520><c> making</c><00:22:33.919><c> and</c>

00:22:34.029 --> 00:22:34.039 align:start position:0%
deliberative decision- making and
 

00:22:34.039 --> 00:22:36.669 align:start position:0%
deliberative decision- making and
building<00:22:34.480><c> data</c><00:22:34.919><c> pipelines</c><00:22:35.919><c> and</c><00:22:36.039><c> then</c><00:22:36.200><c> finding</c>

00:22:36.669 --> 00:22:36.679 align:start position:0%
building data pipelines and then finding
 

00:22:36.679 --> 00:22:38.710 align:start position:0%
building data pipelines and then finding
ways<00:22:36.880><c> for</c><00:22:37.080><c> people</c><00:22:37.320><c> to</c><00:22:37.480><c> own</c><00:22:37.919><c> that</c><00:22:38.120><c> data</c><00:22:38.440><c> and</c><00:22:38.559><c> be</c>

00:22:38.710 --> 00:22:38.720 align:start position:0%
ways for people to own that data and be
 

00:22:38.720 --> 00:22:40.909 align:start position:0%
ways for people to own that data and be
rewarded<00:22:39.279><c> by</c><00:22:39.400><c> it</c><00:22:39.960><c> the</c><00:22:40.080><c> system</c><00:22:40.360><c> I'm</c><00:22:40.520><c> designing</c>

00:22:40.909 --> 00:22:40.919 align:start position:0%
rewarded by it the system I'm designing
 

00:22:40.919 --> 00:22:43.190 align:start position:0%
rewarded by it the system I'm designing
I<00:22:41.000><c> want</c><00:22:41.120><c> to</c><00:22:41.240><c> be</c><00:22:41.360><c> able</c><00:22:41.559><c> to</c><00:22:41.760><c> give</c><00:22:42.000><c> people</c><00:22:42.640><c> to</c><00:22:42.919><c> pay</c>

00:22:43.190 --> 00:22:43.200 align:start position:0%
I want to be able to give people to pay
 

00:22:43.200 --> 00:22:45.470 align:start position:0%
I want to be able to give people to pay
people<00:22:43.600><c> per</c><00:22:43.840><c> the</c><00:22:44.000><c> generation</c><00:22:44.640><c> as</c><00:22:44.799><c> their</c><00:22:45.000><c> llm</c>

00:22:45.470 --> 00:22:45.480 align:start position:0%
people per the generation as their llm
 

00:22:45.480 --> 00:22:47.830 align:start position:0%
people per the generation as their llm
is<00:22:45.679><c> used</c><00:22:46.360><c> we</c><00:22:46.480><c> need</c><00:22:46.640><c> to</c><00:22:46.799><c> find</c><00:22:47.080><c> ways</c><00:22:47.400><c> instead</c><00:22:47.679><c> of</c>

00:22:47.830 --> 00:22:47.840 align:start position:0%
is used we need to find ways instead of
 

00:22:47.840 --> 00:22:50.310 align:start position:0%
is used we need to find ways instead of
just<00:22:48.000><c> stealing</c><00:22:48.559><c> people's</c><00:22:49.039><c> data</c><00:22:50.039><c> uh</c><00:22:50.159><c> and</c>

00:22:50.310 --> 00:22:50.320 align:start position:0%
just stealing people's data uh and
 

00:22:50.320 --> 00:22:52.470 align:start position:0%
just stealing people's data uh and
monetizing<00:22:51.120><c> Humanity</c><00:22:51.799><c> without</c><00:22:52.080><c> their</c>

00:22:52.470 --> 00:22:52.480 align:start position:0%
monetizing Humanity without their
 

00:22:52.480 --> 00:22:54.430 align:start position:0%
monetizing Humanity without their
consent<00:22:53.159><c> we</c><00:22:53.279><c> need</c><00:22:53.400><c> to</c><00:22:53.559><c> find</c><00:22:53.799><c> ways</c><00:22:54.000><c> of</c><00:22:54.159><c> people</c>

00:22:54.430 --> 00:22:54.440 align:start position:0%
consent we need to find ways of people
 

00:22:54.440 --> 00:22:57.269 align:start position:0%
consent we need to find ways of people
doing<00:22:54.880><c> that</c><00:22:55.880><c> yeah</c><00:22:56.039><c> I</c><00:22:56.200><c> really</c><00:22:56.440><c> like</c><00:22:56.760><c> that</c><00:22:57.000><c> idea</c>

00:22:57.269 --> 00:22:57.279 align:start position:0%
doing that yeah I really like that idea
 

00:22:57.279 --> 00:22:58.870 align:start position:0%
doing that yeah I really like that idea
of<00:22:57.400><c> building</c><00:22:57.720><c> the</c><00:22:57.840><c> incentive</c><00:22:58.200><c> structure</c><00:22:58.760><c> in</c>

00:22:58.870 --> 00:22:58.880 align:start position:0%
of building the incentive structure in
 

00:22:58.880 --> 00:23:00.390 align:start position:0%
of building the incentive structure in
to<00:22:59.039><c> make</c><00:22:59.159><c> sure</c><00:22:59.360><c> people</c><00:22:59.559><c> are</c><00:22:59.720><c> being</c><00:22:59.960><c> paid</c><00:23:00.240><c> for</c>

00:23:00.390 --> 00:23:00.400 align:start position:0%
to make sure people are being paid for
 

00:23:00.400 --> 00:23:02.430 align:start position:0%
to make sure people are being paid for
the<00:23:00.559><c> work</c><00:23:00.760><c> that</c><00:23:00.919><c> they</c><00:23:01.000><c> are</c><00:23:01.159><c> doing</c><00:23:01.640><c> exactly</c>

00:23:02.430 --> 00:23:02.440 align:start position:0%
the work that they are doing exactly
 

00:23:02.440 --> 00:23:05.149 align:start position:0%
the work that they are doing exactly
exactly<00:23:03.159><c> all</c><00:23:03.320><c> right</c><00:23:03.960><c> is</c><00:23:04.200><c> there</c><00:23:04.440><c> a</c><00:23:04.640><c> scaling</c>

00:23:05.149 --> 00:23:05.159 align:start position:0%
exactly all right is there a scaling
 

00:23:05.159 --> 00:23:07.870 align:start position:0%
exactly all right is there a scaling
prerequisite<00:23:05.880><c> for</c><00:23:06.080><c> the</c><00:23:06.240><c> AI</c><00:23:06.600><c> models</c><00:23:07.000><c> to</c><00:23:07.240><c> work</c>

00:23:07.870 --> 00:23:07.880 align:start position:0%
prerequisite for the AI models to work
 

00:23:07.880 --> 00:23:10.350 align:start position:0%
prerequisite for the AI models to work
does<00:23:08.039><c> it</c><00:23:08.240><c> work</c><00:23:08.520><c> with</c><00:23:08.799><c> just</c><00:23:09.159><c> 12</c><00:23:09.600><c> people</c><00:23:10.159><c> are</c>

00:23:10.350 --> 00:23:10.360 align:start position:0%
does it work with just 12 people are
 

00:23:10.360 --> 00:23:13.470 align:start position:0%
does it work with just 12 people are
there<00:23:10.559><c> any</c><00:23:10.799><c> self-</c><00:23:11.159><c> selection</c><00:23:11.640><c> bias</c><00:23:12.480><c> issues</c>

00:23:13.470 --> 00:23:13.480 align:start position:0%
there any self- selection bias issues
 

00:23:13.480 --> 00:23:14.950 align:start position:0%
there any self- selection bias issues
really<00:23:13.720><c> wonderful</c><00:23:14.120><c> question</c><00:23:14.520><c> these</c><00:23:14.760><c> by</c><00:23:14.880><c> the</c>

00:23:14.950 --> 00:23:14.960 align:start position:0%
really wonderful question these by the
 

00:23:14.960 --> 00:23:18.549 align:start position:0%
really wonderful question these by the
way<00:23:15.600><c> um</c><00:23:16.600><c> actually</c><00:23:16.960><c> you'd</c><00:23:17.240><c> be</c><00:23:17.480><c> surprised</c><00:23:18.400><c> right</c>

00:23:18.549 --> 00:23:18.559 align:start position:0%
way um actually you'd be surprised right
 

00:23:18.559 --> 00:23:20.269 align:start position:0%
way um actually you'd be surprised right
a<00:23:18.640><c> lot</c><00:23:18.799><c> of</c><00:23:18.919><c> the</c><00:23:19.039><c> feedback</c><00:23:19.520><c> I've</c><00:23:19.760><c> had</c><00:23:19.919><c> with</c><00:23:20.120><c> this</c>

00:23:20.269 --> 00:23:20.279 align:start position:0%
a lot of the feedback I've had with this
 

00:23:20.279 --> 00:23:22.510 align:start position:0%
a lot of the feedback I've had with this
is<00:23:20.480><c> people</c><00:23:20.760><c> going</c><00:23:21.400><c> oh</c><00:23:21.600><c> you</c><00:23:21.720><c> need</c><00:23:22.080><c> like</c>

00:23:22.510 --> 00:23:22.520 align:start position:0%
is people going oh you need like
 

00:23:22.520 --> 00:23:25.669 align:start position:0%
is people going oh you need like
billions<00:23:23.080><c> of</c><00:23:23.320><c> tokens</c><00:23:23.840><c> for</c><00:23:24.080><c> AIS</c><00:23:24.520><c> to</c><00:23:24.760><c> work</c><00:23:25.440><c> not</c>

00:23:25.669 --> 00:23:25.679 align:start position:0%
billions of tokens for AIS to work not
 

00:23:25.679 --> 00:23:28.750 align:start position:0%
billions of tokens for AIS to work not
the<00:23:25.880><c> case</c><00:23:26.480><c> at</c><00:23:26.600><c> all</c><00:23:27.159><c> actually</c><00:23:27.919><c> you</c><00:23:28.039><c> can</c><00:23:28.559><c> can</c>

00:23:28.750 --> 00:23:28.760 align:start position:0%
the case at all actually you can can
 

00:23:28.760 --> 00:23:30.789 align:start position:0%
the case at all actually you can can
actually<00:23:29.080><c> get</c><00:23:29.400><c> incredibly</c><00:23:30.039><c> good</c><00:23:30.279><c> outcomes</c>

00:23:30.789 --> 00:23:30.799 align:start position:0%
actually get incredibly good outcomes
 

00:23:30.799 --> 00:23:33.230 align:start position:0%
actually get incredibly good outcomes
with<00:23:31.000><c> like</c><00:23:31.200><c> 12</c><00:23:31.679><c> people</c><00:23:32.440><c> especially</c><00:23:32.840><c> if</c><00:23:33.000><c> you</c>

00:23:33.230 --> 00:23:33.240 align:start position:0%
with like 12 people especially if you
 

00:23:33.240 --> 00:23:35.830 align:start position:0%
with like 12 people especially if you
like<00:23:33.440><c> this</c><00:23:33.559><c> is</c><00:23:33.799><c> like</c><00:23:34.480><c> one</c><00:23:34.640><c> of</c><00:23:34.799><c> the</c><00:23:34.960><c> core</c><00:23:35.320><c> things</c>

00:23:35.830 --> 00:23:35.840 align:start position:0%
like this is like one of the core things
 

00:23:35.840 --> 00:23:38.190 align:start position:0%
like this is like one of the core things
right<00:23:36.120><c> because</c><00:23:36.840><c> what</c><00:23:37.000><c> we've</c><00:23:37.200><c> got</c><00:23:37.480><c> is</c><00:23:37.720><c> this</c>

00:23:38.190 --> 00:23:38.200 align:start position:0%
right because what we've got is this
 

00:23:38.200 --> 00:23:41.789 align:start position:0%
right because what we've got is this
incredible<00:23:39.080><c> like</c><00:23:39.360><c> block</c><00:23:39.799><c> and</c><00:23:40.279><c> Deluge</c><00:23:41.279><c> of</c><00:23:41.559><c> of</c>

00:23:41.789 --> 00:23:41.799 align:start position:0%
incredible like block and Deluge of of
 

00:23:41.799 --> 00:23:43.029 align:start position:0%
incredible like block and Deluge of of
data

00:23:43.029 --> 00:23:43.039 align:start position:0%
data
 

00:23:43.039 --> 00:23:45.870 align:start position:0%
data
uncurated<00:23:44.039><c> build</c><00:23:44.880><c> from</c><00:23:45.080><c> the</c><00:23:45.240><c> internet</c><00:23:45.799><c> that</c>

00:23:45.870 --> 00:23:45.880 align:start position:0%
uncurated build from the internet that
 

00:23:45.880 --> 00:23:47.549 align:start position:0%
uncurated build from the internet that
is<00:23:46.039><c> what</c><00:23:46.200><c> these</c><00:23:46.360><c> bolt</c><00:23:46.640><c> models</c><00:23:47.000><c> are</c><00:23:47.440><c> and</c>

00:23:47.549 --> 00:23:47.559 align:start position:0%
is what these bolt models are and
 

00:23:47.559 --> 00:23:49.390 align:start position:0%
is what these bolt models are and
they're<00:23:47.720><c> all</c><00:23:47.919><c> like</c><00:23:48.159><c> fil</c><00:23:48.520><c> filling</c><00:23:48.880><c> it</c><00:23:49.000><c> up</c><00:23:49.200><c> with</c>

00:23:49.390 --> 00:23:49.400 align:start position:0%
they're all like fil filling it up with
 

00:23:49.400 --> 00:23:51.190 align:start position:0%
they're all like fil filling it up with
like<00:23:49.559><c> we've</c><00:23:49.720><c> got</c><00:23:49.880><c> trillions</c><00:23:50.320><c> of</c><00:23:50.520><c> data</c><00:23:50.840><c> points</c>

00:23:51.190 --> 00:23:51.200 align:start position:0%
like we've got trillions of data points
 

00:23:51.200 --> 00:23:52.710 align:start position:0%
like we've got trillions of data points
it's<00:23:51.400><c> absolutely</c><00:23:51.840><c> brilliant</c><00:23:52.240><c> and</c><00:23:52.360><c> it's</c><00:23:52.600><c> like</c>

00:23:52.710 --> 00:23:52.720 align:start position:0%
it's absolutely brilliant and it's like
 

00:23:52.720 --> 00:23:55.669 align:start position:0%
it's absolutely brilliant and it's like
all<00:23:53.080><c> garbage</c><00:23:54.080><c> right</c><00:23:54.799><c> and</c><00:23:55.080><c> and</c><00:23:55.360><c> like</c><00:23:55.559><c> the</c>

00:23:55.669 --> 00:23:55.679 align:start position:0%
all garbage right and and like the
 

00:23:55.679 --> 00:23:57.269 align:start position:0%
all garbage right and and like the
reality<00:23:56.039><c> of</c><00:23:56.159><c> it</c><00:23:56.320><c> is</c><00:23:56.480><c> if</c><00:23:56.559><c> you</c><00:23:56.679><c> have</c><00:23:56.919><c> highly</c>

00:23:57.269 --> 00:23:57.279 align:start position:0%
reality of it is if you have highly
 

00:23:57.279 --> 00:23:59.310 align:start position:0%
reality of it is if you have highly
curated<00:23:57.840><c> data</c><00:23:58.159><c> set</c><00:23:58.480><c> that's</c><00:23:58.679><c> structured</c><00:23:59.120><c> in</c>

00:23:59.310 --> 00:23:59.320 align:start position:0%
curated data set that's structured in
 

00:23:59.320 --> 00:24:01.029 align:start position:0%
curated data set that's structured in
these<00:23:59.520><c> kind</c><00:23:59.679><c> of</c><00:23:59.880><c> like</c><00:24:00.120><c> ways</c><00:24:00.520><c> that</c><00:24:00.679><c> the</c><00:24:00.799><c> people</c>

00:24:01.029 --> 00:24:01.039 align:start position:0%
these kind of like ways that the people
 

00:24:01.039 --> 00:24:03.230 align:start position:0%
these kind of like ways that the people
have<00:24:01.240><c> carefully</c><00:24:01.600><c> fine-tuned</c><00:24:02.240><c> it</c><00:24:02.720><c> you</c><00:24:02.840><c> can</c><00:24:03.000><c> use</c>

00:24:03.230 --> 00:24:03.240 align:start position:0%
have carefully fine-tuned it you can use
 

00:24:03.240 --> 00:24:05.029 align:start position:0%
have carefully fine-tuned it you can use
things<00:24:03.520><c> like</c><00:24:03.720><c> rag</c><00:24:04.200><c> which</c><00:24:04.400><c> just</c><00:24:04.520><c> brings</c><00:24:04.840><c> out</c>

00:24:05.029 --> 00:24:05.039 align:start position:0%
things like rag which just brings out
 

00:24:05.039 --> 00:24:08.350 align:start position:0%
things like rag which just brings out
the<00:24:05.200><c> data</c><00:24:05.520><c> that</c><00:24:05.799><c> humans</c><00:24:06.200><c> have</c><00:24:06.480><c> curated</c><00:24:07.279><c> for</c><00:24:07.559><c> it</c>

00:24:08.350 --> 00:24:08.360 align:start position:0%
the data that humans have curated for it
 

00:24:08.360 --> 00:24:10.230 align:start position:0%
the data that humans have curated for it
so<00:24:08.720><c> actually</c><00:24:09.080><c> what</c><00:24:09.200><c> you</c><00:24:09.360><c> get</c><00:24:09.559><c> is</c><00:24:09.760><c> this</c><00:24:10.000><c> like</c>

00:24:10.230 --> 00:24:10.240 align:start position:0%
so actually what you get is this like
 

00:24:10.240 --> 00:24:12.470 align:start position:0%
so actually what you get is this like
hyp<00:24:10.679><c> specialization</c><00:24:11.559><c> I</c><00:24:11.679><c> think</c><00:24:11.840><c> you</c><00:24:11.960><c> can</c><00:24:12.120><c> beat</c>

00:24:12.470 --> 00:24:12.480 align:start position:0%
hyp specialization I think you can beat
 

00:24:12.480 --> 00:24:15.990 align:start position:0%
hyp specialization I think you can beat
GPT<00:24:13.480><c> on</c><00:24:13.919><c> topics</c><00:24:14.760><c> like</c><00:24:14.960><c> I</c><00:24:15.120><c> asked</c><00:24:15.480><c> you</c><00:24:15.600><c> know</c><00:24:15.840><c> when</c>

00:24:15.990 --> 00:24:16.000 align:start position:0%
GPT on topics like I asked you know when
 

00:24:16.000 --> 00:24:18.149 align:start position:0%
GPT on topics like I asked you know when
did<00:24:16.240><c> Biden</c><00:24:16.600><c> resign</c><00:24:16.919><c> for</c><00:24:17.159><c> that</c><00:24:17.279><c> go</c><00:24:17.679><c> Bowden</c>

00:24:18.149 --> 00:24:18.159 align:start position:0%
did Biden resign for that go Bowden
 

00:24:18.159 --> 00:24:20.190 align:start position:0%
did Biden resign for that go Bowden
thing<00:24:18.799><c> and</c><00:24:18.919><c> it</c><00:24:19.039><c> said</c><00:24:19.360><c> Biden's</c><00:24:19.760><c> still</c><00:24:19.960><c> the</c>

00:24:20.190 --> 00:24:20.200 align:start position:0%
thing and it said Biden's still the
 

00:24:20.200 --> 00:24:22.510 align:start position:0%
thing and it said Biden's still the
President<00:24:21.200><c> right</c><00:24:21.640><c> like</c><00:24:21.760><c> the</c><00:24:21.919><c> reality</c><00:24:22.279><c> of</c>

00:24:22.510 --> 00:24:22.520 align:start position:0%
President right like the reality of
 

00:24:22.520 --> 00:24:23.909 align:start position:0%
President right like the reality of
these<00:24:22.679><c> things</c><00:24:22.919><c> is</c><00:24:23.080><c> that</c><00:24:23.240><c> what</c><00:24:23.360><c> we</c><00:24:23.480><c> need</c><00:24:23.679><c> is</c>

00:24:23.909 --> 00:24:23.919 align:start position:0%
these things is that what we need is
 

00:24:23.919 --> 00:24:26.190 align:start position:0%
these things is that what we need is
realtime<00:24:24.559><c> AIS</c><00:24:25.200><c> and</c><00:24:25.360><c> that's</c><00:24:25.559><c> what</c><00:24:25.679><c> you</c><00:24:25.799><c> can</c><00:24:26.000><c> get</c>

00:24:26.190 --> 00:24:26.200 align:start position:0%
realtime AIS and that's what you can get
 

00:24:26.200 --> 00:24:28.110 align:start position:0%
realtime AIS and that's what you can get
with<00:24:26.360><c> 12</c><00:24:26.720><c> people</c><00:24:27.039><c> you</c><00:24:27.120><c> can</c><00:24:27.360><c> curate</c><00:24:27.720><c> a</c><00:24:27.840><c> topic</c>

00:24:28.110 --> 00:24:28.120 align:start position:0%
with 12 people you can curate a topic
 

00:24:28.120 --> 00:24:30.710 align:start position:0%
with 12 people you can curate a topic
and<00:24:28.399><c> say</c><00:24:28.600><c> What's</c><00:24:28.799><c> Happening</c><00:24:29.279><c> Now</c><00:24:29.720><c> basically</c>

00:24:30.710 --> 00:24:30.720 align:start position:0%
and say What's Happening Now basically
 

00:24:30.720 --> 00:24:32.630 align:start position:0%
and say What's Happening Now basically
mhm<00:24:31.120><c> and</c><00:24:31.279><c> we</c><00:24:31.440><c> have</c><00:24:31.600><c> a</c><00:24:31.720><c> little</c><00:24:31.919><c> bit</c><00:24:32.080><c> of</c><00:24:32.240><c> time</c><00:24:32.440><c> for</c>

00:24:32.630 --> 00:24:32.640 align:start position:0%
mhm and we have a little bit of time for
 

00:24:32.640 --> 00:24:34.870 align:start position:0%
mhm and we have a little bit of time for
the<00:24:32.799><c> final</c><00:24:33.240><c> question</c><00:24:34.200><c> um</c><00:24:34.360><c> so</c><00:24:34.559><c> they</c><00:24:34.640><c> were</c>

00:24:34.870 --> 00:24:34.880 align:start position:0%
the final question um so they were
 

00:24:34.880 --> 00:24:37.549 align:start position:0%
the final question um so they were
asking<00:24:35.320><c> is</c><00:24:35.520><c> the</c><00:24:35.720><c> data</c><00:24:36.080><c> factually</c><00:24:36.799><c> accurate</c><00:24:37.240><c> or</c>

00:24:37.549 --> 00:24:37.559 align:start position:0%
asking is the data factually accurate or
 

00:24:37.559 --> 00:24:39.430 align:start position:0%
asking is the data factually accurate or
socially<00:24:38.240><c> accurate</c><00:24:38.760><c> because</c><00:24:39.039><c> social</c>

00:24:39.430 --> 00:24:39.440 align:start position:0%
socially accurate because social
 

00:24:39.440 --> 00:24:41.389 align:start position:0%
socially accurate because social
consensus<00:24:40.039><c> does</c><00:24:40.240><c> not</c><00:24:40.480><c> necessarily</c><00:24:41.039><c> equate</c>

00:24:41.389 --> 00:24:41.399 align:start position:0%
consensus does not necessarily equate
 

00:24:41.399 --> 00:24:43.750 align:start position:0%
consensus does not necessarily equate
the<00:24:41.720><c> truth</c><00:24:42.720><c> thank</c><00:24:42.880><c> you</c><00:24:42.960><c> for</c><00:24:43.120><c> these</c><00:24:43.279><c> questions</c>

00:24:43.750 --> 00:24:43.760 align:start position:0%
the truth thank you for these questions
 

00:24:43.760 --> 00:24:47.110 align:start position:0%
the truth thank you for these questions
absolutely<00:24:44.240><c> wonderful</c><00:24:44.720><c> all</c><00:24:44.880><c> of</c><00:24:45.080><c> them</c><00:24:45.960><c> um</c><00:24:46.960><c> the</c>

00:24:47.110 --> 00:24:47.120 align:start position:0%
absolutely wonderful all of them um the
 

00:24:47.120 --> 00:24:49.430 align:start position:0%
absolutely wonderful all of them um the
answer<00:24:47.440><c> is</c><00:24:47.679><c> is</c><00:24:47.880><c> like</c><00:24:48.240><c> truth</c><00:24:48.720><c> is</c><00:24:48.840><c> a</c><00:24:49.039><c> social</c>

00:24:49.430 --> 00:24:49.440 align:start position:0%
answer is is like truth is a social
 

00:24:49.440 --> 00:24:52.470 align:start position:0%
answer is is like truth is a social
consensus<00:24:50.080><c> problem</c><00:24:50.840><c> right</c><00:24:51.760><c> like</c><00:24:51.960><c> it's</c><00:24:52.120><c> a</c><00:24:52.360><c> kind</c>

00:24:52.470 --> 00:24:52.480 align:start position:0%
consensus problem right like it's a kind
 

00:24:52.480 --> 00:24:55.990 align:start position:0%
consensus problem right like it's a kind
of<00:24:52.880><c> uh</c><00:24:53.039><c> meta</c><00:24:53.520><c> stable</c><00:24:54.520><c> thing</c><00:24:55.360><c> that</c><00:24:55.480><c> means</c><00:24:55.840><c> that</c>

00:24:55.990 --> 00:24:56.000 align:start position:0%
of uh meta stable thing that means that
 

00:24:56.000 --> 00:24:57.710 align:start position:0%
of uh meta stable thing that means that
when<00:24:56.279><c> it</c><00:24:56.399><c> can</c><00:24:56.520><c> be</c><00:24:56.760><c> like</c><00:24:56.960><c> Disturbed</c><00:24:57.399><c> and</c><00:24:57.520><c> we</c>

00:24:57.710 --> 00:24:57.720 align:start position:0%
when it can be like Disturbed and we
 

00:24:57.720 --> 00:24:59.669 align:start position:0%
when it can be like Disturbed and we
switch<00:24:58.080><c> into</c><00:24:58.360><c> to</c><00:24:58.480><c> a</c><00:24:58.600><c> new</c><00:24:58.799><c> equilibrium</c><00:24:59.480><c> like</c><00:24:59.600><c> we</c>

00:24:59.669 --> 00:24:59.679 align:start position:0%
switch into to a new equilibrium like we
 

00:24:59.679 --> 00:25:01.190 align:start position:0%
switch into to a new equilibrium like we
used<00:24:59.880><c> to</c><00:25:00.000><c> think</c><00:25:00.200><c> that</c><00:25:00.360><c> Earth</c><00:25:00.600><c> was</c><00:25:00.760><c> the</c><00:25:00.919><c> center</c>

00:25:01.190 --> 00:25:01.200 align:start position:0%
used to think that Earth was the center
 

00:25:01.200 --> 00:25:04.110 align:start position:0%
used to think that Earth was the center
of<00:25:01.320><c> the</c><00:25:01.440><c> universe</c><00:25:02.399><c> right</c><00:25:02.960><c> like</c><00:25:03.200><c> facts</c><00:25:03.679><c> are</c><00:25:03.960><c> a</c>

00:25:04.110 --> 00:25:04.120 align:start position:0%
of the universe right like facts are a
 

00:25:04.120 --> 00:25:06.110 align:start position:0%
of the universe right like facts are a
social<00:25:04.559><c> consensus</c><00:25:05.200><c> problem</c><00:25:05.760><c> and</c><00:25:05.880><c> what</c><00:25:06.000><c> we</c>

00:25:06.110 --> 00:25:06.120 align:start position:0%
social consensus problem and what we
 

00:25:06.120 --> 00:25:09.590 align:start position:0%
social consensus problem and what we
need<00:25:06.360><c> to</c><00:25:06.440><c> be</c><00:25:06.559><c> able</c><00:25:06.760><c> to</c><00:25:06.880><c> see</c><00:25:07.760><c> is</c><00:25:08.760><c> what</c><00:25:08.960><c> do</c><00:25:09.279><c> people</c>

00:25:09.590 --> 00:25:09.600 align:start position:0%
need to be able to see is what do people
 

00:25:09.600 --> 00:25:11.430 align:start position:0%
need to be able to see is what do people
think<00:25:09.919><c> the</c><00:25:10.080><c> truth</c><00:25:10.399><c> is</c><00:25:10.559><c> and</c><00:25:10.720><c> be</c><00:25:10.840><c> able</c><00:25:11.039><c> to</c><00:25:11.240><c> look</c>

00:25:11.430 --> 00:25:11.440 align:start position:0%
think the truth is and be able to look
 

00:25:11.440 --> 00:25:12.950 align:start position:0%
think the truth is and be able to look
at<00:25:11.559><c> the</c><00:25:11.679><c> deliberative</c><00:25:12.279><c> Providence</c><00:25:12.720><c> all</c><00:25:12.880><c> the</c>

00:25:12.950 --> 00:25:12.960 align:start position:0%
at the deliberative Providence all the
 

00:25:12.960 --> 00:25:15.669 align:start position:0%
at the deliberative Providence all the
way<00:25:13.200><c> back</c><00:25:13.760><c> and</c><00:25:13.960><c> have</c><00:25:14.200><c> that</c><00:25:14.600><c> be</c><00:25:14.919><c> your</c><00:25:15.200><c> judgment</c>

00:25:15.669 --> 00:25:15.679 align:start position:0%
way back and have that be your judgment
 

00:25:15.679 --> 00:25:18.430 align:start position:0%
way back and have that be your judgment
call<00:25:15.960><c> on</c><00:25:16.200><c> whether</c><00:25:16.440><c> it's</c><00:25:16.640><c> truth</c><00:25:16.960><c> or</c><00:25:17.240><c> not</c><00:25:18.240><c> all</c>

00:25:18.430 --> 00:25:18.440 align:start position:0%
call on whether it's truth or not all
 

00:25:18.440 --> 00:25:20.350 align:start position:0%
call on whether it's truth or not all
right<00:25:18.760><c> thank</c><00:25:19.000><c> you</c><00:25:19.159><c> so</c><00:25:19.399><c> much</c><00:25:19.640><c> Dr</c><00:25:19.919><c> Nick</c><00:25:20.200><c> let's</c>

00:25:20.350 --> 00:25:20.360 align:start position:0%
right thank you so much Dr Nick let's
 

00:25:20.360 --> 00:25:23.470 align:start position:0%
right thank you so much Dr Nick let's
give<00:25:20.480><c> a</c><00:25:20.640><c> round</c><00:25:20.799><c> of</c><00:25:21.000><c> applause</c><00:25:21.399><c> to</c><00:25:21.799><c> him</c><00:25:22.799><c> our</c><00:25:23.159><c> next</c>

00:25:23.470 --> 00:25:23.480 align:start position:0%
give a round of applause to him our next
 

00:25:23.480 --> 00:25:26.720 align:start position:0%
give a round of applause to him our next
talk<00:25:23.919><c> will</c><00:25:24.120><c> be</c><00:25:24.399><c> on</c>