WEBVTT Kind: captions Language: en 00:00:01.070 --> 00:00:11.440 align:start position:0% [Applause] 00:00:11.440 --> 00:00:11.450 align:start position:0% 00:00:11.450 --> 00:00:17.150 align:start position:0% all<00:00:12.450> right<00:00:13.340> welcome<00:00:14.340> everyone<00:00:15.030> this<00:00:15.389> is<00:00:16.160> my 00:00:17.150 --> 00:00:17.160 align:start position:0% all right welcome everyone this is my 00:00:17.160 --> 00:00:21.530 align:start position:0% all right welcome everyone this is my name<00:00:17.340> isn't<00:00:17.580> LLC<00:00:19.070> co-founder<00:00:20.070> of<00:00:20.540> democracy 00:00:21.530 --> 00:00:21.540 align:start position:0% name isn't LLC co-founder of democracy 00:00:21.540 --> 00:00:25.120 align:start position:0% name isn't LLC co-founder of democracy earth<00:00:21.660> were<00:00:22.050> a<00:00:22.080> nonprofit<00:00:22.349> organization<00:00:22.770> that 00:00:25.120 --> 00:00:25.130 align:start position:0% earth were a nonprofit organization that 00:00:25.130 --> 00:00:27.529 align:start position:0% earth were a nonprofit organization that basically<00:00:26.130> tries<00:00:26.730> to<00:00:26.880> understand<00:00:27.330> what 00:00:27.529 --> 00:00:27.539 align:start position:0% basically tries to understand what 00:00:27.539 --> 00:00:30.529 align:start position:0% basically tries to understand what democracy<00:00:27.779> is<00:00:28.140> in<00:00:28.500> the<00:00:28.680> information<00:00:29.490> age<00:00:29.640> and 00:00:30.529 --> 00:00:30.539 align:start position:0% democracy is in the information age and 00:00:30.539 --> 00:00:32.330 align:start position:0% democracy is in the information age and we<00:00:31.019> have<00:00:31.199> been<00:00:31.320> doing<00:00:31.529> a<00:00:31.650> bunch<00:00:31.859> of<00:00:32.070> crazy 00:00:32.330 --> 00:00:32.340 align:start position:0% we have been doing a bunch of crazy 00:00:32.340 --> 00:00:34.970 align:start position:0% we have been doing a bunch of crazy Democratic<00:00:33.059> experiments<00:00:33.780> over<00:00:34.769> the<00:00:34.860> last 00:00:34.970 --> 00:00:34.980 align:start position:0% Democratic experiments over the last 00:00:34.980 --> 00:00:37.430 align:start position:0% Democratic experiments over the last five<00:00:35.250> years<00:00:35.330> we<00:00:36.330> tried<00:00:36.600> everything<00:00:37.019> from 00:00:37.430 --> 00:00:37.440 align:start position:0% five years we tried everything from 00:00:37.440 --> 00:00:39.430 align:start position:0% five years we tried everything from liquid<00:00:37.949> democracy<00:00:38.070> direct<00:00:38.940> democracy 00:00:39.430 --> 00:00:39.440 align:start position:0% liquid democracy direct democracy 00:00:39.440 --> 00:00:42.079 align:start position:0% liquid democracy direct democracy participatory<00:00:40.440> budgeting<00:00:41.040> quality<00:00:41.610> building 00:00:42.079 --> 00:00:42.089 align:start position:0% participatory budgeting quality building 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congresses<00:00:50.360> nonprofit<00:00:51.360> organizations<00:00:52.140> and 00:00:52.520 --> 00:00:52.530 align:start position:0% congresses nonprofit organizations and 00:00:52.530 --> 00:00:55.430 align:start position:0% congresses nonprofit organizations and also<00:00:52.829> decentralized<00:00:53.760> networks<00:00:54.270> and<00:00:54.960> here's 00:00:55.430 --> 00:00:55.440 align:start position:0% also decentralized networks and here's 00:00:55.440 --> 00:00:56.930 align:start position:0% also decentralized networks and here's the<00:00:55.590> thing<00:00:55.770> I<00:00:55.890> can<00:00:56.160> tell<00:00:56.370> you<00:00:56.460> after<00:00:56.520> five 00:00:56.930 --> 00:00:56.940 align:start position:0% the thing I can tell you after five 00:00:56.940 --> 00:00:58.910 align:start position:0% the thing I can tell you after five years<00:00:56.969> of<00:00:57.449> doing<00:00:57.600> Democratic<00:00:58.199> experiments 00:00:58.910 --> 00:00:58.920 align:start position:0% years of doing Democratic experiments 00:00:58.920 --> 00:01:01.160 align:start position:0% years of doing Democratic experiments usually<00:00:59.579> when<00:00:59.969> people<00:01:00.300> go<00:01:00.449> out<00:01:00.629> there<00:01:00.660> for<00:01:01.110> a 00:01:01.160 --> 00:01:01.170 align:start position:0% usually when people go out there for a 00:01:01.170 --> 00:01:03.400 align:start position:0% usually when people go out there for a boat<00:01:01.440> it's<00:01:01.980> because<00:01:02.370> it's<00:01:02.550> a<00:01:02.670> very<00:01:02.879> high-risk 00:01:03.400 --> 00:01:03.410 align:start position:0% boat it's because it's a very high-risk 00:01:03.410 --> 00:01:06.440 align:start position:0% boat it's because it's a very high-risk decision<00:01:04.410> and<00:01:04.619> the<00:01:05.070> higher<00:01:05.309> the<00:01:05.880> risk<00:01:06.090> the 00:01:06.440 --> 00:01:06.450 align:start position:0% decision and the higher the risk the 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of the problem<00:01:34.250> that<00:01:34.850> is<00:01:35.659> a<00:01:36.080> decentralized<00:01:36.950> networks 00:01:37.450 --> 00:01:37.460 align:start position:0% problem that is a decentralized networks 00:01:37.460 --> 00:01:39.850 align:start position:0% problem that is a decentralized networks we<00:01:38.150> know<00:01:38.750> very<00:01:38.930> well<00:01:39.080> what<00:01:39.409> happened<00:01:39.740> with 00:01:39.850 --> 00:01:39.860 align:start position:0% we know very well what happened with 00:01:39.860 --> 00:01:41.889 align:start position:0% we know very well what happened with centralized<00:01:40.640> networks<00:01:41.090> with<00:01:41.300> centralized 00:01:41.889 --> 00:01:41.899 align:start position:0% centralized networks with centralized 00:01:41.899 --> 00:01:45.730 align:start position:0% centralized networks with centralized networks<00:01:42.490> there's<00:01:43.490> one<00:01:44.390> company<00:01:44.750> one<00:01:45.200> Silicon 00:01:45.730 --> 00:01:45.740 align:start position:0% networks there's one company one Silicon 00:01:45.740 --> 00:01:47.350 align:start position:0% networks there's one company one Silicon Valley<00:01:45.950> corporation<00:01:46.729> that<00:01:46.940> brought 00:01:47.350 --> 00:01:47.360 align:start position:0% Valley corporation that brought 00:01:47.360 --> 00:01:50.350 align:start position:0% Valley corporation that brought democracy<00:01:48.320> and<00:01:48.500> that's<00:01:48.890> Facebook<00:01:49.580> and<00:01:49.820> the 00:01:50.350 --> 00:01:50.360 align:start position:0% democracy and that's Facebook and the 00:01:50.360 --> 00:01:52.719 align:start position:0% democracy and that's Facebook and the recent<00:01:50.780> Facebook<00:01:51.050> growth<00:01:51.560> democracy<00:01:52.399> is 00:01:52.719 --> 00:01:52.729 align:start position:0% recent Facebook growth democracy is 00:01:52.729 --> 00:01:55.749 align:start position:0% recent Facebook growth democracy is simply<00:01:53.420> because<00:01:53.810> they<00:01:54.679> were<00:01:54.890> the<00:01:55.100> best<00:01:55.130> ones 00:01:55.749 --> 00:01:55.759 align:start position:0% simply because they were the best ones 00:01:55.759 --> 00:01:58.980 align:start position:0% simply because they were the best ones at<00:01:56.149> formalizing<00:01:57.110> humans<00:01:57.619> on<00:01:57.950> the<00:01:58.280> web<00:01:58.490> and 00:01:58.980 --> 00:01:58.990 align:start position:0% at formalizing humans on the web and 00:01:58.990 --> 00:02:01.840 align:start position:0% at formalizing humans on the web and that<00:01:59.990> means<00:02:00.289> that<00:02:00.500> Facebook<00:02:00.920> today<00:02:01.100> has<00:02:01.490> a 00:02:01.840 --> 00:02:01.850 align:start position:0% that means that Facebook today has a 00:02:01.850 --> 00:02:05.440 align:start position:0% that means that Facebook today has a database<00:02:02.420> with<00:02:02.960> 2.7<00:02:03.830> billion<00:02:04.220> people<00:02:04.610> larger 00:02:05.440 --> 00:02:05.450 align:start position:0% database with 2.7 billion people larger 00:02:05.450 --> 00:02:07.690 align:start position:0% database with 2.7 billion people larger than<00:02:05.750> the<00:02:05.929> Chinese<00:02:06.350> government<00:02:06.920> by<00:02:07.100> than<00:02:07.429> any 00:02:07.690 --> 00:02:07.700 align:start position:0% than the Chinese government by than any 00:02:07.700 --> 00:02:10.210 align:start position:0% than the Chinese government by than any government<00:02:08.060> on<00:02:08.360> earth<00:02:08.679> now<00:02:09.679> they're<00:02:09.950> even 00:02:10.210 --> 00:02:10.220 align:start position:0% government on earth now they're even 00:02:10.220 --> 00:02:13.360 align:start position:0% government on earth now they're even considering<00:02:10.610> their<00:02:11.030> own<00:02:11.150> currency<00:02:11.720> so<00:02:12.370> when 00:02:13.360 --> 00:02:13.370 align:start position:0% considering their own currency so when 00:02:13.370 --> 00:02:15.039 align:start position:0% considering their own currency so when you<00:02:13.489> become<00:02:13.790> the<00:02:13.910> largest<00:02:14.329> repository<00:02:14.480> of 00:02:15.039 --> 00:02:15.049 align:start position:0% you become the largest repository of 00:02:15.049 --> 00:02:17.199 align:start position:0% you become the largest repository of identity<00:02:15.739> with<00:02:15.890> people<00:02:16.310> they<00:02:16.489> consult<00:02:17.000> be 00:02:17.199 --> 00:02:17.209 align:start position:0% identity with people they consult be 00:02:17.209 --> 00:02:19.449 align:start position:0% identity with people they consult be straining<00:02:17.540> your<00:02:17.810> face<00:02:18.019> AI<00:02:18.290> algorithms<00:02:18.799> every 00:02:19.449 --> 00:02:19.459 align:start position:0% straining your face AI algorithms every 00:02:19.459 --> 00:02:23.740 align:start position:0% straining your face AI algorithms every day<00:02:21.130> you<00:02:22.130> you<00:02:22.670> you'll<00:02:22.970> likely<00:02:23.269> end<00:02:23.480> up 00:02:23.740 --> 00:02:23.750 align:start position:0% day you you you'll likely end up 00:02:23.750 --> 00:02:27.039 align:start position:0% day you you you'll likely end up breaking<00:02:23.959> whatever<00:02:24.829> technology<00:02:25.280> is<00:02:26.049> present 00:02:27.039 --> 00:02:27.049 align:start position:0% breaking whatever technology is present 00:02:27.049 --> 00:02:27.620 align:start position:0% breaking whatever technology is present technology 00:02:27.620 --> 00:02:27.630 align:start position:0% technology 00:02:27.630 --> 00:02:30.080 align:start position:0% technology democracy's<00:02:28.110> being<00:02:28.380> made<00:02:28.590> with<00:02:28.830> me<00:02:28.950> now<00:02:29.760> when 00:02:30.080 --> 00:02:30.090 align:start position:0% democracy's being made with me now when 00:02:30.090 --> 00:02:33.140 align:start position:0% democracy's being made with me now when we<00:02:30.240> look<00:02:30.390> into<00:02:30.570> blockchain<00:02:31.140> space<00:02:31.850> there's<00:02:32.850> a 00:02:33.140 --> 00:02:33.150 align:start position:0% we look into blockchain space there's a 00:02:33.150 --> 00:02:34.340 align:start position:0% we look into blockchain space there's a tremendous<00:02:33.660> amount<00:02:33.750> of<00:02:34.080> innovation 00:02:34.340 --> 00:02:34.350 align:start position:0% tremendous amount of innovation 00:02:34.350 --> 00:02:37.220 align:start position:0% tremendous amount of innovation happening<00:02:34.920> but<00:02:35.910> there's<00:02:36.120> one<00:02:36.450> key<00:02:36.780> missing 00:02:37.220 --> 00:02:37.230 align:start position:0% happening but there's one key missing 00:02:37.230 --> 00:02:39.800 align:start position:0% happening but there's one key missing ingredient<00:02:37.830> which<00:02:38.160> the<00:02:38.370> way<00:02:38.550> God<00:02:39.270> in<00:02:39.570> an 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extremely<00:02:58.620> good<00:02:58.800> and<00:02:59.250> the<00:02:59.430> financial<00:03:00.150> part<00:03:00.750> of 00:03:00.950 --> 00:03:00.960 align:start position:0% extremely good and the financial part of 00:03:00.960 --> 00:03:02.870 align:start position:0% extremely good and the financial part of the<00:03:01.110> spectrum<00:03:01.650> of<00:03:01.710> the<00:03:01.770> economic<00:03:02.280> activity 00:03:02.870 --> 00:03:02.880 align:start position:0% the spectrum of the economic activity 00:03:02.880 --> 00:03:06.050 align:start position:0% the spectrum of the economic activity the<00:03:03.770> promise<00:03:04.770> of<00:03:04.950> what<00:03:05.160> budgets<00:03:05.610> can<00:03:05.730> achieve 00:03:06.050 --> 00:03:06.060 align:start position:0% the promise of what budgets can achieve 00:03:06.060 --> 00:03:08.900 align:start position:0% the promise of what budgets can achieve in<00:03:06.210> terms<00:03:06.240> of<00:03:07.040> transforming<00:03:08.040> our<00:03:08.160> society 00:03:08.900 --> 00:03:08.910 align:start position:0% in terms of transforming our society 00:03:08.910 --> 00:03:12.140 align:start position:0% in terms of transforming our society beyond<00:03:09.390> finance<00:03:10.380> beyond<00:03:10.920> capitalism<00:03:11.310> out 00:03:12.140 --> 00:03:12.150 align:start position:0% beyond finance beyond capitalism out 00:03:12.150 --> 00:03:13.730 align:start position:0% beyond finance beyond capitalism out there 00:03:13.730 --> 00:03:13.740 align:start position:0% there 00:03:13.740 --> 00:03:16.190 align:start position:0% there if<00:03:14.310> we<00:03:14.520> look<00:03:14.700> quickly<00:03:15.000> a<00:03:15.150> group<00:03:15.450> of<00:03:15.600> work<00:03:15.870> which 00:03:16.190 --> 00:03:16.200 align:start position:0% if we look quickly a group of work which 00:03:16.200 --> 00:03:18.140 align:start position:0% if we look quickly a group of work which inaugurated<00:03:16.830> our<00:03:17.130> whole<00:03:17.370> space<00:03:17.670> within 00:03:18.140 --> 00:03:18.150 align:start position:0% inaugurated our whole space within 00:03:18.150 --> 00:03:20.480 align:start position:0% inaugurated our whole space within satoshis<00:03:18.810> paper<00:03:19.080> the<00:03:19.530> explicit<00:03:19.830> mention<00:03:20.250> of 00:03:20.480 --> 00:03:20.490 align:start position:0% satoshis paper the explicit mention of 00:03:20.490 --> 00:03:23.660 align:start position:0% satoshis paper the explicit mention of Satoshi<00:03:20.940> and<00:03:21.330> in<00:03:22.230> his<00:03:22.410> paper<00:03:22.710> in<00:03:23.190> relation<00:03:23.640> to 00:03:23.660 --> 00:03:23.670 align:start position:0% Satoshi and in his paper in relation to 00:03:23.670 --> 00:03:28.040 align:start position:0% Satoshi and in his paper in relation to governance<00:03:24.350> is<00:03:25.350> one<00:03:25.800> CPU<00:03:26.100> one<00:03:26.700> boat<00:03:26.970> and<00:03:27.240> it's 00:03:28.040 --> 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align:start position:0% capital not by society and this has no 00:03:38.970 --> 00:03:40.790 align:start position:0% capital not by society and this has no this<00:03:39.210> makes<00:03:39.420> sense<00:03:39.750> in<00:03:39.960> the<00:03:40.050> world<00:03:40.260> of<00:03:40.380> finance 00:03:40.790 --> 00:03:40.800 align:start position:0% this makes sense in the world of finance 00:03:40.800 --> 00:03:43.220 align:start position:0% this makes sense in the world of finance for<00:03:40.860> privacy<00:03:41.670> is<00:03:41.880> a<00:03:41.940> fundamental<00:03:42.120> right<00:03:42.990> and 00:03:43.220 --> 00:03:43.230 align:start position:0% for privacy is a fundamental right and 00:03:43.230 --> 00:03:46.190 align:start position:0% for privacy is a fundamental right and this<00:03:43.590> has<00:03:43.860> spent<00:03:44.220> and<00:03:44.640> the<00:03:45.510> design<00:03:45.900> of<00:03:45.930> these 00:03:46.190 --> 00:03:46.200 align:start position:0% this has spent and the design of these 00:03:46.200 --> 00:03:49.640 align:start position:0% this has spent and the design of these protocols<00:03:46.680> around<00:03:47.930> finance<00:03:48.930> and<00:03:49.170> around 00:03:49.640 --> 00:03:49.650 align:start position:0% protocols around finance and around 00:03:49.650 --> 00:03:52.130 align:start position:0% protocols around finance and around protecting<00:03:50.250> privacy<00:03:50.670> but<00:03:51.300> at<00:03:51.420> the<00:03:51.540> same<00:03:51.810> time 00:03:52.130 --> 00:03:52.140 align:start position:0% protecting privacy but at the same time 00:03:52.140 --> 00:03:54.710 align:start position:0% protecting privacy but at the same time were<00:03:52.500> still<00:03:52.890> witnessing<00:03:53.580> how<00:03:53.820> democracy<00:03:54.690> is 00:03:54.710 --> 00:03:54.720 align:start position:0% were still witnessing how democracy is 00:03:54.720 --> 00:03:57.560 align:start position:0% were still witnessing how democracy is being<00:03:55.170> disrupted<00:03:55.980> and<00:03:56.190> very<00:03:56.430> broken<00:03:56.850> all 00:03:57.560 --> 00:03:57.570 align:start position:0% being disrupted and very broken all 00:03:57.570 --> 00:03:58.400 align:start position:0% being disrupted and very broken all around<00:03:58.020> the<00:03:58.080> world 00:03:58.400 --> 00:03:58.410 align:start position:0% around the world 00:03:58.410 --> 00:04:00.800 align:start position:0% around the world because<00:03:58.770> of<00:03:58.950> digital<00:03:59.100> technology<00:03:59.970> as<00:04:00.060> well<00:04:00.300> so 00:04:00.800 --> 00:04:00.810 align:start position:0% because of digital technology as well so 00:04:00.810 --> 00:04:03.200 align:start position:0% because of digital technology as well so the<00:04:01.260> protection<00:04:01.920> of<00:04:01.950> disinterest<00:04:02.700> and 00:04:03.200 --> 00:04:03.210 align:start position:0% the protection of disinterest and 00:04:03.210 --> 00:04:06.610 align:start position:0% the protection of disinterest and logic<00:04:03.690> based<00:04:03.900> networks<00:04:04.380> who<00:04:05.130> use<00:04:05.550> this<00:04:05.790> this 00:04:06.610 --> 00:04:06.620 align:start position:0% logic based networks who use this this 00:04:06.620 --> 00:04:09.080 align:start position:0% logic based networks who use this this tremendous<00:04:07.620> destructive<00:04:08.220> capacity<00:04:08.460> of<00:04:08.940> this 00:04:09.080 --> 00:04:09.090 align:start position:0% tremendous destructive capacity of this 00:04:09.090 --> 00:04:11.540 align:start position:0% tremendous destructive capacity of this technologist<00:04:09.720> to<00:04:09.930> improve<00:04:10.680> our<00:04:10.920> democracies 00:04:11.540 --> 00:04:11.550 align:start position:0% technologist to improve our democracies 00:04:11.550 --> 00:04:13.490 align:start position:0% technologist to improve our democracies or<00:04:11.790> to<00:04:12.000> level<00:04:12.300> up<00:04:12.390> or<00:04:12.570> democracies<00:04:13.170> for<00:04:13.410> the 00:04:13.490 --> 00:04:13.500 align:start position:0% or to level up or democracies for the 00:04:13.500 --> 00:04:16.040 align:start position:0% or to level up or democracies for the challenges<00:04:13.980> of<00:04:14.130> the<00:04:14.250> 21st<00:04:14.820> century<00:04:15.210> must<00:04:15.810> not 00:04:16.040 --> 00:04:16.050 align:start position:0% challenges of the 21st century must not 00:04:16.050 --> 00:04:20.300 align:start position:0% challenges of the 21st century must not be<00:04:16.230> lost<00:04:16.610> now<00:04:17.750> when<00:04:18.750> we<00:04:18.930> look<00:04:19.080> in<00:04:19.290> to<00:04:19.500> proof<00:04:20.160> of 00:04:20.300 --> 00:04:20.310 align:start position:0% be lost now when we look in to proof of 00:04:20.310 --> 00:04:22.940 align:start position:0% be lost now when we look in to proof of existence<00:04:21.140> something<00:04:22.140> we<00:04:22.260> all<00:04:22.410> know<00:04:22.590> here<00:04:22.830> in 00:04:22.940 --> 00:04:22.950 align:start position:0% existence something we all know here in 00:04:22.950 --> 00:04:25.280 align:start position:0% existence something we all know here in this<00:04:23.070> room<00:04:23.310> is<00:04:23.490> a<00:04:23.520> group<00:04:24.030> of<00:04:24.120> state<00:04:24.810> systems 00:04:25.280 --> 00:04:25.290 align:start position:0% this room is a group of state systems 00:04:25.290 --> 00:04:26.830 align:start position:0% this room is a group of state systems voting<00:04:25.830> with<00:04:26.010> your<00:04:26.130> money 00:04:26.830 --> 00:04:26.840 align:start position:0% voting with your money 00:04:26.840 --> 00:04:30.020 align:start position:0% voting with your money whoever<00:04:27.840> has<00:04:28.020> more<00:04:28.290> money<00:04:28.590> wins<00:04:28.920> it's<00:04:29.670> a<00:04:29.820> good 00:04:30.020 --> 00:04:30.030 align:start position:0% whoever has more money wins it's a good 00:04:30.030 --> 00:04:32.540 align:start position:0% whoever has more money wins it's a good authentic<00:04:30.330> way<00:04:30.840> of<00:04:30.870> governance<00:04:31.500> and<00:04:31.710> maybe 00:04:32.540 --> 00:04:32.550 align:start position:0% authentic way of governance and maybe 00:04:32.550 --> 00:04:34.310 align:start position:0% authentic way of governance and maybe this<00:04:32.790> makes<00:04:33.030> sense<00:04:33.360> for<00:04:33.690> private<00:04:34.140> companies 00:04:34.310 --> 00:04:34.320 align:start position:0% this makes sense for private companies 00:04:34.320 --> 00:04:36.710 align:start position:0% this makes sense for private companies where<00:04:35.010> you<00:04:35.190> want<00:04:35.400> the<00:04:35.610> largest<00:04:36.030> shareholders 00:04:36.710 --> 00:04:36.720 align:start position:0% where you want the largest shareholders 00:04:36.720 --> 00:04:38.870 align:start position:0% where you want the largest shareholders with<00:04:36.990> the<00:04:37.080> largest<00:04:37.500> skin<00:04:37.920> in<00:04:38.040> the<00:04:38.190> game<00:04:38.220> to 00:04:38.870 --> 00:04:38.880 align:start position:0% with the largest skin in the game to 00:04:38.880 --> 00:04:40.130 align:start position:0% with the largest skin in the game to have<00:04:39.060> more<00:04:39.360> influence<00:04:39.720> in<00:04:39.990> the 00:04:40.130 --> 00:04:40.140 align:start position:0% have more influence in the 00:04:40.140 --> 00:04:41.480 align:start position:0% have more influence in the decision-making<00:04:40.590> process 00:04:41.480 --> 00:04:41.490 align:start position:0% decision-making process 00:04:41.490 --> 00:04:43.880 align:start position:0% decision-making process and<00:04:41.850> when<00:04:42.060> it's<00:04:42.180> about<00:04:42.300> public<00:04:42.690> goods<00:04:42.930> when 00:04:43.880 --> 00:04:43.890 align:start position:0% and when it's about public goods when 00:04:43.890 --> 00:04:46.130 align:start position:0% and when it's about public goods when it's<00:04:44.010> about<00:04:44.250> public<00:04:44.580> infrastructure<00:04:45.360> not 00:04:46.130 --> 00:04:46.140 align:start position:0% it's about public infrastructure not 00:04:46.140 --> 00:04:48.740 align:start position:0% it's about public infrastructure not necessarily<00:04:47.010> skin<00:04:47.790> the<00:04:48.030> game<00:04:48.210> is<00:04:48.390> a<00:04:48.540> good 00:04:48.740 --> 00:04:48.750 align:start position:0% necessarily skin the game is a good 00:04:48.750 --> 00:04:51.470 align:start position:0% necessarily skin the game is a good alternative<00:04:49.320> to<00:04:49.920> wait<00:04:50.430> the<00:04:50.970> conflicting 00:04:51.470 --> 00:04:51.480 align:start position:0% alternative to wait the conflicting 00:04:51.480 --> 00:04:54.220 align:start position:0% alternative to wait the conflicting interests<00:04:52.410> we<00:04:52.590> find<00:04:52.890> within<00:04:53.160> society<00:04:53.970> and 00:04:54.220 --> 00:04:54.230 align:start position:0% interests we find within society and 00:04:54.230 --> 00:04:57.920 align:start position:0% interests we find within society and even<00:04:55.230> if<00:04:55.500> the<00:04:55.770> skin<00:04:56.070> the<00:04:56.280> game<00:04:56.660> argument<00:04:57.660> was 00:04:57.920 --> 00:04:57.930 align:start position:0% even if the skin the game argument was 00:04:57.930 --> 00:04:59.770 align:start position:0% even if the skin the game argument was to<00:04:58.170> be<00:04:58.560> put<00:04:58.770> under 00:04:59.770 --> 00:04:59.780 align:start position:0% to be put under 00:04:59.780 --> 00:05:02.870 align:start position:0% to be put under sometimes<00:05:00.780> investors<00:05:01.620> have<00:05:02.220> scheme<00:05:02.640> in 00:05:02.870 --> 00:05:02.880 align:start position:0% sometimes investors have scheme in 00:05:02.880 --> 00:05:05.660 align:start position:0% sometimes investors have scheme in multiple<00:05:03.570> games<00:05:03.720> and<00:05:04.140> sometimes<00:05:05.040> you<00:05:05.430> want 00:05:05.660 --> 00:05:05.670 align:start position:0% multiple games and sometimes you want 00:05:05.670 --> 00:05:08.150 align:start position:0% multiple games and sometimes you want some<00:05:05.970> games<00:05:06.240> to<00:05:06.810> lose<00:05:07.050> for<00:05:07.350> other<00:05:07.560> games<00:05:07.890> to 00:05:08.150 --> 00:05:08.160 align:start position:0% some games to lose for other games to 00:05:08.160 --> 00:05:11.060 align:start position:0% some games to lose for other games to win<00:05:08.400> so<00:05:09.000> scheme<00:05:09.390> the<00:05:09.630> game<00:05:09.860> it's<00:05:10.860> not 00:05:11.060 --> 00:05:11.070 align:start position:0% win so scheme the game it's not 00:05:11.070 --> 00:05:13.700 align:start position:0% win so scheme the game it's not compatible<00:05:11.430> under<00:05:11.940> contract<00:05:12.480> of<00:05:12.600> interest<00:05:13.170> an 00:05:13.700 --> 00:05:13.710 align:start position:0% compatible under contract of interest an 00:05:13.710 --> 00:05:16.010 align:start position:0% compatible under contract of interest an interesting<00:05:14.250> case<00:05:14.460> this<00:05:14.880> here<00:05:15.240> is<00:05:15.480> in<00:05:15.840> the 00:05:16.010 --> 00:05:16.020 align:start position:0% interesting case this here is in the 00:05:16.020 --> 00:05:19.780 align:start position:0% interesting case this here is in the governance<00:05:16.860> of<00:05:17.010> animal<00:05:17.550> on<00:05:17.820> one<00:05:18.090> of<00:05:18.120> the<00:05:18.300> a<00:05:18.330> GPS 00:05:19.780 --> 00:05:19.790 align:start position:0% governance of animal on one of the a GPS 00:05:19.790 --> 00:05:22.700 align:start position:0% governance of animal on one of the a GPS you<00:05:20.790> know<00:05:20.850> this<00:05:21.210> is<00:05:21.300> a<00:05:21.330> time<00:05:21.690> line<00:05:21.990> but<00:05:22.260> on<00:05:22.530> the 00:05:22.700 --> 00:05:22.710 align:start position:0% you know this is a time line but on the 00:05:22.710 --> 00:05:25.190 align:start position:0% you know this is a time line but on the on<00:05:23.040> the<00:05:23.550> x<00:05:23.730> axis<00:05:24.270> you<00:05:24.300> see<00:05:24.600> the<00:05:24.750> different 00:05:25.190 --> 00:05:25.200 align:start position:0% on the x axis you see the different 00:05:25.200 --> 00:05:28.280 align:start position:0% on the x axis you see the different balls<00:05:25.470> of<00:05:25.950> people<00:05:26.400> staking<00:05:26.850> tokens<00:05:27.360> on<00:05:27.660> the<00:05:28.050> a 00:05:28.280 --> 00:05:28.290 align:start position:0% balls of people staking tokens on the a 00:05:28.290 --> 00:05:31.850 align:start position:0% balls of people staking tokens on the a peahen<00:05:28.830> at<00:05:28.980> the<00:05:29.160> last<00:05:29.400> minute<00:05:29.880> a<00:05:30.090> whale<00:05:30.860> appear 00:05:31.850 --> 00:05:31.860 align:start position:0% peahen at the last minute a whale appear 00:05:31.860 --> 00:05:36.410 align:start position:0% peahen at the last minute a whale appear and<00:05:32.070> not<00:05:32.880> seek<00:05:33.240> single<00:05:33.870> whale<00:05:34.340> pretty<00:05:35.340> much<00:05:35.640> to 00:05:36.410 --> 00:05:36.420 align:start position:0% and not seek single whale pretty much to 00:05:36.420 --> 00:05:39.170 align:start position:0% and not seek single whale pretty much to control<00:05:36.930> of<00:05:37.140> entire<00:05:37.560> election<00:05:37.950> now<00:05:38.670> the<00:05:39.060> other 00:05:39.170 --> 00:05:39.180 align:start position:0% control of entire election now the other 00:05:39.180 --> 00:05:41.430 align:start position:0% control of entire election now the other goals<00:05:39.510> became<00:05:40.020> relevant<00:05:40.350> because<00:05:40.590> their<00:05:40.920> way 00:05:41.430 --> 00:05:41.440 align:start position:0% goals became relevant because their way 00:05:41.440 --> 00:05:44.040 align:start position:0% goals became relevant because their way simply<00:05:41.860> waited<00:05:42.220> until<00:05:42.400> the<00:05:42.730> last<00:05:42.880> moment<00:05:43.450> to 00:05:44.040 --> 00:05:44.050 align:start position:0% simply waited until the last moment to 00:05:44.050 --> 00:05:46.830 align:start position:0% simply waited until the last moment to decide<00:05:44.440> how<00:05:44.860> he<00:05:45.340> she<00:05:45.670> or<00:05:45.700> it<00:05:46.060> would<00:05:46.300> allocate 00:05:46.830 --> 00:05:46.840 align:start position:0% decide how he she or it would allocate 00:05:46.840 --> 00:05:50.850 align:start position:0% decide how he she or it would allocate its<00:05:47.440> tokens<00:05:48.100> and<00:05:48.540> bring<00:05:49.540> the<00:05:49.720> election<00:05:50.200> in<00:05:50.440> its 00:05:50.850 --> 00:05:50.860 align:start position:0% its tokens and bring the election in its 00:05:50.860 --> 00:05:53.850 align:start position:0% its tokens and bring the election in its own<00:05:51.040> interest<00:05:51.580> so<00:05:51.820> who<00:05:52.000> will<00:05:52.210> stay<00:05:52.620> can<00:05:53.620> work 00:05:53.850 --> 00:05:53.860 align:start position:0% own interest so who will stay can work 00:05:53.860 --> 00:05:57.120 align:start position:0% own interest so who will stay can work for<00:05:54.100> certain<00:05:55.230> certain<00:05:56.230> aspects<00:05:56.650> but<00:05:56.860> it's 00:05:57.120 --> 00:05:57.130 align:start position:0% for certain certain aspects but it's 00:05:57.130 --> 00:05:59.130 align:start position:0% for certain certain aspects but it's it's<00:05:57.400> you<00:05:58.150> know<00:05:58.210> they<00:05:58.510> have<00:05:58.690> the<00:05:58.810> prophetic 00:05:59.130 --> 00:05:59.140 align:start position:0% it's you know they have the prophetic 00:05:59.140 --> 00:06:03.150 align:start position:0% it's you know they have the prophetic and<00:05:59.590> way<00:06:00.280> of<00:06:00.400> governments<00:06:00.970> so<00:06:01.950> here's<00:06:02.950> the 00:06:03.150 --> 00:06:03.160 align:start position:0% and way of governments so here's the 00:06:03.160 --> 00:06:05.130 align:start position:0% and way of governments so here's the question<00:06:03.490> that<00:06:03.520> we're<00:06:03.820> facing<00:06:04.030> and<00:06:04.450> this<00:06:04.750> is<00:06:04.870> I 00:06:05.130 --> 00:06:05.140 align:start position:0% question that we're facing and this is I 00:06:05.140 --> 00:06:07.410 align:start position:0% question that we're facing and this is I would<00:06:05.890> make<00:06:06.070> a<00:06:06.100> disclaimer<00:06:06.580> right<00:06:06.970> now<00:06:07.150> I'm 00:06:07.410 --> 00:06:07.420 align:start position:0% would make a disclaimer right now I'm 00:06:07.420 --> 00:06:10.050 align:start position:0% would make a disclaimer right now I'm more<00:06:08.170> confused<00:06:08.500> than<00:06:09.010> ever<00:06:09.340> about<00:06:09.790> this 00:06:10.050 --> 00:06:10.060 align:start position:0% more confused than ever about this 00:06:10.060 --> 00:06:12.750 align:start position:0% more confused than ever about this problem<00:06:10.390> of<00:06:10.720> trying<00:06:11.680> to<00:06:11.740> fill<00:06:12.040> out<00:06:12.220> proof<00:06:12.580> of 00:06:12.750 --> 00:06:12.760 align:start position:0% problem of trying to fill out proof of 00:06:12.760 --> 00:06:14.970 align:start position:0% problem of trying to fill out proof of human<00:06:13.180> which<00:06:13.450> is<00:06:13.480> whether<00:06:13.900> but<00:06:14.560> we<00:06:14.770> have 00:06:14.970 --> 00:06:14.980 align:start position:0% human which is whether but we have 00:06:14.980 --> 00:06:16.980 align:start position:0% human which is whether but we have identified<00:06:15.670> after<00:06:16.000> five<00:06:16.360> years<00:06:16.390> of<00:06:16.840> doing 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will<00:06:30.640> get<00:06:30.850> all<00:06:31.120> of<00:06:31.270> these<00:06:31.450> stops<00:06:31.810> that<00:06:32.200> are 00:06:32.660 --> 00:06:32.670 align:start position:0% will get all of these stops that are 00:06:32.670 --> 00:06:35.370 align:start position:0% will get all of these stops that are that<00:06:33.670> have<00:06:33.850> tremendous<00:06:34.180> potential<00:06:34.840> if<00:06:35.170> we 00:06:35.370 --> 00:06:35.380 align:start position:0% that have tremendous potential if we 00:06:35.380 --> 00:06:37.530 align:start position:0% that have tremendous potential if we sort<00:06:35.650> out<00:06:35.890> proof<00:06:36.190> of<00:06:36.340> human<00:06:36.640> we<00:06:37.090> will<00:06:37.270> get 00:06:37.530 --> 00:06:37.540 align:start position:0% sort out proof of human we will get 00:06:37.540 --> 00:06:41.040 align:start position:0% sort out proof of human we will get democracy<00:06:38.530> universal<00:06:39.340> basic<00:06:39.700> income<00:06:40.050> portal 00:06:41.040 --> 00:06:41.050 align:start position:0% democracy universal basic income portal 00:06:41.050 --> 00:06:41.610 align:start position:0% democracy universal basic income portal craley 00:06:41.610 --> 00:06:41.620 align:start position:0% craley 00:06:41.620 --> 00:06:44.850 align:start position:0% craley better<00:06:42.250> alternatives<00:06:43.150> to<00:06:43.390> kyc<00:06:44.050> firm 00:06:44.850 --> 00:06:44.860 align:start position:0% better alternatives to kyc firm 00:06:44.860 --> 00:06:47.580 align:start position:0% better alternatives to kyc firm electrons<00:06:45.550> even<00:06:46.120> love<00:06:46.419> sri<00:06:46.660> communism<00:06:47.380> who 00:06:47.580 --> 00:06:47.590 align:start position:0% electrons even love sri communism who 00:06:47.590 --> 00:06:49.770 align:start position:0% electrons even love sri communism who knows<00:06:47.800> a<00:06:48.130> lot<00:06:48.700> can<00:06:48.910> happen<00:06:48.940> if<00:06:49.360> we<00:06:49.480> can<00:06:49.630> do 00:06:49.770 --> 00:06:49.780 align:start position:0% knows a lot can happen if we can do 00:06:49.780 --> 00:06:52.080 align:start position:0% knows a lot can happen if we can do proof<00:06:50.050> of<00:06:50.230> human<00:06:50.560> I<00:06:50.740> don't<00:06:51.130> know 00:06:52.080 --> 00:06:52.090 align:start position:0% proof of human I don't know 00:06:52.090 --> 00:06:53.940 align:start position:0% proof of human I don't know I<00:06:52.150> read<00:06:52.870> involved<00:06:53.290> with<00:06:53.410> some<00:06:53.590> we're<00:06:53.740> going<00:06:53.860> to 00:06:53.940 --> 00:06:53.950 align:start position:0% I read involved with some we're going to 00:06:53.950 --> 00:06:54.150 align:start position:0% I read involved with some we're going to say 00:06:54.150 --> 00:06:54.160 align:start position:0% say 00:06:54.160 --> 00:06:57.060 align:start position:0% say the<00:06:54.580> party<00:06:54.970> leader<00:06:55.270> in<00:06:55.450> Argentina<00:06:56.320> support<00:06:56.920> Li 00:06:57.060 --> 00:06:57.070 align:start position:0% the party leader in Argentina support Li 00:06:57.070 --> 00:07:01.290 align:start position:0% the party leader in Argentina support Li I<00:06:57.640> have<00:06:58.300> had<00:06:58.510> the<00:06:59.190> increments<00:07:00.190> will<00:07:00.400> suit<00:07:00.760> to 00:07:01.290 --> 00:07:01.300 align:start position:0% I have had the increments will suit to 00:07:01.300 --> 00:07:04.230 align:start position:0% I have had the increments will suit to found<00:07:01.600> that<00:07:02.080> eight<00:07:02.470> years<00:07:02.830> ago<00:07:03.190> the<00:07:03.700> mobility 00:07:04.230 --> 00:07:04.240 align:start position:0% found that eight years ago the mobility 00:07:04.240 --> 00:07:06.570 align:start position:0% found that eight years ago the mobility he<00:07:04.390> tell<00:07:04.600> you<00:07:04.990> by<00:07:05.320> which<00:07:05.530> is<00:07:05.650> exactly<00:07:06.190> like<00:07:06.340> the 00:07:06.570 --> 00:07:06.580 align:start position:0% he tell you by which is exactly like the 00:07:06.580 --> 00:07:08.340 align:start position:0% he tell you by which is exactly like the popular<00:07:06.940> reading<00:07:07.240> when<00:07:07.570> cells<00:07:07.870> and<00:07:08.200> they<00:07:08.290> are 00:07:08.340 --> 00:07:08.350 align:start position:0% popular reading when cells and they are 00:07:08.350 --> 00:07:09.930 align:start position:0% popular reading when cells and they are running<00:07:08.590> for<00:07:08.890> the<00:07:08.980> presidential<00:07:09.340> election 00:07:09.930 --> 00:07:09.940 align:start position:0% running for the presidential election 00:07:09.940 --> 00:07:12.450 align:start position:0% running for the presidential election this<00:07:10.090> year<00:07:10.150> or<00:07:10.600> a<00:07:11.260> Lou<00:07:11.500> Young<00:07:11.770> who<00:07:12.040> is<00:07:12.070> trying 00:07:12.450 --> 00:07:12.460 align:start position:0% this year or a Lou Young who is trying 00:07:12.460 --> 00:07:15.480 align:start position:0% this year or a Lou Young who is trying to<00:07:12.580> make<00:07:12.670> ubi<00:07:13.210> this<00:07:14.140> this<00:07:14.470> is<00:07:14.620> the<00:07:14.770> demand<00:07:15.190> side 00:07:15.480 --> 00:07:15.490 align:start position:0% to make ubi this this is the demand side 00:07:15.490 --> 00:07:17.340 align:start position:0% to make ubi this this is the demand side these<00:07:15.730> are<00:07:15.910> the<00:07:16.060> folks<00:07:16.300> that<00:07:16.420> we<00:07:16.780> don't<00:07:16.990> need<00:07:17.140> a 00:07:17.340 --> 00:07:17.350 align:start position:0% these are the folks that we don't need a 00:07:17.350 --> 00:07:19.320 align:start position:0% these are the folks that we don't need a technology<00:07:17.710> like<00:07:18.130> proof<00:07:18.430> of<00:07:18.580> human<00:07:18.910> in<00:07:19.120> order 00:07:19.320 --> 00:07:19.330 align:start position:0% technology like proof of human in order 00:07:19.330 --> 00:07:21.660 align:start position:0% technology like proof of human in order to<00:07:19.600> deliver<00:07:19.870> on<00:07:20.470> some<00:07:20.860> of<00:07:20.980> the<00:07:21.100> promises<00:07:21.640> in 00:07:21.660 --> 00:07:21.670 align:start position:0% to deliver on some of the promises in 00:07:21.670 --> 00:07:23.730 align:start position:0% to deliver on some of the promises in order<00:07:22.060> to<00:07:22.330> take<00:07:22.540> watching<00:07:23.050> based<00:07:23.230> technology 00:07:23.730 --> 00:07:23.740 align:start position:0% order to take watching based technology 00:07:23.740 --> 00:07:26.760 align:start position:0% order to take watching based technology beyond<00:07:24.610> the<00:07:24.910> means<00:07:25.150> of<00:07:25.540> the<00:07:25.870> finance<00:07:26.560> and 00:07:26.760 --> 00:07:26.770 align:start position:0% beyond the means of the finance and 00:07:26.770 --> 00:07:29.070 align:start position:0% beyond the means of the finance and start<00:07:27.250> building<00:07:27.910> technologies<00:07:28.690> that<00:07:28.810> and 00:07:29.070 --> 00:07:29.080 align:start position:0% start building technologies that and 00:07:29.080 --> 00:07:33.630 align:start position:0% start building technologies that and also<00:07:29.200> print<00:07:29.560> solutions<00:07:29.800> to<00:07:30.340> society<00:07:32.640> but 00:07:33.630 --> 00:07:33.640 align:start position:0% also print solutions to society but 00:07:33.640 --> 00:07:37.620 align:start position:0% also print solutions to society but here's<00:07:34.150> the<00:07:35.130> principle<00:07:36.130> that<00:07:36.670> we<00:07:36.850> must<00:07:37.120> abide 00:07:37.620 --> 00:07:37.630 align:start position:0% here's the principle that we must abide 00:07:37.630 --> 00:07:40.470 align:start position:0% here's the principle that we must abide with<00:07:37.930> here<00:07:38.260> here's<00:07:38.590> a<00:07:38.890> very<00:07:39.610> important<00:07:40.150> that<00:07:40.360> a 00:07:40.470 --> 00:07:40.480 align:start position:0% with here here's a very important that a 00:07:40.480 --> 00:07:42.870 align:start position:0% with here here's a very important that a consideration<00:07:41.080> that<00:07:41.290> I<00:07:41.650> think<00:07:42.100> it's<00:07:42.400> great 00:07:42.870 --> 00:07:42.880 align:start position:0% consideration that I think it's great 00:07:42.880 --> 00:07:45.210 align:start position:0% consideration that I think it's great that<00:07:42.940> Edward<00:07:43.480> Snowden<00:07:43.510> in<00:07:44.410> doing<00:07:44.740> what<00:07:44.950> three 00:07:45.210 --> 00:07:45.220 align:start position:0% that Edward Snowden in doing what three 00:07:45.220 --> 00:07:47.970 align:start position:0% that Edward Snowden in doing what three in<00:07:45.550> Berlin<00:07:45.940> this<00:07:46.120> year<00:07:46.360> he<00:07:46.870> said<00:07:47.200> this<00:07:47.440> and<00:07:47.740> I 00:07:47.970 --> 00:07:47.980 align:start position:0% in Berlin this year he said this and I 00:07:47.980 --> 00:07:50.010 align:start position:0% in Berlin this year he said this and I think<00:07:48.130> was<00:07:48.520> you<00:07:48.940> know<00:07:49.060> definitely<00:07:49.630> highlight 00:07:50.010 --> 00:07:50.020 align:start position:0% think was you know definitely highlight 00:07:50.020 --> 00:07:52.440 align:start position:0% think was you know definitely highlight of<00:07:50.200> that<00:07:50.520> extraordinary<00:07:51.520> conference<00:07:52.120> give 00:07:52.440 --> 00:07:52.450 align:start position:0% of that extraordinary conference give 00:07:52.450 --> 00:07:55.170 align:start position:0% of that extraordinary conference give FDA<00:07:52.870> in<00:07:53.170> the<00:07:53.290> summer<00:07:53.670> we<00:07:54.670> don't<00:07:54.850> need<00:07:55.000> to 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we<00:08:02.840> put<00:08:03.050> our<00:08:03.230> identity<00:08:03.920> on<00:08:04.250> change 00:08:04.690 --> 00:08:04.700 align:start position:0% because if we put our identity on change 00:08:04.700 --> 00:08:06.880 align:start position:0% because if we put our identity on change in<00:08:05.060> a<00:08:05.120> mutable<00:08:05.600> ledger<00:08:05.930> further<00:08:06.380> to<00:08:06.620> zero 00:08:06.880 --> 00:08:06.890 align:start position:0% in a mutable ledger further to zero 00:08:06.890 --> 00:08:09.760 align:start position:0% in a mutable ledger further to zero forever<00:08:07.340> and<00:08:07.730> it<00:08:08.540> bins<00:08:08.840> happen<00:08:09.290> and<00:08:09.470> there's<00:08:09.620> a 00:08:09.760 --> 00:08:09.770 align:start position:0% forever and it bins happen and there's a 00:08:09.770 --> 00:08:13.090 align:start position:0% forever and it bins happen and there's a totalitarian<00:08:10.460> regime<00:08:10.640> then<00:08:11.530> regime<00:08:12.530> can<00:08:12.770> use 00:08:13.090 --> 00:08:13.100 align:start position:0% totalitarian regime then regime can use 00:08:13.100 --> 00:08:15.760 align:start position:0% totalitarian regime then regime can use the<00:08:13.310> information<00:08:13.610> in<00:08:14.210> very<00:08:14.630> dangerous<00:08:15.200> ways 00:08:15.760 --> 00:08:15.770 align:start position:0% the information in very dangerous ways 00:08:15.770 --> 00:08:19.240 align:start position:0% the information in very dangerous ways so<00:08:16.490> when<00:08:16.940> we're<00:08:17.180> working<00:08:17.690> they<00:08:18.080> were<00:08:18.800> working 00:08:19.240 --> 00:08:19.250 align:start position:0% so when we're working they were working 00:08:19.250 --> 00:08:21.700 align:start position:0% so when we're working they were working with<00:08:19.280> a<00:08:19.490> very<00:08:19.910> sensitive<00:08:20.420> piece<00:08:21.350> of 00:08:21.700 --> 00:08:21.710 align:start position:0% with a very sensitive piece of 00:08:21.710 --> 00:08:28.090 align:start position:0% with a very sensitive piece of information<00:08:23.860> but<00:08:24.860> we<00:08:25.160> -<00:08:26.030> we<00:08:26.930> -<00:08:26.960> prepares<00:08:27.830> us 00:08:28.090 --> 00:08:28.100 align:start position:0% information but we - we - prepares us 00:08:28.100 --> 00:08:29.890 align:start position:0% information but we - we - prepares us for<00:08:28.160> the<00:08:28.490> future<00:08:28.880> we<00:08:29.030> need<00:08:29.060> to<00:08:29.210> design<00:08:29.600> systems 00:08:29.890 --> 00:08:29.900 align:start position:0% for the future we need to design systems 00:08:29.900 --> 00:08:33.190 align:start position:0% for the future we need to design systems that<00:08:30.380> can<00:08:30.560> help<00:08:30.740> us<00:08:31.150> understand<00:08:32.150> in<00:08:32.479> you<00:08:33.080> know 00:08:33.190 --> 00:08:33.200 align:start position:0% that can help us understand in you know 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about that it was<00:08:41.659> yesterday 00:08:42.219 --> 00:08:42.229 align:start position:0% was yesterday 00:08:42.229 --> 00:08:44.560 align:start position:0% was yesterday how<00:08:42.890> much<00:08:43.159> computation<00:08:43.610> look<00:08:43.969> in<00:08:44.150> that<00:08:44.300> world 00:08:44.560 --> 00:08:44.570 align:start position:0% how much computation look in that world 00:08:44.570 --> 00:08:47.050 align:start position:0% how much computation look in that world and<00:08:44.780> found<00:08:45.080> that<00:08:45.290> world<00:08:45.670> we<00:08:46.670> can<00:08:46.880> create 00:08:47.050 --> 00:08:47.060 align:start position:0% and found that world we can create 00:08:47.060 --> 00:08:48.880 align:start position:0% and found that world we can create systems<00:08:47.510> and<00:08:47.600> we<00:08:47.780> are<00:08:47.900> sure<00:08:48.110> that<00:08:48.170> we<00:08:48.410> will<00:08:48.560> not 00:08:48.880 --> 00:08:48.890 align:start position:0% systems and we are sure that we will not 00:08:48.890 --> 00:08:52.180 align:start position:0% systems and we are sure that we will not be<00:08:49.300> taken<00:08:50.300> away<00:08:50.390> by<00:08:50.750> a<00:08:51.020> is<00:08:51.230> and<00:08:51.650> all<00:08:51.830> kinds<00:08:52.130> of 00:08:52.180 --> 00:08:52.190 align:start position:0% be taken away by a is and all kinds of 00:08:52.190 --> 00:08:56.230 align:start position:0% be taken away by a is and all kinds of machines<00:08:52.750> and<00:08:53.750> also<00:08:54.170> we<00:08:54.350> must<00:08:54.500> avoid<00:08:55.240> recreate 00:08:56.230 --> 00:08:56.240 align:start position:0% machines and also we must avoid recreate 00:08:56.240 --> 00:08:58.960 align:start position:0% machines and also we must avoid recreate the<00:08:56.540> auto<00:08:56.810> Berg<00:08:57.140> and<00:08:57.350> Facebook<00:08:58.130> for<00:08:58.790> the 00:08:58.960 --> 00:08:58.970 align:start position:0% the auto Berg and Facebook for the 00:08:58.970 --> 00:09:00.700 align:start position:0% the auto Berg and Facebook for the Chinese<00:08:59.390> Communist<00:08:59.870> Party<00:09:00.290> which<00:09:00.440> are<00:09:00.590> the 00:09:00.700 --> 00:09:00.710 align:start position:0% Chinese Communist Party which are the 00:09:00.710 --> 00:09:04.200 align:start position:0% Chinese Communist Party which are the two<00:09:01.040> largest<00:09:01.190> thanks<00:09:02.090> to<00:09:02.530> privacy 00:09:04.200 --> 00:09:04.210 align:start position:0% two largest thanks to privacy 00:09:04.210 --> 00:09:07.190 align:start position:0% two largest thanks to privacy our<00:09:04.720> identities<00:09:05.350> in<00:09:05.470> the<00:09:05.589> world<00:09:05.740> right<00:09:05.950> now 00:09:07.190 --> 00:09:07.200 align:start position:0% our identities in the world right now 00:09:07.200 --> 00:09:11.310 align:start position:0% our identities in the world right now when<00:09:08.200> they<00:09:08.380> wealth<00:09:08.710> began<00:09:09.450> 25<00:09:10.450> years<00:09:10.720> ago<00:09:10.930> the 00:09:11.310 --> 00:09:11.320 align:start position:0% when they wealth began 25 years ago the 00:09:11.320 --> 00:09:14.430 align:start position:0% when they wealth began 25 years ago the work<00:09:11.560> was<00:09:11.860> also<00:09:12.160> this<00:09:12.580> dream<00:09:13.000> of<00:09:13.440> free 00:09:14.430 --> 00:09:14.440 align:start position:0% work was also this dream of free 00:09:14.440 --> 00:09:17.550 align:start position:0% work was also this dream of free information<00:09:14.589> of<00:09:15.310> connecting<00:09:15.790> humanity<00:09:16.560> no 00:09:17.550 --> 00:09:17.560 align:start position:0% information of connecting humanity no 00:09:17.560 --> 00:09:20.070 align:start position:0% information of connecting humanity no one<00:09:17.890> ambition<00:09:18.250> during<00:09:18.760> the<00:09:18.880> 90s<00:09:19.450> even<00:09:19.750> though 00:09:20.070 --> 00:09:20.080 align:start position:0% one ambition during the 90s even though 00:09:20.080 --> 00:09:21.660 align:start position:0% one ambition during the 90s even though there<00:09:20.290> was<00:09:20.500> a<00:09:20.649> lot<00:09:20.800> of<00:09:20.830> people<00:09:21.010> trying<00:09:21.399> to<00:09:21.520> make 00:09:21.660 --> 00:09:21.670 align:start position:0% there was a lot of people trying to make 00:09:21.670 --> 00:09:23.160 align:start position:0% there was a lot of people trying to make money<00:09:21.880> but<00:09:22.240> no<00:09:22.450> one<00:09:22.630> envisioned<00:09:23.140> that 00:09:23.160 --> 00:09:23.170 align:start position:0% money but no one envisioned that 00:09:23.170 --> 00:09:26.370 align:start position:0% money but no one envisioned that something<00:09:24.300> like<00:09:25.300> Facebook<00:09:25.839> will<00:09:26.020> come<00:09:26.230> out 00:09:26.370 --> 00:09:26.380 align:start position:0% something like Facebook will come out 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the<00:09:34.420> Morrises<00:09:34.899> actions<00:09:35.290> during<00:09:35.500> the 00:09:35.610 --> 00:09:35.620 align:start position:0% bringing the Morrises actions during the 00:09:35.620 --> 00:09:38.220 align:start position:0% bringing the Morrises actions during the Obama<00:09:35.980> election<00:09:36.160> Facebook<00:09:37.029> was<00:09:37.209> critical<00:09:38.200> for 00:09:38.220 --> 00:09:38.230 align:start position:0% Obama election Facebook was critical for 00:09:38.230 --> 00:09:41.730 align:start position:0% Obama election Facebook was critical for the<00:09:38.529> election<00:09:38.950> of<00:09:39.070> Obama<00:09:39.339> the<00:09:40.209> the<00:09:40.750> exercise 00:09:41.730 --> 00:09:41.740 align:start position:0% the election of Obama the the exercise 00:09:41.740 --> 00:09:45.900 align:start position:0% the election of Obama the the exercise was<00:09:42.070> not<00:09:42.100> be<00:09:42.430> stuff<00:09:42.730> because<00:09:44.670> well<00:09:45.670> done 00:09:45.900 --> 00:09:45.910 align:start position:0% was not be stuff because well done 00:09:45.910 --> 00:09:48.060 align:start position:0% was not be stuff because well done because<00:09:46.240> there<00:09:46.630> was<00:09:46.750> the<00:09:47.170> Americans<00:09:47.709> using 00:09:48.060 --> 00:09:48.070 align:start position:0% because there was the Americans using 00:09:48.070 --> 00:09:49.920 align:start position:0% because there was the Americans using Facebook<00:09:48.490> to<00:09:48.640> elect<00:09:48.910> an<00:09:49.029> American<00:09:49.480> president 00:09:49.920 --> 00:09:49.930 align:start position:0% Facebook to elect an American president 00:09:49.930 --> 00:09:52.440 align:start position:0% Facebook to elect an American president when<00:09:50.589> the<00:09:50.740> Russians<00:09:51.250> are<00:09:51.490> using<00:09:51.880> Facebook<00:09:52.300> to 00:09:52.440 --> 00:09:52.450 align:start position:0% when the Russians are using Facebook to 00:09:52.450 --> 00:09:54.300 align:start position:0% when the Russians are using Facebook to elect<00:09:52.750> an<00:09:52.899> American<00:09:53.380> president<00:09:53.860> or<00:09:54.070> any 00:09:54.300 --> 00:09:54.310 align:start position:0% elect an American president or any 00:09:54.310 --> 00:09:57.180 align:start position:0% elect an American president or any foreign<00:09:54.730> powers<00:09:55.330> using<00:09:55.839> this<00:09:56.410> Trojan<00:09:56.920> horse 00:09:57.180 --> 00:09:57.190 align:start position:0% foreign powers using this Trojan horse 00:09:57.190 --> 00:09:59.579 align:start position:0% foreign powers using this Trojan horse to<00:09:57.339> elect<00:09:57.779> an<00:09:58.779> authority<00:09:59.350> over<00:09:59.560> another 00:09:59.579 --> 00:09:59.589 align:start position:0% to elect an authority over another 00:09:59.589 --> 00:10:02.070 align:start position:0% to elect an authority over another country<00:10:00.399> then<00:10:00.880> the<00:10:01.120> very<00:10:01.390> concept<00:10:01.870> of<00:10:02.020> the 00:10:02.070 --> 00:10:02.080 align:start position:0% country then the very concept of the 00:10:02.080 --> 00:10:04.019 align:start position:0% country then the very concept of the nation-state<00:10:02.500> start<00:10:03.190> exploring<00:10:03.520> the<00:10:03.820> very 00:10:04.019 --> 00:10:04.029 align:start position:0% nation-state start exploring the very 00:10:04.029 --> 00:10:06.600 align:start position:0% nation-state start exploring the very concept<00:10:04.450> of<00:10:04.630> non-domestic<00:10:05.620> intervention<00:10:06.399> in 00:10:06.600 --> 00:10:06.610 align:start position:0% concept of non-domestic intervention in 00:10:06.610 --> 00:10:09.000 align:start position:0% concept of non-domestic intervention in each<00:10:06.850> other's<00:10:07.180> affairs<00:10:07.330> is<00:10:08.170> no<00:10:08.440> longer<00:10:08.740> there 00:10:09.000 --> 00:10:09.010 align:start position:0% each other's affairs is no longer there 00:10:09.010 --> 00:10:11.820 align:start position:0% each other's affairs is no longer there so<00:10:09.070> we're<00:10:09.610> in<00:10:09.820> a<00:10:09.940> very<00:10:10.330> new<00:10:10.660> political<00:10:10.959> reality 00:10:11.820 --> 00:10:11.830 align:start position:0% so we're in a very new political reality 00:10:11.830 --> 00:10:13.890 align:start position:0% so we're in a very new political reality and<00:10:12.370> we<00:10:12.550> must<00:10:12.790> prepare<00:10:13.029> ourselves<00:10:13.240> for<00:10:13.660> a 00:10:13.890 --> 00:10:13.900 align:start position:0% and we must prepare ourselves for a 00:10:13.900 --> 00:10:16.940 align:start position:0% and we must prepare ourselves for a world<00:10:14.230> of<00:10:14.440> abundant<00:10:14.980> competition<00:10:15.700> now 00:10:16.940 --> 00:10:16.950 align:start position:0% world of abundant competition now 00:10:16.950 --> 00:10:19.470 align:start position:0% world of abundant competition now another<00:10:17.950> computation<00:10:18.430> is<00:10:19.000> showing<00:10:19.360> us 00:10:19.470 --> 00:10:19.480 align:start position:0% another computation is showing us 00:10:19.480 --> 00:10:23.190 align:start position:0% another computation is showing us something<00:10:19.750> that<00:10:19.959> is<00:10:20.140> a<00:10:20.470> very<00:10:21.220> scary<00:10:21.959> and<00:10:22.959> is 00:10:23.190 --> 00:10:23.200 align:start position:0% something that is a very scary and is 00:10:23.200 --> 00:10:26.040 align:start position:0% something that is a very scary and is that<00:10:23.440> the<00:10:23.709> cheaper<00:10:24.220> information<00:10:25.060> gets<00:10:25.360> the 00:10:26.040 --> 00:10:26.050 align:start position:0% that the cheaper information gets the 00:10:26.050 --> 00:10:30.420 align:start position:0% that the cheaper information gets the more<00:10:26.440> truth<00:10:27.130> becomes<00:10:27.779> manipulated<00:10:29.010> and<00:10:30.010> I 00:10:30.420 --> 00:10:30.430 align:start position:0% more truth becomes manipulated and I 00:10:30.430 --> 00:10:32.910 align:start position:0% more truth becomes manipulated and I think<00:10:30.910> an<00:10:31.000> extraordinary<00:10:31.600> example<00:10:32.020> this<00:10:32.709> is 00:10:32.910 --> 00:10:32.920 align:start position:0% think an extraordinary example this is 00:10:32.920 --> 00:10:34.140 align:start position:0% think an extraordinary example this is big<00:10:33.190> Bates 00:10:34.140 --> 00:10:34.150 align:start position:0% big Bates 00:10:34.150 --> 00:10:36.720 align:start position:0% big Bates he<00:10:34.720> takes<00:10:34.990> all<00:10:35.290> of<00:10:35.350> these<00:10:35.620> pictures<00:10:35.890> of<00:10:36.459> these 00:10:36.720 --> 00:10:36.730 align:start position:0% he takes all of these pictures of these 00:10:36.730 --> 00:10:39.690 align:start position:0% he takes all of these pictures of these guys<00:10:36.970> that<00:10:37.000> you<00:10:37.390> see<00:10:37.600> here<00:10:37.959> don't<00:10:38.680> exist<00:10:39.070> they 00:10:39.690 --> 00:10:39.700 align:start position:0% guys that you see here don't exist they 00:10:39.700 --> 00:10:42.390 align:start position:0% guys that you see here don't exist they can<00:10:39.880> be<00:10:40.000> generated<00:10:40.390> by<00:10:40.890> what<00:10:41.890> is<00:10:42.010> called<00:10:42.250> a 00:10:42.390 --> 00:10:42.400 align:start position:0% can be generated by what is called a 00:10:42.400 --> 00:10:45.540 align:start position:0% can be generated by what is called a generative<00:10:43.240> a<00:10:43.540> parcel<00:10:43.959> network<00:10:44.500> which<00:10:44.709> ISA<00:10:45.070> is 00:10:45.540 --> 00:10:45.550 align:start position:0% generative a parcel network which ISA is 00:10:45.550 --> 00:10:48.060 align:start position:0% generative a parcel network which ISA is to<00:10:45.940> machine<00:10:46.750> learning<00:10:47.170> algorithms<00:10:47.740> or<00:10:47.920> to 00:10:48.060 --> 00:10:48.070 align:start position:0% to machine learning algorithms or to 00:10:48.070 --> 00:10:51.420 align:start position:0% to machine learning algorithms or to neural<00:10:48.459> networks<00:10:48.880> that<00:10:49.980> reinforce<00:10:50.980> each 00:10:51.420 --> 00:10:51.430 align:start position:0% neural networks that reinforce each 00:10:51.430 --> 00:10:54.449 align:start position:0% neural networks that reinforce each other<00:10:51.640> and<00:10:51.880> learn<00:10:52.089> from<00:10:52.120> each<00:10:52.420> other<00:10:52.720> and<00:10:53.459> once 00:10:54.449 --> 00:10:54.459 align:start position:0% other and learn from each other and once 00:10:54.459 --> 00:10:56.550 align:start position:0% other and learn from each other and once the<00:10:54.640> network<00:10:54.820> is<00:10:55.150> able<00:10:55.540> to<00:10:55.720> understand<00:10:56.470> the 00:10:56.550 --> 00:10:56.560 align:start position:0% the network is able to understand the 00:10:56.560 --> 00:11:01.139 align:start position:0% the network is able to understand the properties<00:10:56.920> of<00:10:57.160> human<00:10:57.610> faces<00:10:57.820> I<00:10:59.700> guess<00:11:00.700> the 00:11:01.139 --> 00:11:01.149 align:start position:0% properties of human faces I guess the 00:11:01.149 --> 00:11:04.620 align:start position:0% properties of human faces I guess the final<00:11:02.050> a<00:11:02.440> chibi<00:11:03.070> is<00:11:03.100> in<00:11:03.310> the<00:11:03.370> room 00:11:04.620 --> 00:11:04.630 align:start position:0% final a chibi is in the room 00:11:04.630 --> 00:11:07.610 align:start position:0% final a chibi is in the room [Applause] 00:11:07.610 --> 00:11:07.620 align:start position:0% [Applause] 00:11:07.620 --> 00:11:11.210 align:start position:0% [Applause] actually<00:11:08.460> I<00:11:09.230> don't<00:11:10.230> mind<00:11:10.500> I<00:11:10.620> can<00:11:10.770> talk<00:11:10.980> louder 00:11:11.210 --> 00:11:11.220 align:start position:0% actually I don't mind I can talk louder 00:11:11.220 --> 00:11:14.180 align:start position:0% actually I don't mind I can talk louder among<00:11:11.640> friends<00:11:11.940> here<00:11:12.650> there<00:11:13.650> might<00:11:13.890> be<00:11:13.920> some 00:11:14.180 --> 00:11:14.190 align:start position:0% among friends here there might be some 00:11:14.190 --> 00:11:21.410 align:start position:0% among friends here there might be some spice<00:11:14.490> but<00:11:14.760> that's<00:11:15.000> okay<00:11:17.840> so<00:11:19.310> the<00:11:20.310> weird<00:11:21.030> thing 00:11:21.410 --> 00:11:21.420 align:start position:0% spice but that's okay so the weird thing 00:11:21.420 --> 00:11:23.420 align:start position:0% spice but that's okay so the weird thing about<00:11:21.450> this<00:11:21.960> technique<00:11:22.320> of<00:11:22.530> Gans<00:11:22.800> is<00:11:23.160> that 00:11:23.420 --> 00:11:23.430 align:start position:0% about this technique of Gans is that 00:11:23.430 --> 00:11:25.850 align:start position:0% about this technique of Gans is that usually<00:11:24.180> in<00:11:24.420> technology<00:11:25.110> there's<00:11:25.380> this<00:11:25.560> thing 00:11:25.850 --> 00:11:25.860 align:start position:0% usually in technology there's this thing 00:11:25.860 --> 00:11:28.820 align:start position:0% usually in technology there's this thing called<00:11:25.890> the<00:11:26.490> uncanny<00:11:26.730> valley<00:11:27.530> the<00:11:28.530> uncanny 00:11:28.820 --> 00:11:28.830 align:start position:0% called the uncanny valley the uncanny 00:11:28.830 --> 00:11:31.550 align:start position:0% called the uncanny valley the uncanny valley<00:11:28.980> and<00:11:29.610> in<00:11:29.820> CGI<00:11:30.180> computer<00:11:30.570> graphics<00:11:31.350> the 00:11:31.550 --> 00:11:31.560 align:start position:0% valley and in CGI computer graphics the 00:11:31.560 --> 00:11:34.400 align:start position:0% valley and in CGI computer graphics the uncanny<00:11:31.860> valley<00:11:32.040> is<00:11:32.570> that<00:11:33.570> moment<00:11:34.080> where<00:11:34.260> you 00:11:34.400 --> 00:11:34.410 align:start position:0% uncanny valley is that moment where you 00:11:34.410 --> 00:11:36.110 align:start position:0% uncanny valley is that moment where you can<00:11:34.620> see<00:11:34.980> the<00:11:35.280> thing<00:11:35.490> tries<00:11:35.760> to<00:11:35.970> be<00:11:36.090> so 00:11:36.110 --> 00:11:36.120 align:start position:0% can see the thing tries to be so 00:11:36.120 --> 00:11:38.720 align:start position:0% can see the thing tries to be so realistic<00:11:37.020> that<00:11:37.200> you<00:11:37.680> see<00:11:38.010> it<00:11:38.070> start<00:11:38.460> seeing 00:11:38.720 --> 00:11:38.730 align:start position:0% realistic that you see it start seeing 00:11:38.730 --> 00:11:40.910 align:start position:0% realistic that you see it start seeing the<00:11:38.910> glitches<00:11:39.180> rather<00:11:39.690> than<00:11:39.960> their<00:11:40.110> realistic 00:11:40.910 --> 00:11:40.920 align:start position:0% the glitches rather than their realistic 00:11:40.920 --> 00:11:42.800 align:start position:0% the glitches rather than their realistic attempts<00:11:41.340> of<00:11:41.460> the<00:11:41.520> graphic<00:11:42.210> or<00:11:42.330> the<00:11:42.450> 3d 00:11:42.800 --> 00:11:42.810 align:start position:0% attempts of the graphic or the 3d 00:11:42.810 --> 00:11:44.720 align:start position:0% attempts of the graphic or the 3d animation<00:11:43.320> that<00:11:43.470> you're<00:11:43.590> looking<00:11:43.890> at<00:11:44.010> in 00:11:44.720 --> 00:11:44.730 align:start position:0% animation that you're looking at in 00:11:44.730 --> 00:11:46.730 align:start position:0% animation that you're looking at in these<00:11:44.970> pictures<00:11:45.300> there's<00:11:45.840> no<00:11:46.050> more<00:11:46.320> antenna 00:11:46.730 --> 00:11:46.740 align:start position:0% these pictures there's no more antenna 00:11:46.740 --> 00:11:49.880 align:start position:0% these pictures there's no more antenna valleys<00:11:47.160> extremely<00:11:48.150> hard<00:11:48.420> to<00:11:48.600> tell<00:11:48.840> if<00:11:49.560> these 00:11:49.880 --> 00:11:49.890 align:start position:0% valleys extremely hard to tell if these 00:11:49.890 --> 00:11:51.560 align:start position:0% valleys extremely hard to tell if these pictures<00:11:50.280> have<00:11:50.430> been<00:11:50.490> generated<00:11:51.150> or<00:11:51.270> not<00:11:51.450> my 00:11:51.560 --> 00:11:51.570 align:start position:0% pictures have been generated or not my 00:11:51.570 --> 00:11:53.540 align:start position:0% pictures have been generated or not my algorithm<00:11:51.900> there<00:11:52.530> are<00:11:52.680> some<00:11:52.890> tweaks<00:11:53.190> that<00:11:53.400> you 00:11:53.540 --> 00:11:53.550 align:start position:0% algorithm there are some tweaks that you 00:11:53.550 --> 00:11:55.670 align:start position:0% algorithm there are some tweaks that you can<00:11:53.820> look<00:11:54.210> very<00:11:54.240> closely<00:11:54.720> that<00:11:55.050> might<00:11:55.380> tell 00:11:55.670 --> 00:11:55.680 align:start position:0% can look very closely that might tell 00:11:55.680 --> 00:11:56.900 align:start position:0% can look very closely that might tell you<00:11:55.800> that<00:11:55.830> this<00:11:56.100> has<00:11:56.160> been<00:11:56.490> generated<00:11:56.880> by 00:11:56.900 --> 00:11:56.910 align:start position:0% you that this has been generated by 00:11:56.910 --> 00:11:59.510 align:start position:0% you that this has been generated by others<00:11:57.150> but<00:11:57.810> otherwise<00:11:58.200> we<00:11:59.040> have<00:11:59.220> to<00:11:59.250> prepare 00:11:59.510 --> 00:11:59.520 align:start position:0% others but otherwise we have to prepare 00:11:59.520 --> 00:12:01.310 align:start position:0% others but otherwise we have to prepare for<00:11:59.730> a<00:11:59.910> world<00:12:00.210> where<00:12:00.390> this<00:12:00.540> can<00:12:00.810> be<00:12:00.840> done<00:12:01.080> with 00:12:01.310 --> 00:12:01.320 align:start position:0% for a world where this can be done with 00:12:01.320 --> 00:12:04.130 align:start position:0% for a world where this can be done with any<00:12:01.530> place<00:12:01.920> in<00:12:02.220> video<00:12:02.730> format<00:12:03.150> and<00:12:03.360> also<00:12:03.990> with 00:12:04.130 --> 00:12:04.140 align:start position:0% any place in video format and also with 00:12:04.140 --> 00:12:08.200 align:start position:0% any place in video format and also with our<00:12:04.170> voices<00:12:04.530> and<00:12:05.070> the<00:12:05.880> better<00:12:06.450> Gans<00:12:06.930> get<00:12:07.290> the 00:12:08.200 --> 00:12:08.210 align:start position:0% our voices and the better Gans get the 00:12:08.210 --> 00:12:12.500 align:start position:0% our voices and the better Gans get the weirder<00:12:09.210> reality<00:12:09.900> gets<00:12:10.050> now<00:12:10.940> this<00:12:11.940> is<00:12:12.120> not 00:12:12.500 --> 00:12:12.510 align:start position:0% weirder reality gets now this is not 00:12:12.510 --> 00:12:14.690 align:start position:0% weirder reality gets now this is not necessarily<00:12:12.710> all<00:12:13.710> bad<00:12:14.010> this<00:12:14.310> is<00:12:14.460> this 00:12:14.690 --> 00:12:14.700 align:start position:0% necessarily all bad this is this 00:12:14.700 --> 00:12:17.930 align:start position:0% necessarily all bad this is this actually<00:12:14.970> can<00:12:15.360> be<00:12:15.420> weaponized<00:12:16.110> and<00:12:16.950> to<00:12:17.700> break 00:12:17.930 --> 00:12:17.940 align:start position:0% actually can be weaponized and to break 00:12:17.940 --> 00:12:20.300 align:start position:0% actually can be weaponized and to break existing<00:12:18.600> political<00:12:18.870> reality 00:12:20.300 --> 00:12:20.310 align:start position:0% existing political reality 00:12:20.310 --> 00:12:22.550 align:start position:0% existing political reality I<00:12:20.340> mean<00:12:20.910> testing<00:12:21.300> example<00:12:21.720> and<00:12:21.810> effects<00:12:22.230> is 00:12:22.550 --> 00:12:22.560 align:start position:0% I mean testing example and effects is 00:12:22.560 --> 00:12:25.760 align:start position:0% I mean testing example and effects is the<00:12:23.490> under<00:12:24.150> medium<00:12:24.420> campaign<00:12:24.870> which<00:12:25.290> is<00:12:25.500> in 00:12:25.760 --> 00:12:25.770 align:start position:0% the under medium campaign which is in 00:12:25.770 --> 00:12:27.980 align:start position:0% the under medium campaign which is in Casa<00:12:26.040> pal<00:12:26.400> called<00:12:26.940> the<00:12:27.060> yang<00:12:27.270> Tao<00:12:27.540> which<00:12:27.900> I 00:12:27.980 --> 00:12:27.990 align:start position:0% Casa pal called the yang Tao which I 00:12:27.990 --> 00:12:29.690 align:start position:0% Casa pal called the yang Tao which I would<00:12:28.170> encourage<00:12:28.440> you<00:12:28.710> to<00:12:28.890> check<00:12:29.070> it<00:12:29.130> out<00:12:29.340> and 00:12:29.690 --> 00:12:29.700 align:start position:0% would encourage you to check it out and 00:12:29.700 --> 00:12:31.820 align:start position:0% would encourage you to check it out and become<00:12:30.210> a<00:12:30.240> member<00:12:30.510> you<00:12:30.660> have<00:12:30.870> to<00:12:30.990> pay<00:12:31.140> 40<00:12:31.620> light 00:12:31.820 --> 00:12:31.830 align:start position:0% become a member you have to pay 40 light 00:12:31.830 --> 00:12:34.160 align:start position:0% become a member you have to pay 40 light to<00:12:32.460> put<00:12:32.670> to<00:12:33.150> become<00:12:33.420> a<00:12:33.450> member<00:12:33.690> of<00:12:33.780> the<00:12:33.990> yang 00:12:34.160 --> 00:12:34.170 align:start position:0% to put to become a member of the yang 00:12:34.170 --> 00:12:36.320 align:start position:0% to put to become a member of the yang now<00:12:34.380> one<00:12:35.010> of<00:12:35.040> the<00:12:35.220> first<00:12:35.460> experiments<00:12:36.240> that 00:12:36.320 --> 00:12:36.330 align:start position:0% now one of the first experiments that 00:12:36.330 --> 00:12:38.120 align:start position:0% now one of the first experiments that came<00:12:36.570> out<00:12:36.720> of<00:12:36.750> that<00:12:37.020> is<00:12:37.290> doing<00:12:37.620> deep<00:12:37.860> fake 00:12:38.120 --> 00:12:38.130 align:start position:0% came out of that is doing deep fake 00:12:38.130 --> 00:12:40.880 align:start position:0% came out of that is doing deep fake videos<00:12:38.580> about<00:12:38.970> Andrew<00:12:39.420> yes<00:12:39.660> I<00:12:40.110> think<00:12:40.500> this<00:12:40.770> is 00:12:40.880 --> 00:12:40.890 align:start position:0% videos about Andrew yes I think this is 00:12:40.890 --> 00:12:45.030 align:start position:0% videos about Andrew yes I think this is brilliant<00:12:41.670> because<00:12:41.820> you<00:12:42.360> know<00:12:42.480> in<00:12:42.630> a<00:12:42.780> McLuhan 00:12:45.030 --> 00:12:45.040 align:start position:0% brilliant because you know in a McLuhan 00:12:45.040 --> 00:12:47.190 align:start position:0% brilliant because you know in a McLuhan when<00:12:45.550> Lupin<00:12:45.940> said<00:12:45.970> the<00:12:46.600> medium<00:12:47.050> is<00:12:47.170> the 00:12:47.190 --> 00:12:47.200 align:start position:0% when Lupin said the medium is the 00:12:47.200 --> 00:12:48.060 align:start position:0% when Lupin said the medium is the message 00:12:48.060 --> 00:12:48.070 align:start position:0% message 00:12:48.070 --> 00:12:50.070 align:start position:0% message Andrew<00:12:48.610> Young<00:12:48.850> is<00:12:49.030> this<00:12:49.240> guy<00:12:49.450> talking<00:12:49.870> about 00:12:50.070 --> 00:12:50.080 align:start position:0% Andrew Young is this guy talking about 00:12:50.080 --> 00:12:51.870 align:start position:0% Andrew Young is this guy talking about universal<00:12:50.860> basic<00:12:51.160> income<00:12:51.340> because 00:12:51.870 --> 00:12:51.880 align:start position:0% universal basic income because 00:12:51.880 --> 00:12:53.520 align:start position:0% universal basic income because artificial<00:12:52.450> intelligence<00:12:52.930> is<00:12:53.080> going<00:12:53.110> to<00:12:53.380> take 00:12:53.520 --> 00:12:53.530 align:start position:0% artificial intelligence is going to take 00:12:53.530 --> 00:12:55.650 align:start position:0% artificial intelligence is going to take all<00:12:53.710> our<00:12:53.800> jobs<00:12:54.190> and<00:12:54.610> we<00:12:55.060> get<00:12:55.240> to<00:12:55.450> communicate 00:12:55.650 --> 00:12:55.660 align:start position:0% all our jobs and we get to communicate 00:12:55.660 --> 00:12:58.590 align:start position:0% all our jobs and we get to communicate this<00:12:56.260> display<00:12:57.070> exactly<00:12:57.910> what<00:12:58.090> the<00:12:58.270> power<00:12:58.510> of 00:12:58.590 --> 00:12:58.600 align:start position:0% this display exactly what the power of 00:12:58.600 --> 00:13:00.840 align:start position:0% this display exactly what the power of the<00:12:58.720> artificial<00:12:59.290> intelligence<00:12:59.830> is<00:13:00.370> doing 00:13:00.840 --> 00:13:00.850 align:start position:0% the artificial intelligence is doing 00:13:00.850 --> 00:13:04.170 align:start position:0% the artificial intelligence is doing with<00:13:01.570> reality<00:13:02.080> itself<00:13:02.500> so<00:13:03.250> the<00:13:03.640> main<00:13:03.820> message 00:13:04.170 --> 00:13:04.180 align:start position:0% with reality itself so the main message 00:13:04.180 --> 00:13:05.310 align:start position:0% with reality itself so the main message defects 00:13:05.310 --> 00:13:05.320 align:start position:0% defects 00:13:05.320 --> 00:13:06.750 align:start position:0% defects let's<00:13:05.560> use<00:13:05.740> them<00:13:05.860> to<00:13:06.040> break<00:13:06.250> existing 00:13:06.750 --> 00:13:06.760 align:start position:0% let's use them to break existing 00:13:06.760 --> 00:13:08.430 align:start position:0% let's use them to break existing political<00:13:06.940> reality<00:13:07.540> but<00:13:07.690> let's<00:13:07.930> be<00:13:08.110> aware 00:13:08.430 --> 00:13:08.440 align:start position:0% political reality but let's be aware 00:13:08.440 --> 00:13:11.760 align:start position:0% political reality but let's be aware that<00:13:08.800> this<00:13:09.430> can<00:13:09.730> be<00:13:09.880> used<00:13:10.170> this<00:13:11.170> is<00:13:11.230> the<00:13:11.350> space 00:13:11.760 --> 00:13:11.770 align:start position:0% that this can be used this is the space 00:13:11.770 --> 00:13:13.260 align:start position:0% that this can be used this is the space that<00:13:11.800> the<00:13:12.190> world<00:13:12.430> that<00:13:12.610> were<00:13:12.760> gonna<00:13:12.940> be<00:13:13.060> living 00:13:13.260 --> 00:13:13.270 align:start position:0% that the world that were gonna be living 00:13:13.270 --> 00:13:17.400 align:start position:0% that the world that were gonna be living in<00:13:14.020> the<00:13:14.200> next<00:13:14.410> couple<00:13:14.650> of<00:13:14.680> years<00:13:16.110> another<00:13:17.110> big 00:13:17.400 --> 00:13:17.410 align:start position:0% in the next couple of years another big 00:13:17.410 --> 00:13:19.680 align:start position:0% in the next couple of years another big problem<00:13:17.680> for<00:13:17.920> a<00:13:18.400> decentralized<00:13:19.090> identity 00:13:19.680 --> 00:13:19.690 align:start position:0% problem for a decentralized identity 00:13:19.690 --> 00:13:21.660 align:start position:0% problem for a decentralized identity were<00:13:19.750> verifying<00:13:20.440> humans<00:13:20.890> on<00:13:21.070> Cheney's 00:13:21.660 --> 00:13:21.670 align:start position:0% were verifying humans on Cheney's 00:13:21.670 --> 00:13:25.710 align:start position:0% were verifying humans on Cheney's serials<00:13:22.600> Sybil's<00:13:23.560> that<00:13:24.280> might<00:13:25.000> impersonate 00:13:25.710 --> 00:13:25.720 align:start position:0% serials Sybil's that might impersonate 00:13:25.720 --> 00:13:28.410 align:start position:0% serials Sybil's that might impersonate multiple<00:13:26.230> identities<00:13:26.970> usually<00:13:27.970> a<00:13:28.000> technique 00:13:28.410 --> 00:13:28.420 align:start position:0% multiple identities usually a technique 00:13:28.420 --> 00:13:30.720 align:start position:0% multiple identities usually a technique to<00:13:28.660> prevent<00:13:28.840> this<00:13:29.230> is<00:13:29.500> using<00:13:30.040> reputation 00:13:30.720 --> 00:13:30.730 align:start position:0% to prevent this is using reputation 00:13:30.730 --> 00:13:32.880 align:start position:0% to prevent this is using reputation algorithms<00:13:31.300> PageRank<00:13:32.140> a<00:13:32.260> very<00:13:32.560> well-known 00:13:32.880 --> 00:13:32.890 align:start position:0% algorithms PageRank a very well-known 00:13:32.890 --> 00:13:35.220 align:start position:0% algorithms PageRank a very well-known reputation<00:13:33.400> algorithm<00:13:34.240> that<00:13:34.390> gave<00:13:34.600> us<00:13:34.780> Google 00:13:35.220 --> 00:13:35.230 align:start position:0% reputation algorithm that gave us Google 00:13:35.230 --> 00:13:37.140 align:start position:0% reputation algorithm that gave us Google but<00:13:36.160> the<00:13:36.280> problem<00:13:36.610> with<00:13:36.730> reputation 00:13:37.140 --> 00:13:37.150 align:start position:0% but the problem with reputation 00:13:37.150 --> 00:13:39.300 align:start position:0% but the problem with reputation algorithms<00:13:37.930> is<00:13:38.170> that<00:13:38.200> they<00:13:38.590> are<00:13:38.680> really<00:13:38.950> in 00:13:39.300 --> 00:13:39.310 align:start position:0% algorithms is that they are really in 00:13:39.310 --> 00:13:41.970 align:start position:0% algorithms is that they are really in mathematical<00:13:40.060> terms<00:13:40.800> algorithms<00:13:41.800> of 00:13:41.970 --> 00:13:41.980 align:start position:0% mathematical terms algorithms of 00:13:41.980 --> 00:13:44.700 align:start position:0% mathematical terms algorithms of centrality<00:13:42.370> they<00:13:42.990> identify<00:13:43.990> they<00:13:44.440> start 00:13:44.700 --> 00:13:44.710 align:start position:0% centrality they identify they start 00:13:44.710 --> 00:13:46.320 align:start position:0% centrality they identify they start making<00:13:45.040> more<00:13:45.190> notes<00:13:45.490> more<00:13:45.790> central<00:13:46.300> than 00:13:46.320 --> 00:13:46.330 align:start position:0% making more notes more central than 00:13:46.330 --> 00:13:49.470 align:start position:0% making more notes more central than other<00:13:46.660> notes<00:13:47.020> so<00:13:47.710> it<00:13:48.040> starts<00:13:48.490> centralizing 00:13:49.470 --> 00:13:49.480 align:start position:0% other notes so it starts centralizing 00:13:49.480 --> 00:13:50.280 align:start position:0% other notes so it starts centralizing all<00:13:49.630> over<00:13:49.990> again 00:13:50.280 --> 00:13:50.290 align:start position:0% all over again 00:13:50.290 --> 00:13:52.740 align:start position:0% all over again well<00:13:50.860> when<00:13:51.070> we've<00:13:51.970> what<00:13:52.240> we<00:13:52.360> want<00:13:52.540> to<00:13:52.630> achieve 00:13:52.740 --> 00:13:52.750 align:start position:0% well when we've what we want to achieve 00:13:52.750 --> 00:13:56.540 align:start position:0% well when we've what we want to achieve is<00:13:53.110> a<00:13:53.350> decentralized<00:13:54.010> protocol<00:13:55.140> then<00:13:56.140> there's 00:13:56.540 --> 00:13:56.550 align:start position:0% is a decentralized protocol then there's 00:13:56.550 --> 00:14:00.540 align:start position:0% is a decentralized protocol then there's how<00:13:57.550> we<00:13:57.610> store<00:13:58.090> identities<00:13:59.050> or<00:13:59.200> how<00:13:59.380> we<00:13:59.550> index 00:14:00.540 --> 00:14:00.550 align:start position:0% how we store identities or how we index 00:14:00.550 --> 00:14:02.900 align:start position:0% how we store identities or how we index miss<00:14:00.790> identities<00:14:01.480> if<00:14:01.960> we<00:14:02.260> narrow<00:14:02.530> down 00:14:02.900 --> 00:14:02.910 align:start position:0% miss identities if we narrow down 00:14:02.910 --> 00:14:06.300 align:start position:0% miss identities if we narrow down identity<00:14:03.910> to<00:14:04.120> a<00:14:04.150> one<00:14:04.450> dimensional<00:14:05.200> piece<00:14:06.130> of 00:14:06.300 --> 00:14:06.310 align:start position:0% identity to a one dimensional piece of 00:14:06.310 --> 00:14:08.610 align:start position:0% identity to a one dimensional piece of information<00:14:06.610> whether<00:14:07.240> it's<00:14:07.450> a<00:14:07.600> user<00:14:08.110> name<00:14:08.320> or 00:14:08.610 --> 00:14:08.620 align:start position:0% information whether it's a user name or 00:14:08.620 --> 00:14:12.360 align:start position:0% information whether it's a user name or an<00:14:08.740> address<00:14:08.950> or<00:14:09.670> or<00:14:10.380> you<00:14:11.380> know<00:14:11.530> any<00:14:12.010> kind<00:14:12.190> of 00:14:12.360 --> 00:14:12.370 align:start position:0% an address or or you know any kind of 00:14:12.370 --> 00:14:16.050 align:start position:0% an address or or you know any kind of one<00:14:12.550> dimensional<00:14:12.780> identifier<00:14:14.730> whoever<00:14:15.730> has 00:14:16.050 --> 00:14:16.060 align:start position:0% one dimensional identifier whoever has 00:14:16.060 --> 00:14:19.830 align:start position:0% one dimensional identifier whoever has no<00:14:16.510> knowledge<00:14:17.080> of<00:14:17.380> that<00:14:18.090> the<00:14:19.090> list<00:14:19.630> of 00:14:19.830 --> 00:14:19.840 align:start position:0% no knowledge of that the list of 00:14:19.840 --> 00:14:23.820 align:start position:0% no knowledge of that the list of addresses<00:14:21.090> can<00:14:22.090> become<00:14:22.480> you<00:14:23.290> know<00:14:23.320> can<00:14:23.560> start 00:14:23.820 --> 00:14:23.830 align:start position:0% addresses can become you know can start 00:14:23.830 --> 00:14:25.940 align:start position:0% addresses can become you know can start exploiting<00:14:24.250> this<00:14:24.610> information<00:14:25.210> or 00:14:25.940 --> 00:14:25.950 align:start position:0% exploiting this information or 00:14:25.950 --> 00:14:28.879 align:start position:0% exploiting this information or anyway<00:14:26.250> so<00:14:26.970> we<00:14:27.540> maybe<00:14:28.200> would<00:14:28.410> have<00:14:28.560> to<00:14:28.709> also 00:14:28.879 --> 00:14:28.889 align:start position:0% anyway so we maybe would have to also 00:14:28.889 --> 00:14:30.699 align:start position:0% anyway so we maybe would have to also think<00:14:29.040> about<00:14:29.459> how<00:14:29.760> we<00:14:29.820> store<00:14:30.329> the<00:14:30.510> information 00:14:30.699 --> 00:14:30.709 align:start position:0% think about how we store the information 00:14:30.709 --> 00:14:33.379 align:start position:0% think about how we store the information related<00:14:31.709> to<00:14:31.980> identity<00:14:32.459> or<00:14:32.730> how<00:14:32.910> we<00:14:32.970> refer<00:14:33.360> to 00:14:33.379 --> 00:14:33.389 align:start position:0% related to identity or how we refer to 00:14:33.389 --> 00:14:39.050 align:start position:0% related to identity or how we refer to identity<00:14:33.930> in<00:14:34.860> in<00:14:35.160> digital<00:14:35.610> space<00:14:36.110> so<00:14:38.060> because 00:14:39.050 --> 00:14:39.060 align:start position:0% identity in in digital space so because 00:14:39.060 --> 00:14:40.790 align:start position:0% identity in in digital space so because I'm<00:14:39.209> very<00:14:39.360> confused<00:14:39.990> what<00:14:40.350> I<00:14:40.380> thought<00:14:40.620> I'm 00:14:40.790 --> 00:14:40.800 align:start position:0% I'm very confused what I thought I'm 00:14:40.800 --> 00:14:42.530 align:start position:0% I'm very confused what I thought I'm gonna<00:14:40.980> do<00:14:41.190> here<00:14:41.399> at<00:14:41.490> Def<00:14:41.700> Con<00:14:41.730> is<00:14:42.000> just<00:14:42.300> show 00:14:42.530 --> 00:14:42.540 align:start position:0% gonna do here at Def Con is just show 00:14:42.540 --> 00:14:44.000 align:start position:0% gonna do here at Def Con is just show you<00:14:42.600> everything<00:14:43.199> that<00:14:43.380> I've<00:14:43.649> been<00:14:43.769> looking 00:14:44.000 --> 00:14:44.010 align:start position:0% you everything that I've been looking 00:14:44.010 --> 00:14:45.769 align:start position:0% you everything that I've been looking around<00:14:44.310> that's<00:14:44.760> happening<00:14:45.240> there<00:14:45.389> strength 00:14:45.769 --> 00:14:45.779 align:start position:0% around that's happening there strength 00:14:45.779 --> 00:14:48.379 align:start position:0% around that's happening there strength to<00:14:45.930> do<00:14:46.110> a<00:14:46.410> proof<00:14:46.920> of<00:14:47.130> human<00:14:47.519> approach<00:14:48.000> and 00:14:48.379 --> 00:14:48.389 align:start position:0% to do a proof of human approach and 00:14:48.389 --> 00:14:50.720 align:start position:0% to do a proof of human approach and these<00:14:48.630> are<00:14:48.810> all<00:14:49.230> prototypes<00:14:49.949> or<00:14:50.279> very 00:14:50.720 --> 00:14:50.730 align:start position:0% these are all prototypes or very 00:14:50.730 --> 00:14:54.439 align:start position:0% these are all prototypes or very interesting<00:14:51.360> demos<00:14:51.779> and<00:14:52.709> and<00:14:53.449> experiments 00:14:54.439 --> 00:14:54.449 align:start position:0% interesting demos and and experiments 00:14:54.449 --> 00:14:57.199 align:start position:0% interesting demos and and experiments that<00:14:54.600> are<00:14:54.899> trying<00:14:55.290> to<00:14:55.380> take<00:14:56.070> different<00:14:56.699> angles 00:14:57.199 --> 00:14:57.209 align:start position:0% that are trying to take different angles 00:14:57.209 --> 00:14:59.840 align:start position:0% that are trying to take different angles of<00:14:57.449> how<00:14:57.870> we<00:14:57.930> verify<00:14:58.529> humans<00:14:59.040> over 00:14:59.840 --> 00:14:59.850 align:start position:0% of how we verify humans over 00:14:59.850 --> 00:15:03.230 align:start position:0% of how we verify humans over decentralized<00:15:00.600> networks<00:15:00.959> so<00:15:01.920> a<00:15:02.250> very<00:15:02.760> very 00:15:03.230 --> 00:15:03.240 align:start position:0% decentralized networks so a very very 00:15:03.240 --> 00:15:06.280 align:start position:0% decentralized networks so a very very nice<00:15:04.110> experiment<00:15:04.529> since<00:15:04.980> humanity<00:15:05.970> now 00:15:06.280 --> 00:15:06.290 align:start position:0% nice experiment since humanity now 00:15:06.290 --> 00:15:09.920 align:start position:0% nice experiment since humanity now humanity<00:15:07.290> now<00:15:07.470> is<00:15:07.920> a<00:15:08.250> token<00:15:08.670> curated<00:15:09.329> registry 00:15:09.920 --> 00:15:09.930 align:start position:0% humanity now is a token curated registry 00:15:09.930 --> 00:15:12.680 align:start position:0% humanity now is a token curated registry you've<00:15:10.230> staked<00:15:10.529> tokens<00:15:11.100> and<00:15:11.370> you<00:15:11.690> nominate 00:15:12.680 --> 00:15:12.690 align:start position:0% you've staked tokens and you nominate 00:15:12.690 --> 00:15:14.810 align:start position:0% you've staked tokens and you nominate candidates<00:15:13.230> and<00:15:13.680> this<00:15:13.800> get<00:15:14.070> approve<00:15:14.490> or 00:15:14.810 --> 00:15:14.820 align:start position:0% candidates and this get approve or 00:15:14.820 --> 00:15:17.000 align:start position:0% candidates and this get approve or disapprove<00:15:15.329> or<00:15:15.959> you<00:15:16.050> can<00:15:16.230> challenge<00:15:16.709> existing 00:15:17.000 --> 00:15:17.010 align:start position:0% disapprove or you can challenge existing 00:15:17.010 --> 00:15:19.850 align:start position:0% disapprove or you can challenge existing candidates<00:15:17.699> by<00:15:18.269> using<00:15:18.660> a<00:15:18.959> simple<00:15:19.320> token 00:15:19.850 --> 00:15:19.860 align:start position:0% candidates by using a simple token 00:15:19.860 --> 00:15:23.600 align:start position:0% candidates by using a simple token economy<00:15:20.990> humanity<00:15:21.990> now<00:15:22.139> is<00:15:22.560> based<00:15:22.860> on<00:15:23.130> Twitter 00:15:23.600 --> 00:15:23.610 align:start position:0% economy humanity now is based on Twitter 00:15:23.610 --> 00:15:26.689 align:start position:0% economy humanity now is based on Twitter so<00:15:24.389> you<00:15:24.720> evaluate<00:15:25.649> the<00:15:26.100> candidates<00:15:26.550> by 00:15:26.689 --> 00:15:26.699 align:start position:0% so you evaluate the candidates by 00:15:26.699 --> 00:15:28.939 align:start position:0% so you evaluate the candidates by looking<00:15:27.029> at<00:15:27.120> their<00:15:27.269> Twitter<00:15:27.510> profiles<00:15:28.110> and<00:15:28.440> if 00:15:28.939 --> 00:15:28.949 align:start position:0% looking at their Twitter profiles and if 00:15:28.949 --> 00:15:30.829 align:start position:0% looking at their Twitter profiles and if they're<00:15:29.130> due<00:15:29.250> to<00:15:29.399> proper<00:15:29.730> looks<00:15:29.940> like<00:15:30.449> it's<00:15:30.720> a 00:15:30.829 --> 00:15:30.839 align:start position:0% they're due to proper looks like it's a 00:15:30.839 --> 00:15:33.590 align:start position:0% they're due to proper looks like it's a unique<00:15:31.529> human<00:15:31.740> then<00:15:32.459> you<00:15:32.579> can<00:15:32.760> vote<00:15:32.940> in<00:15:33.149> favor 00:15:33.590 --> 00:15:33.600 align:start position:0% unique human then you can vote in favor 00:15:33.600 --> 00:15:36.079 align:start position:0% unique human then you can vote in favor of<00:15:33.690> that<00:15:33.810> profile<00:15:34.350> it<00:15:34.920> has<00:15:35.130> some<00:15:35.310> box<00:15:35.550> I<00:15:35.790> was 00:15:36.079 --> 00:15:36.089 align:start position:0% of that profile it has some box I was 00:15:36.089 --> 00:15:37.939 align:start position:0% of that profile it has some box I was able<00:15:36.240> to<00:15:36.420> generate<00:15:36.600> five<00:15:37.079> identities<00:15:37.680> with<00:15:37.829> it 00:15:37.939 --> 00:15:37.949 align:start position:0% able to generate five identities with it 00:15:37.949 --> 00:15:40.639 align:start position:0% able to generate five identities with it simply<00:15:38.190> changing<00:15:38.850> the<00:15:39.029> username<00:15:39.510> of<00:15:39.540> the<00:15:39.959> of 00:15:40.639 --> 00:15:40.649 align:start position:0% simply changing the username of the of 00:15:40.649 --> 00:15:45.650 align:start position:0% simply changing the username of the of my<00:15:40.949> Twitter<00:15:41.730> account<00:15:42.290> but<00:15:44.000> first<00:15:45.000> it<00:15:45.449> is<00:15:45.510> a 00:15:45.650 --> 00:15:45.660 align:start position:0% my Twitter account but first it is a 00:15:45.660 --> 00:15:47.509 align:start position:0% my Twitter account but first it is a nice<00:15:46.019> first<00:15:46.380> step<00:15:46.589> where<00:15:46.829> we<00:15:47.040> can<00:15:47.250> start 00:15:47.509 --> 00:15:47.519 align:start position:0% nice first step where we can start 00:15:47.519 --> 00:15:49.759 align:start position:0% nice first step where we can start playing<00:15:47.730> well<00:15:48.089> how<00:15:48.329> can<00:15:48.690> t<00:15:48.930> see<00:15:49.110> ours<00:15:49.290> up<00:15:49.589> with 00:15:49.759 --> 00:15:49.769 align:start position:0% playing well how can t see ours up with 00:15:49.769 --> 00:15:53.120 align:start position:0% playing well how can t see ours up with this<00:15:49.949> runner<00:15:50.810> and<00:15:51.810> I<00:15:51.990> encourage<00:15:52.380> you<00:15:52.410> to<00:15:52.529> check 00:15:53.120 --> 00:15:53.130 align:start position:0% this runner and I encourage you to check 00:15:53.130 --> 00:15:54.280 align:start position:0% this runner and I encourage you to check out<00:15:53.430> humanity 00:15:54.280 --> 00:15:54.290 align:start position:0% out humanity 00:15:54.290 --> 00:15:56.499 align:start position:0% out humanity play<00:15:55.129> with<00:15:55.309> it<00:15:55.399> yourself<00:15:55.519> it's<00:15:55.939> already<00:15:56.299> like 00:15:56.499 --> 00:15:56.509 align:start position:0% play with it yourself it's already like 00:15:56.509 --> 00:16:00.369 align:start position:0% play with it yourself it's already like on<00:15:56.779> the<00:15:57.290> main<00:15:57.910> an<00:15:59.169> evolution<00:16:00.169> of<00:16:00.229> this 00:16:00.369 --> 00:16:00.379 align:start position:0% on the main an evolution of this 00:16:00.379 --> 00:16:03.369 align:start position:0% on the main an evolution of this approach<00:16:00.799> and<00:16:01.790> this<00:16:02.540> is<00:16:02.689> still<00:16:03.049> under<00:16:03.079> the 00:16:03.369 --> 00:16:03.379 align:start position:0% approach and this is still under the 00:16:03.379 --> 00:16:05.289 align:start position:0% approach and this is still under the wraps<00:16:03.799> I<00:16:03.949> think<00:16:04.189> it's<00:16:04.339> you<00:16:04.669> know<00:16:04.790> it's<00:16:05.059> still 00:16:05.289 --> 00:16:05.299 align:start position:0% wraps I think it's you know it's still 00:16:05.299 --> 00:16:07.869 align:start position:0% wraps I think it's you know it's still being<00:16:05.540> worked<00:16:05.839> by<00:16:06.049> the<00:16:06.769> team<00:16:06.979> of<00:16:07.100> klaris<00:16:07.549> we 00:16:07.869 --> 00:16:07.879 align:start position:0% being worked by the team of klaris we 00:16:07.879 --> 00:16:09.340 align:start position:0% being worked by the team of klaris we are<00:16:08.029> democracy<00:16:08.600> art<00:16:08.749> we<00:16:08.899> are<00:16:08.959> collaborating 00:16:09.340 --> 00:16:09.350 align:start position:0% are democracy art we are collaborating 00:16:09.350 --> 00:16:12.549 align:start position:0% are democracy art we are collaborating with<00:16:09.769> them<00:16:10.069> is<00:16:10.999> to<00:16:11.329> do<00:16:11.509> a<00:16:11.539> web<00:16:11.839> of<00:16:11.959> trust<00:16:12.169> with 00:16:12.549 --> 00:16:12.559 align:start position:0% with them is to do a web of trust with 00:16:12.559 --> 00:16:14.679 align:start position:0% with them is to do a web of trust with using<00:16:13.399> TCR<00:16:13.789> with<00:16:13.970> video<00:16:14.269> groups 00:16:14.679 --> 00:16:14.689 align:start position:0% using TCR with video groups 00:16:14.689 --> 00:16:16.929 align:start position:0% using TCR with video groups the<00:16:15.199> interesting<00:16:15.529> thing<00:16:15.739> about<00:16:15.949> clips<00:16:16.489> is 00:16:16.929 --> 00:16:16.939 align:start position:0% the interesting thing about clips is 00:16:16.939 --> 00:16:20.559 align:start position:0% the interesting thing about clips is that<00:16:17.179> it<00:16:17.749> introduces<00:16:18.699> an<00:16:19.699> element<00:16:19.939> which<00:16:20.449> i 00:16:20.559 --> 00:16:20.569 align:start position:0% that it introduces an element which i 00:16:20.569 --> 00:16:23.559 align:start position:0% that it introduces an element which i think<00:16:20.629> is<00:16:20.899> very<00:16:21.199> important<00:16:21.889> for<00:16:22.569> evaluating 00:16:23.559 --> 00:16:23.569 align:start position:0% think is very important for evaluating 00:16:23.569 --> 00:16:27.159 align:start position:0% think is very important for evaluating these<00:16:23.749> groups<00:16:24.139> which<00:16:24.619> is<00:16:24.769> randomness<00:16:25.449> if<00:16:26.449> you 00:16:27.159 --> 00:16:27.169 align:start position:0% these groups which is randomness if you 00:16:27.169 --> 00:16:28.929 align:start position:0% these groups which is randomness if you know<00:16:27.289> if<00:16:27.619> we<00:16:27.769> look<00:16:27.889> at<00:16:28.039> page<00:16:28.279> rank<00:16:28.579> in<00:16:28.759> page 00:16:28.929 --> 00:16:28.939 align:start position:0% know if we look at page rank in page 00:16:28.939 --> 00:16:31.059 align:start position:0% know if we look at page rank in page rank<00:16:28.970> you<00:16:29.419> will<00:16:29.600> an<00:16:29.720> define<00:16:30.079> validators<00:16:30.799> that 00:16:31.059 --> 00:16:31.069 align:start position:0% rank you will an define validators that 00:16:31.069 --> 00:16:33.249 align:start position:0% rank you will an define validators that are<00:16:31.220> gained<00:16:31.999> more<00:16:32.209> reputation<00:16:32.899> and<00:16:33.019> other 00:16:33.249 --> 00:16:33.259 align:start position:0% are gained more reputation and other 00:16:33.259 --> 00:16:34.840 align:start position:0% are gained more reputation and other validators<00:16:33.979> and<00:16:34.160> as<00:16:34.279> you<00:16:34.639> gain<00:16:34.819> more 00:16:34.840 --> 00:16:34.850 align:start position:0% validators and as you gain more 00:16:34.850 --> 00:16:37.090 align:start position:0% validators and as you gain more reputation<00:16:35.660> that<00:16:36.079> means<00:16:36.350> that<00:16:36.559> maybe<00:16:36.829> in<00:16:37.039> the 00:16:37.090 --> 00:16:37.100 align:start position:0% reputation that means that maybe in the 00:16:37.100 --> 00:16:38.710 align:start position:0% reputation that means that maybe in the future<00:16:37.160> you<00:16:37.579> can<00:16:37.729> bribe<00:16:37.999> those<00:16:38.269> highly 00:16:38.710 --> 00:16:38.720 align:start position:0% future you can bribe those highly 00:16:38.720 --> 00:16:41.139 align:start position:0% future you can bribe those highly reputable<00:16:39.009> validators<00:16:40.009> and<00:16:40.249> those<00:16:40.819> highly 00:16:41.139 --> 00:16:41.149 align:start position:0% reputable validators and those highly 00:16:41.149 --> 00:16:42.819 align:start position:0% reputable validators and those highly reputable<00:16:41.329> validators<00:16:42.199> can<00:16:42.410> corrupt<00:16:42.619> the 00:16:42.819 --> 00:16:42.829 align:start position:0% reputable validators can corrupt the 00:16:42.829 --> 00:16:45.219 align:start position:0% reputable validators can corrupt the system<00:16:43.069> so<00:16:43.819> we<00:16:44.029> need<00:16:44.179> to<00:16:44.329> do<00:16:44.479> a<00:16:44.509> system<00:16:45.019> where 00:16:45.219 --> 00:16:45.229 align:start position:0% system so we need to do a system where 00:16:45.229 --> 00:16:47.439 align:start position:0% system so we need to do a system where Random<00:16:45.649> randomness<00:16:45.769> is<00:16:46.549> an<00:16:46.879> important 00:16:47.439 --> 00:16:47.449 align:start position:0% Random randomness is an important 00:16:47.449 --> 00:16:50.349 align:start position:0% Random randomness is an important element<00:16:47.629> and<00:16:48.169> the<00:16:49.039> jurors<00:16:49.369> or<00:16:49.850> those<00:16:50.089> who<00:16:50.269> are 00:16:50.349 --> 00:16:50.359 align:start position:0% element and the jurors or those who are 00:16:50.359 --> 00:16:53.019 align:start position:0% element and the jurors or those who are evaluating<00:16:50.809> the<00:16:51.079> proofs<00:16:51.549> you<00:16:52.549> know<00:16:52.609> cannot<00:16:52.970> be 00:16:53.019 --> 00:16:53.029 align:start position:0% evaluating the proofs you know cannot be 00:16:53.029 --> 00:16:55.210 align:start position:0% evaluating the proofs you know cannot be predicted<00:16:53.539> because<00:16:54.259> they<00:16:54.410> are<00:16:54.529> the 00:16:55.210 --> 00:16:55.220 align:start position:0% predicted because they are the 00:16:55.220 --> 00:16:56.559 align:start position:0% predicted because they are the consequence<00:16:55.699> of<00:16:55.879> sortition 00:16:56.559 --> 00:16:56.569 align:start position:0% consequence of sortition 00:16:56.569 --> 00:16:59.049 align:start position:0% consequence of sortition which<00:16:56.989> is<00:16:57.169> one<00:16:57.709> of<00:16:57.799> the<00:16:57.919> properties<00:16:58.369> of<00:16:58.399> the 00:16:59.049 --> 00:16:59.059 align:start position:0% which is one of the properties of the 00:16:59.059 --> 00:17:01.289 align:start position:0% which is one of the properties of the original<00:16:59.449> Greek<00:16:59.689> democracy<00:16:59.839> sortition<00:17:00.679> and 00:17:01.289 --> 00:17:01.299 align:start position:0% original Greek democracy sortition and 00:17:01.299 --> 00:17:03.970 align:start position:0% original Greek democracy sortition and claryce<00:17:02.299> is<00:17:02.480> definitely<00:17:03.079> the<00:17:03.439> one<00:17:03.649> technology 00:17:03.970 --> 00:17:03.980 align:start position:0% claryce is definitely the one technology 00:17:03.980 --> 00:17:06.879 align:start position:0% claryce is definitely the one technology in<00:17:04.309> the<00:17:04.399> space<00:17:04.669> that<00:17:04.699> is<00:17:05.379> really<00:17:06.379> playing<00:17:06.679> with 00:17:06.879 --> 00:17:06.889 align:start position:0% in the space that is really playing with 00:17:06.889 --> 00:17:09.220 align:start position:0% in the space that is really playing with with<00:17:07.159> randomness<00:17:07.789> and<00:17:08.149> electing<00:17:08.629> jurors<00:17:09.019> to 00:17:09.220 --> 00:17:09.230 align:start position:0% with randomness and electing jurors to 00:17:09.230 --> 00:17:11.470 align:start position:0% with randomness and electing jurors to evaluate<00:17:09.709> evidence<00:17:10.059> in<00:17:11.059> very<00:17:11.329> interesting 00:17:11.470 --> 00:17:11.480 align:start position:0% evaluate evidence in very interesting 00:17:11.480 --> 00:17:14.379 align:start position:0% evaluate evidence in very interesting ways<00:17:11.779> and<00:17:12.309> they<00:17:13.309> are<00:17:13.490> you<00:17:13.730> know<00:17:13.850> working<00:17:14.209> in 00:17:14.379 --> 00:17:14.389 align:start position:0% ways and they are you know working in 00:17:14.389 --> 00:17:16.389 align:start position:0% ways and they are you know working in the<00:17:14.600> direction<00:17:14.809> of<00:17:15.019> the<00:17:15.319> helping<00:17:15.980> figure<00:17:16.189> out 00:17:16.389 --> 00:17:16.399 align:start position:0% the direction of the helping figure out 00:17:16.399 --> 00:17:20.289 align:start position:0% the direction of the helping figure out how<00:17:17.000> to<00:17:17.059> do<00:17:17.269> proof<00:17:17.480> of<00:17:17.629> human<00:17:19.299> another 00:17:20.289 --> 00:17:20.299 align:start position:0% how to do proof of human another 00:17:20.299 --> 00:17:21.909 align:start position:0% how to do proof of human another approach<00:17:20.779> which<00:17:21.110> i<00:17:21.289> think<00:17:21.350> is<00:17:21.620> one<00:17:21.799> of<00:17:21.829> the 00:17:21.909 --> 00:17:21.919 align:start position:0% approach which i think is one of the 00:17:21.919 --> 00:17:25.019 align:start position:0% approach which i think is one of the most<00:17:22.159> approaches<00:17:23.029> in<00:17:23.299> this<00:17:23.510> space<00:17:23.809> is<00:17:24.470> doing 00:17:25.019 --> 00:17:25.029 align:start position:0% most approaches in this space is doing 00:17:25.029 --> 00:17:28.389 align:start position:0% most approaches in this space is doing synchronous<00:17:26.029> tuning<00:17:26.659> tests<00:17:27.189> this<00:17:28.189> is<00:17:28.370> a 00:17:28.389 --> 00:17:28.399 align:start position:0% synchronous tuning tests this is a 00:17:28.399 --> 00:17:31.360 align:start position:0% synchronous tuning tests this is a project<00:17:28.760> from<00:17:29.480> Russia<00:17:29.840> called<00:17:30.379> Idina<00:17:30.950> and 00:17:31.360 --> 00:17:31.370 align:start position:0% project from Russia called Idina and 00:17:31.370 --> 00:17:35.139 align:start position:0% project from Russia called Idina and what<00:17:32.149> idea<00:17:32.510> has<00:17:32.870> identified<00:17:33.379> is<00:17:33.919> tuning<00:17:34.700> tests 00:17:35.139 --> 00:17:35.149 align:start position:0% what idea has identified is tuning tests 00:17:35.149 --> 00:17:37.960 align:start position:0% what idea has identified is tuning tests our<00:17:35.720> machine<00:17:36.470> learning<00:17:36.519> resistant<00:17:37.519> or<00:17:37.700> our 00:17:37.960 --> 00:17:37.970 align:start position:0% our machine learning resistant or our 00:17:37.970 --> 00:17:39.310 align:start position:0% our machine learning resistant or our very<00:17:38.419> hard 00:17:39.310 --> 00:17:39.320 align:start position:0% very hard 00:17:39.320 --> 00:17:42.310 align:start position:0% very hard Peters<00:17:39.710> to<00:17:39.920> do<00:17:40.070> but<00:17:40.550> very<00:17:40.760> easy<00:17:41.120> for<00:17:41.600> humans<00:17:42.080> to 00:17:42.310 --> 00:17:42.320 align:start position:0% Peters to do but very easy for humans to 00:17:42.320 --> 00:17:45.130 align:start position:0% Peters to do but very easy for humans to and<00:17:42.620> here<00:17:43.250> is<00:17:43.370> a<00:17:43.610> very<00:17:43.910> simple<00:17:44.150> example<00:17:44.450> they 00:17:45.130 --> 00:17:45.140 align:start position:0% and here is a very simple example they 00:17:45.140 --> 00:17:47.550 align:start position:0% and here is a very simple example they call<00:17:45.380> these<00:17:45.560> flips<00:17:46.040> so<00:17:46.670> you<00:17:46.730> have<00:17:46.970> two<00:17:47.210> flips 00:17:47.550 --> 00:17:47.560 align:start position:0% call these flips so you have two flips 00:17:47.560 --> 00:17:52.560 align:start position:0% call these flips so you have two flips the<00:17:48.560> same<00:17:48.890> four<00:17:49.370> images<00:17:50.030> on<00:17:50.300> each<00:17:50.890> strip<00:17:51.890> and 00:17:52.560 --> 00:17:52.570 align:start position:0% the same four images on each strip and 00:17:52.570 --> 00:17:55.900 align:start position:0% the same four images on each strip and in<00:17:53.570> one<00:17:53.930> of<00:17:53.960> the<00:17:54.170> images<00:17:54.230> the<00:17:55.160> correct<00:17:55.610> is<00:17:55.760> the 00:17:55.900 --> 00:17:55.910 align:start position:0% in one of the images the correct is the 00:17:55.910 --> 00:17:59.680 align:start position:0% in one of the images the correct is the right<00:17:56.150> order<00:17:56.600> and<00:17:56.840> the<00:17:57.830> order<00:17:58.340> is<00:17:58.550> the<00:17:59.120> is 00:17:59.680 --> 00:17:59.690 align:start position:0% right order and the order is the is 00:17:59.690 --> 00:18:02.410 align:start position:0% right order and the order is the is correct<00:18:00.350> and<00:18:00.530> the<00:18:00.890> other<00:18:00.920> image<00:18:01.520> the<00:18:01.790> order<00:18:02.180> is 00:18:02.410 --> 00:18:02.420 align:start position:0% correct and the other image the order is 00:18:02.420 --> 00:18:05.170 align:start position:0% correct and the other image the order is not<00:18:02.450> correct<00:18:03.200> so<00:18:03.830> you<00:18:03.920> have<00:18:04.190> to<00:18:04.340> decide<00:18:04.850> which 00:18:05.170 --> 00:18:05.180 align:start position:0% not correct so you have to decide which 00:18:05.180 --> 00:18:06.280 align:start position:0% not correct so you have to decide which one<00:18:05.480> is<00:18:05.510> right 00:18:06.280 --> 00:18:06.290 align:start position:0% one is right 00:18:06.290 --> 00:18:08.080 align:start position:0% one is right usually<00:18:07.130> you<00:18:07.250> can<00:18:07.430> do<00:18:07.550> this<00:18:07.700> right<00:18:08.060> now 00:18:08.080 --> 00:18:08.090 align:start position:0% usually you can do this right now 00:18:08.090 --> 00:18:11.400 align:start position:0% usually you can do this right now yourselves<00:18:08.870> usually<00:18:09.770> humans<00:18:10.250> get<00:18:10.520> this<00:18:10.730> right 00:18:11.400 --> 00:18:11.410 align:start position:0% yourselves usually humans get this right 00:18:11.410 --> 00:18:14.700 align:start position:0% yourselves usually humans get this right 95%<00:18:12.410> of<00:18:12.530> the<00:18:12.620> times<00:18:12.890> over<00:18:13.310> 90%<00:18:14.030> of<00:18:14.120> the<00:18:14.240> times 00:18:14.700 --> 00:18:14.710 align:start position:0% 95% of the times over 90% of the times 00:18:14.710 --> 00:18:17.980 align:start position:0% 95% of the times over 90% of the times computers<00:18:15.710> get<00:18:16.010> this<00:18:16.250> right<00:18:16.600> 70%<00:18:17.600> of<00:18:17.750> the 00:18:17.980 --> 00:18:17.990 align:start position:0% computers get this right 70% of the 00:18:17.990 --> 00:18:20.770 align:start position:0% computers get this right 70% of the times<00:18:18.230> why<00:18:18.980> is<00:18:19.040> that<00:18:19.220> because<00:18:19.700> we<00:18:20.120> humans<00:18:20.600> we 00:18:20.770 --> 00:18:20.780 align:start position:0% times why is that because we humans we 00:18:20.780 --> 00:18:22.300 align:start position:0% times why is that because we humans we have<00:18:20.810> the<00:18:21.110> cultural<00:18:21.620> background<00:18:21.830> to 00:18:22.300 --> 00:18:22.310 align:start position:0% have the cultural background to 00:18:22.310 --> 00:18:24.730 align:start position:0% have the cultural background to understand<00:18:22.940> what<00:18:23.690> might<00:18:23.930> be<00:18:24.110> the<00:18:24.260> narrative 00:18:24.730 --> 00:18:24.740 align:start position:0% understand what might be the narrative 00:18:24.740 --> 00:18:27.190 align:start position:0% understand what might be the narrative or<00:18:24.890> the<00:18:24.950> story<00:18:25.460> of<00:18:25.640> the<00:18:26.090> cat<00:18:26.330> and<00:18:26.600> the<00:18:26.720> flowers 00:18:27.190 --> 00:18:27.200 align:start position:0% or the story of the cat and the flowers 00:18:27.200 --> 00:18:29.370 align:start position:0% or the story of the cat and the flowers and<00:18:28.100> what<00:18:28.310> might<00:18:28.490> be<00:18:28.610> going<00:18:28.760> on<00:18:28.970> their 00:18:29.370 --> 00:18:29.380 align:start position:0% and what might be going on their 00:18:29.380 --> 00:18:32.200 align:start position:0% and what might be going on their computers<00:18:30.380> might<00:18:30.950> be<00:18:31.160> able<00:18:31.490> to<00:18:31.640> recognize 00:18:32.200 --> 00:18:32.210 align:start position:0% computers might be able to recognize 00:18:32.210 --> 00:18:34.180 align:start position:0% computers might be able to recognize some<00:18:32.480> of<00:18:32.510> the<00:18:32.750> patterns<00:18:33.200> inside<00:18:33.590> the<00:18:33.800> pictures 00:18:34.180 --> 00:18:34.190 align:start position:0% some of the patterns inside the pictures 00:18:34.190 --> 00:18:36.340 align:start position:0% some of the patterns inside the pictures but<00:18:34.610> computers<00:18:35.210> don't<00:18:35.450> have<00:18:35.660> the<00:18:35.840> cultura 00:18:36.340 --> 00:18:36.350 align:start position:0% but computers don't have the cultura 00:18:36.350 --> 00:18:37.830 align:start position:0% but computers don't have the cultura background<00:18:36.920> to<00:18:37.070> understand<00:18:37.490> how<00:18:37.640> these 00:18:37.830 --> 00:18:37.840 align:start position:0% background to understand how these 00:18:37.840 --> 00:18:41.770 align:start position:0% background to understand how these pictures<00:18:38.840> go<00:18:39.110> room<00:18:39.500> together<00:18:39.790> so<00:18:40.790> this<00:18:41.570> is<00:18:41.750> a 00:18:41.770 --> 00:18:41.780 align:start position:0% pictures go room together so this is a 00:18:41.780 --> 00:18:45.160 align:start position:0% pictures go room together so this is a very<00:18:42.170> interesting<00:18:42.440> exercise<00:18:43.630> and<00:18:44.630> this<00:18:44.960> has 00:18:45.160 --> 00:18:45.170 align:start position:0% very interesting exercise and this has 00:18:45.170 --> 00:18:47.590 align:start position:0% very interesting exercise and this has let's<00:18:45.410> do<00:18:45.680> the<00:18:45.800> guise<00:18:46.010> of<00:18:46.190> idea<00:18:46.580> to<00:18:46.940> be<00:18:47.060> able<00:18:47.180> to 00:18:47.590 --> 00:18:47.600 align:start position:0% let's do the guise of idea to be able to 00:18:47.600 --> 00:18:50.560 align:start position:0% let's do the guise of idea to be able to actually<00:18:48.110> a<00:18:48.590> research<00:18:49.280> and<00:18:50.090> here's<00:18:50.330> another 00:18:50.560 --> 00:18:50.570 align:start position:0% actually a research and here's another 00:18:50.570 --> 00:18:53.140 align:start position:0% actually a research and here's another one<00:18:50.840> if<00:18:50.960> you<00:18:51.080> want<00:18:51.260> to<00:18:51.350> do<00:18:51.470> it<00:18:51.760> to<00:18:52.760> actually 00:18:53.140 --> 00:18:53.150 align:start position:0% one if you want to do it to actually 00:18:53.150 --> 00:18:55.750 align:start position:0% one if you want to do it to actually research<00:18:53.660> machine<00:18:54.410> learning<00:18:55.100> resistance 00:18:55.750 --> 00:18:55.760 align:start position:0% research machine learning resistance 00:18:55.760 --> 00:18:59.560 align:start position:0% research machine learning resistance tuning<00:18:56.240> tests<00:18:56.710> and<00:18:57.820> they<00:18:58.820> have<00:18:59.210> found<00:18:59.360> out 00:18:59.560 --> 00:18:59.570 align:start position:0% tuning tests and they have found out 00:18:59.570 --> 00:19:02.410 align:start position:0% tuning tests and they have found out that<00:18:59.630> these<00:19:00.020> types<00:19:00.320> of<00:19:00.500> tests<00:19:01.090> they<00:19:02.090> need<00:19:02.300> to 00:19:02.410 --> 00:19:02.420 align:start position:0% that these types of tests they need to 00:19:02.420 --> 00:19:04.300 align:start position:0% that these types of tests they need to have<00:19:02.600> certain<00:19:03.110> properties<00:19:03.320> to<00:19:03.800> be<00:19:03.920> machine 00:19:04.300 --> 00:19:04.310 align:start position:0% have certain properties to be machine 00:19:04.310 --> 00:19:07.450 align:start position:0% have certain properties to be machine learning<00:19:04.640> persistent<00:19:05.270> one<00:19:06.200> is<00:19:06.460> these 00:19:07.450 --> 00:19:07.460 align:start position:0% learning persistent one is these 00:19:07.460 --> 00:19:09.430 align:start position:0% learning persistent one is these programs<00:19:07.970> need<00:19:08.240> to<00:19:08.420> belong<00:19:08.720> to<00:19:08.750> them<00:19:09.080> what<00:19:09.320> is 00:19:09.430 --> 00:19:09.440 align:start position:0% programs need to belong to them what is 00:19:09.440 --> 00:19:12.430 align:start position:0% programs need to belong to them what is considered<00:19:09.980> AI<00:19:10.340> card<00:19:10.910> programs<00:19:11.420> AI<00:19:11.930> heart 00:19:12.430 --> 00:19:12.440 align:start position:0% considered AI card programs AI heart 00:19:12.440 --> 00:19:14.320 align:start position:0% considered AI card programs AI heart problems<00:19:12.890> are<00:19:13.160> problems<00:19:13.550> that<00:19:13.850> do<00:19:14.060> not 00:19:14.320 --> 00:19:14.330 align:start position:0% problems are problems that do not 00:19:14.330 --> 00:19:17.320 align:start position:0% problems are problems that do not consist<00:19:14.900> of<00:19:15.140> pattern<00:19:15.620> recognition<00:19:16.460> anything 00:19:17.320 --> 00:19:17.330 align:start position:0% consist of pattern recognition anything 00:19:17.330 --> 00:19:19.180 align:start position:0% consist of pattern recognition anything that<00:19:17.540> is<00:19:17.630> based<00:19:17.840> on<00:19:17.990> pattern<00:19:18.290> recognition<00:19:18.320> can 00:19:19.180 --> 00:19:19.190 align:start position:0% that is based on pattern recognition can 00:19:19.190 --> 00:19:21.010 align:start position:0% that is based on pattern recognition can eventually<00:19:19.580> be<00:19:19.910> explained<00:19:20.300> it<00:19:20.420> with<00:19:20.570> anomaly 00:19:21.010 --> 00:19:21.020 align:start position:0% eventually be explained it with anomaly 00:19:21.020 --> 00:19:22.790 align:start position:0% eventually be explained it with anomaly these<00:19:21.530> are<00:19:21.710> problems<00:19:21.950> that<00:19:22.190> will 00:19:22.790 --> 00:19:22.800 align:start position:0% these are problems that will 00:19:22.800 --> 00:19:25.420 align:start position:0% these are problems that will abstract<00:19:23.490> thought<00:19:23.760> or<00:19:24.030> some<00:19:24.210> kind<00:19:24.450> of<00:19:24.510> insight 00:19:25.420 --> 00:19:25.430 align:start position:0% abstract thought or some kind of insight 00:19:25.430 --> 00:19:28.310 align:start position:0% abstract thought or some kind of insight that<00:19:26.430> they<00:19:26.700> know<00:19:26.850> it's<00:19:27.060> color<00:19:27.420> for<00:19:27.750> a<00:19:27.780> machine 00:19:28.310 --> 00:19:28.320 align:start position:0% that they know it's color for a machine 00:19:28.320 --> 00:19:30.770 align:start position:0% that they know it's color for a machine to<00:19:28.530> grasp<00:19:28.950> also<00:19:29.910> this<00:19:30.090> means<00:19:30.330> that<00:19:30.570> these 00:19:30.770 --> 00:19:30.780 align:start position:0% to grasp also this means that these 00:19:30.780 --> 00:19:33.320 align:start position:0% to grasp also this means that these problems<00:19:31.230> must<00:19:31.650> not<00:19:31.950> be<00:19:32.220> generated<00:19:32.670> by<00:19:33.000> an 00:19:33.320 --> 00:19:33.330 align:start position:0% problems must not be generated by an 00:19:33.330 --> 00:19:35.390 align:start position:0% problems must not be generated by an algorithm<00:19:33.840> because<00:19:34.530> anything<00:19:34.980> that<00:19:35.160> is 00:19:35.390 --> 00:19:35.400 align:start position:0% algorithm because anything that is 00:19:35.400 --> 00:19:37.210 align:start position:0% algorithm because anything that is generated<00:19:36.000> by<00:19:36.120> an<00:19:36.270> algorithm<00:19:36.780> can<00:19:36.990> be 00:19:37.210 --> 00:19:37.220 align:start position:0% generated by an algorithm can be 00:19:37.220 --> 00:19:39.530 align:start position:0% generated by an algorithm can be reverse-engineer<00:19:38.220> so<00:19:38.850> this<00:19:39.180> need<00:19:39.390> to<00:19:39.420> be 00:19:39.530 --> 00:19:39.540 align:start position:0% reverse-engineer so this need to be 00:19:39.540 --> 00:19:42.680 align:start position:0% reverse-engineer so this need to be products<00:19:40.020> that<00:19:40.170> are<00:19:40.260> created<00:19:40.980> by<00:19:41.130> humans<00:19:41.690> and 00:19:42.680 --> 00:19:42.690 align:start position:0% products that are created by humans and 00:19:42.690 --> 00:19:46.450 align:start position:0% products that are created by humans and not<00:19:42.930> by<00:19:43.110> algorithms<00:19:43.910> so<00:19:44.910> what<00:19:45.330> I<00:19:45.360> dinna<00:19:45.720> does 00:19:46.450 --> 00:19:46.460 align:start position:0% not by algorithms so what I dinna does 00:19:46.460 --> 00:19:50.480 align:start position:0% not by algorithms so what I dinna does what<00:19:47.460> I<00:19:47.490> needed<00:19:47.850> us<00:19:48.150> is<00:19:48.810> they<00:19:49.680> put<00:19:49.950> this<00:19:50.100> during 00:19:50.480 --> 00:19:50.490 align:start position:0% what I needed us is they put this during 00:19:50.490 --> 00:19:54.110 align:start position:0% what I needed us is they put this during tests<00:19:50.930> in<00:19:51.930> the<00:19:52.080> network<00:19:52.500> and<00:19:52.760> participants<00:19:53.760> of 00:19:54.110 --> 00:19:54.120 align:start position:0% tests in the network and participants of 00:19:54.120 --> 00:19:56.690 align:start position:0% tests in the network and participants of the<00:19:54.390> network<00:19:54.810> have<00:19:55.290> to<00:19:55.530> solve<00:19:55.920> this<00:19:56.220> during 00:19:56.690 --> 00:19:56.700 align:start position:0% the network have to solve this during 00:19:56.700 --> 00:19:59.600 align:start position:0% the network have to solve this during test<00:19:56.940> at<00:19:57.120> the<00:19:57.390> same<00:19:57.660> time<00:19:58.050> so<00:19:58.890> this<00:19:59.280> is<00:19:59.430> how 00:19:59.600 --> 00:19:59.610 align:start position:0% test at the same time so this is how 00:19:59.610 --> 00:20:01.880 align:start position:0% test at the same time so this is how they<00:19:59.760> prevent<00:20:00.180> civil<00:20:00.540> attacks<00:20:00.870> they<00:20:01.590> have<00:20:01.860> a 00:20:01.880 --> 00:20:01.890 align:start position:0% they prevent civil attacks they have a 00:20:01.890 --> 00:20:05.120 align:start position:0% they prevent civil attacks they have a party<00:20:02.490> where<00:20:03.270> let's<00:20:04.110> say<00:20:04.230> actually<00:20:04.830> the<00:20:04.920> next 00:20:05.120 --> 00:20:05.130 align:start position:0% party where let's say actually the next 00:20:05.130 --> 00:20:06.950 align:start position:0% party where let's say actually the next one<00:20:05.280> is<00:20:05.370> in<00:20:05.520> two<00:20:05.700> days<00:20:05.910> you<00:20:06.150> can<00:20:06.300> go<00:20:06.420> to<00:20:06.480> the<00:20:06.720> EDA 00:20:06.950 --> 00:20:06.960 align:start position:0% one is in two days you can go to the EDA 00:20:06.960 --> 00:20:21.760 align:start position:0% one is in two days you can go to the EDA website<00:20:08.450> thanks<00:20:09.450> yeah<00:20:10.160> I<00:20:11.160> guess<00:20:12.290> for<00:20:13.290> the<00:20:13.410> API 00:20:21.760 --> 00:20:21.770 align:start position:0% 00:20:21.770 --> 00:20:29.780 align:start position:0% outside<00:20:24.740> the<00:20:26.750> so<00:20:27.750> you<00:20:27.990> get<00:20:28.200> people<00:20:28.860> solving<00:20:29.640> a 00:20:29.780 --> 00:20:29.790 align:start position:0% outside the so you get people solving a 00:20:29.790 --> 00:20:31.970 align:start position:0% outside the so you get people solving a problem<00:20:30.060> that<00:20:30.570> is<00:20:30.810> easy<00:20:31.080> for<00:20:31.380> humans 00:20:31.970 --> 00:20:31.980 align:start position:0% problem that is easy for humans 00:20:31.980 --> 00:20:35.830 align:start position:0% problem that is easy for humans -<00:20:32.550> machines<00:20:32.970> at<00:20:33.240> the<00:20:33.690> same<00:20:33.960> time<00:20:34.260> because<00:20:34.770> this 00:20:35.830 --> 00:20:35.840 align:start position:0% - machines at the same time because this 00:20:35.840 --> 00:20:39.290 align:start position:0% - machines at the same time because this during<00:20:36.840> tests<00:20:37.110> partly<00:20:37.710> solving<00:20:38.700> problem<00:20:39.210> a 00:20:39.290 --> 00:20:39.300 align:start position:0% during tests partly solving problem a 00:20:39.300 --> 00:20:41.450 align:start position:0% during tests partly solving problem a solar<00:20:39.570> project<00:20:39.810> party<00:20:40.470> is<00:20:40.710> happening<00:20:41.010> in 00:20:41.450 --> 00:20:41.460 align:start position:0% solar project party is happening in 00:20:41.460 --> 00:20:42.810 align:start position:0% solar project party is happening in simultaneously 00:20:42.810 --> 00:20:42.820 align:start position:0% simultaneously 00:20:42.820 --> 00:20:46.769 align:start position:0% simultaneously in<00:20:43.059> a<00:20:43.200> synchronous<00:20:44.200> event<00:20:45.120> you<00:20:46.120> might<00:20:46.299> have<00:20:46.570> a 00:20:46.769 --> 00:20:46.779 align:start position:0% in a synchronous event you might have a 00:20:46.779 --> 00:20:49.049 align:start position:0% in a synchronous event you might have a genius<00:20:47.080> that<00:20:47.409> is<00:20:47.529> able<00:20:47.889> to<00:20:48.009> solve<00:20:48.279> three<00:20:48.850> or 00:20:49.049 --> 00:20:49.059 align:start position:0% genius that is able to solve three or 00:20:49.059 --> 00:20:52.350 align:start position:0% genius that is able to solve three or four<00:20:49.389> or<00:20:49.600> five<00:20:49.809> of<00:20:49.990> these<00:20:50.139> superfast<00:20:51.360> but 00:20:52.350 --> 00:20:52.360 align:start position:0% four or five of these superfast but 00:20:52.360 --> 00:20:54.600 align:start position:0% four or five of these superfast but that's<00:20:53.080> why<00:20:53.259> it's<00:20:53.470> not<00:20:53.649> exactly<00:20:54.220> a<00:20:54.309> proof<00:20:54.519> of 00:20:54.600 --> 00:20:54.610 align:start position:0% that's why it's not exactly a proof of 00:20:54.610 --> 00:20:57.690 align:start position:0% that's why it's not exactly a proof of human<00:20:55.769> protocol<00:20:56.769> more<00:20:57.009> of<00:20:57.130> a<00:20:57.250> proof<00:20:57.519> of 00:20:57.690 --> 00:20:57.700 align:start position:0% human protocol more of a proof of 00:20:57.700 --> 00:20:59.879 align:start position:0% human protocol more of a proof of personhood<00:20:58.509> protocol<00:20:59.139> you<00:20:59.259> might<00:20:59.440> get<00:20:59.649> some 00:20:59.879 --> 00:20:59.889 align:start position:0% personhood protocol you might get some 00:20:59.889 --> 00:21:02.220 align:start position:0% personhood protocol you might get some signals<00:21:00.370> but<00:21:00.880> because<00:21:01.179> it's<00:21:01.360> the<00:21:01.389> resolution 00:21:02.220 --> 00:21:02.230 align:start position:0% signals but because it's the resolution 00:21:02.230 --> 00:21:03.720 align:start position:0% signals but because it's the resolution of<00:21:02.320> these<00:21:02.470> problems<00:21:02.919> happens<00:21:03.250> at<00:21:03.399> the<00:21:03.490> same 00:21:03.720 --> 00:21:03.730 align:start position:0% of these problems happens at the same 00:21:03.730 --> 00:21:06.779 align:start position:0% of these problems happens at the same time<00:21:04.139> it<00:21:05.139> prevents<00:21:05.740> the<00:21:06.100> civil<00:21:06.490> attack 00:21:06.779 --> 00:21:06.789 align:start position:0% time it prevents the civil attack 00:21:06.789 --> 00:21:11.190 align:start position:0% time it prevents the civil attack problem<00:21:08.610> assuming<00:21:09.610> that<00:21:09.940> these<00:21:10.149> during<00:21:10.779> tests 00:21:11.190 --> 00:21:11.200 align:start position:0% problem assuming that these during tests 00:21:11.200 --> 00:21:14.639 align:start position:0% problem assuming that these during tests are<00:21:11.470> still<00:21:12.039> hard<00:21:12.340> for<00:21:12.429> machines<00:21:12.970> to<00:21:13.509> figure<00:21:13.929> I 00:21:14.639 --> 00:21:14.649 align:start position:0% are still hard for machines to figure I 00:21:14.649 --> 00:21:16.619 align:start position:0% are still hard for machines to figure I think<00:21:15.250> that<00:21:15.370> we<00:21:15.490> need<00:21:15.580> to<00:21:15.759> look<00:21:15.970> deeper<00:21:16.480> into 00:21:16.619 --> 00:21:16.629 align:start position:0% think that we need to look deeper into 00:21:16.629 --> 00:21:20.940 align:start position:0% think that we need to look deeper into this<00:21:16.870> time<00:21:19.049> creativity<00:21:20.049> or<00:21:20.470> how<00:21:20.649> we<00:21:20.710> think 00:21:20.940 --> 00:21:20.950 align:start position:0% this time creativity or how we think 00:21:20.950 --> 00:21:24.299 align:start position:0% this time creativity or how we think about<00:21:21.100> this<00:21:21.429> but<00:21:22.360> this<00:21:22.509> is<00:21:23.200> a<00:21:23.309> very 00:21:24.299 --> 00:21:24.309 align:start position:0% about this but this is a very 00:21:24.309 --> 00:21:34.499 align:start position:0% about this but this is a very interesting<00:21:24.549> approach<00:21:33.000> of<00:21:34.000> some<00:21:34.299> of<00:21:34.419> these 00:21:34.499 --> 00:21:34.509 align:start position:0% interesting approach of some of these 00:21:34.509 --> 00:21:37.139 align:start position:0% interesting approach of some of these ideas<00:21:34.960> is<00:21:35.200> your<00:21:35.860> research<00:21:36.610> in<00:21:36.789> your<00:21:36.879> social 00:21:37.139 --> 00:21:37.149 align:start position:0% ideas is your research in your social 00:21:37.149 --> 00:21:39.210 align:start position:0% ideas is your research in your social graph<00:21:37.539> there<00:21:37.960> is<00:21:38.049> a<00:21:38.110> very<00:21:38.350> good<00:21:38.500> paper<00:21:38.740> by<00:21:39.190> a 00:21:39.210 --> 00:21:39.220 align:start position:0% graph there is a very good paper by a 00:21:39.220 --> 00:21:43.769 align:start position:0% graph there is a very good paper by a while<00:21:40.200> we'll<00:21:41.309> define<00:21:42.309> identity<00:21:42.519> as<00:21:43.210> a<00:21:43.240> social 00:21:43.769 --> 00:21:43.779 align:start position:0% while we'll define identity as a social 00:21:43.779 --> 00:21:47.340 align:start position:0% while we'll define identity as a social intersection<00:21:44.700> persist<00:21:45.700> on<00:21:45.940> evaluating<00:21:46.570> or 00:21:47.340 --> 00:21:47.350 align:start position:0% intersection persist on evaluating or 00:21:47.350 --> 00:21:50.399 align:start position:0% intersection persist on evaluating or your<00:21:47.710> social<00:21:47.980> graph<00:21:48.720> assuming<00:21:49.720> that<00:21:49.870> identity 00:21:50.399 --> 00:21:50.409 align:start position:0% your social graph assuming that identity 00:21:50.409 --> 00:21:53.129 align:start position:0% your social graph assuming that identity is<00:21:50.590> a<00:21:51.070> consequence<00:21:51.789> of<00:21:52.029> the<00:21:52.330> different<00:21:52.840> social 00:21:53.129 --> 00:21:53.139 align:start position:0% is a consequence of the different social 00:21:53.139 --> 00:21:55.799 align:start position:0% is a consequence of the different social intersections<00:21:54.100> or<00:21:54.250> the<00:21:54.460> different<00:21:54.850> groups<00:21:55.179> we 00:21:55.799 --> 00:21:55.809 align:start position:0% intersections or the different groups we 00:21:55.809 --> 00:21:58.320 align:start position:0% intersections or the different groups we are<00:21:55.929> a<00:21:55.960> part<00:21:56.259> of<00:21:56.820> and<00:21:57.820> it's<00:21:58.059> interesting 00:21:58.320 --> 00:21:58.330 align:start position:0% are a part of and it's interesting 00:21:58.330 --> 00:22:02.759 align:start position:0% are a part of and it's interesting because<00:21:59.220> for<00:22:00.220> example<00:22:00.639> usually<00:22:01.090> cities<00:22:01.899> a<00:22:02.139> lot 00:22:02.759 --> 00:22:02.769 align:start position:0% because for example usually cities a lot 00:22:02.769 --> 00:22:04.740 align:start position:0% because for example usually cities a lot of<00:22:02.860> people<00:22:03.279> will<00:22:03.519> belong<00:22:03.789> to<00:22:03.850> a<00:22:04.029> lot<00:22:04.330> of<00:22:04.360> groups 00:22:04.740 --> 00:22:04.750 align:start position:0% of people will belong to a lot of groups 00:22:04.750 --> 00:22:08.539 align:start position:0% of people will belong to a lot of groups so<00:22:05.409> you<00:22:05.440> have<00:22:06.039> many<00:22:06.789> many<00:22:07.750> narrow 00:22:08.539 --> 00:22:08.549 align:start position:0% so you have many many narrow 00:22:08.549 --> 00:22:11.549 align:start position:0% so you have many many narrow intersections<00:22:09.549> and<00:22:09.789> then<00:22:10.480> each<00:22:11.019> one<00:22:11.320> of<00:22:11.440> these 00:22:11.549 --> 00:22:11.559 align:start position:0% intersections and then each one of these 00:22:11.559 --> 00:22:14.190 align:start position:0% intersections and then each one of these intersections<00:22:12.330> will<00:22:13.330> describe<00:22:13.750> a<00:22:13.899> part<00:22:14.110> of 00:22:14.190 --> 00:22:14.200 align:start position:0% intersections will describe a part of 00:22:14.200 --> 00:22:16.889 align:start position:0% intersections will describe a part of your<00:22:14.409> identity<00:22:14.700> whereas<00:22:15.700> in<00:22:16.059> rural<00:22:16.269> areas 00:22:16.889 --> 00:22:16.899 align:start position:0% your identity whereas in rural areas 00:22:16.899 --> 00:22:19.530 align:start position:0% your identity whereas in rural areas usually<00:22:17.860> a<00:22:18.100> lot<00:22:18.490> of<00:22:18.519> people<00:22:18.700> below 00:22:19.530 --> 00:22:19.540 align:start position:0% usually a lot of people below 00:22:19.540 --> 00:22:23.100 align:start position:0% usually a lot of people below same<00:22:19.900> group<00:22:20.170> so<00:22:20.440> you<00:22:20.470> have<00:22:20.880> populated<00:22:22.110> few 00:22:23.100 --> 00:22:23.110 align:start position:0% same group so you have populated few 00:22:23.110 --> 00:22:25.620 align:start position:0% same group so you have populated few populated<00:22:24.100> intersections<00:22:24.910> whereas<00:22:25.480> in 00:22:25.620 --> 00:22:25.630 align:start position:0% populated intersections whereas in 00:22:25.630 --> 00:22:27.930 align:start position:0% populated intersections whereas in cities<00:22:26.020> you<00:22:26.170> have<00:22:26.200> many<00:22:26.830> intersections<00:22:27.400> with 00:22:27.930 --> 00:22:27.940 align:start position:0% cities you have many intersections with 00:22:27.940 --> 00:22:29.820 align:start position:0% cities you have many intersections with few<00:22:28.210> people<00:22:28.570> in<00:22:28.720> them<00:22:28.930> and<00:22:29.140> that's<00:22:29.650> the 00:22:29.820 --> 00:22:29.830 align:start position:0% few people in them and that's the 00:22:29.830 --> 00:22:31.470 align:start position:0% few people in them and that's the difference<00:22:30.280> between<00:22:30.670> living<00:22:30.880> in<00:22:30.970> a<00:22:31.090> city<00:22:31.330> and 00:22:31.470 --> 00:22:31.480 align:start position:0% difference between living in a city and 00:22:31.480 --> 00:22:35.070 align:start position:0% difference between living in a city and living<00:22:31.690> in<00:22:32.140> the<00:22:32.290> countryside<00:22:34.080> intersectional 00:22:35.070 --> 00:22:35.080 align:start position:0% living in the countryside intersectional 00:22:35.080 --> 00:22:37.260 align:start position:0% living in the countryside intersectional identity<00:22:35.680> is<00:22:35.950> a<00:22:35.980> pretty<00:22:36.430> formal<00:22:37.000> way<00:22:37.240> of 00:22:37.260 --> 00:22:37.270 align:start position:0% identity is a pretty formal way of 00:22:37.270 --> 00:22:39.990 align:start position:0% identity is a pretty formal way of identity<00:22:38.110> and<00:22:38.290> the<00:22:38.350> claim<00:22:39.130> of<00:22:39.340> this<00:22:39.520> paper<00:22:39.790> is 00:22:39.990 --> 00:22:40.000 align:start position:0% identity and the claim of this paper is 00:22:40.000 --> 00:22:42.420 align:start position:0% identity and the claim of this paper is that<00:22:40.210> we<00:22:40.480> can<00:22:40.690> formalize<00:22:41.440> some<00:22:41.500> aspects<00:22:42.220> of 00:22:42.420 --> 00:22:42.430 align:start position:0% that we can formalize some aspects of 00:22:42.430 --> 00:22:45.090 align:start position:0% that we can formalize some aspects of this<00:22:42.880> identity<00:22:43.570> model<00:22:43.780> and<00:22:44.110> start<00:22:44.770> basing 00:22:45.090 --> 00:22:45.100 align:start position:0% this identity model and start basing 00:22:45.100 --> 00:22:47.910 align:start position:0% this identity model and start basing identity<00:22:45.640> or<00:22:46.420> creating<00:22:47.260> even<00:22:47.620> a<00:22:47.740> new 00:22:47.910 --> 00:22:47.920 align:start position:0% identity or creating even a new 00:22:47.920 --> 00:22:50.040 align:start position:0% identity or creating even a new political<00:22:48.130> subject<00:22:48.910> that<00:22:49.120> is<00:22:49.210> not<00:22:49.420> making<00:22:49.690> a 00:22:50.040 --> 00:22:50.050 align:start position:0% political subject that is not making a 00:22:50.050 --> 00:22:53.190 align:start position:0% political subject that is not making a link<00:22:50.290> to<00:22:50.710> the<00:22:50.830> individual<00:22:51.810> but<00:22:52.810> it's<00:22:52.990> also 00:22:53.190 --> 00:22:53.200 align:start position:0% link to the individual but it's also 00:22:53.200 --> 00:22:54.960 align:start position:0% link to the individual but it's also linked<00:22:53.470> to<00:22:53.590> its<00:22:53.950> communities<00:22:54.640> or<00:22:54.820> its 00:22:54.960 --> 00:22:54.970 align:start position:0% linked to its communities or its 00:22:54.970 --> 00:22:58.020 align:start position:0% linked to its communities or its multiple<00:22:55.420> communities<00:22:56.100> which<00:22:57.100> is<00:22:57.220> an 00:22:58.020 --> 00:22:58.030 align:start position:0% multiple communities which is an 00:22:58.030 --> 00:22:59.550 align:start position:0% multiple communities which is an interesting<00:22:58.270> approach<00:22:58.630> I<00:22:58.960> will<00:22:59.290> recommend 00:22:59.550 --> 00:22:59.560 align:start position:0% interesting approach I will recommend 00:22:59.560 --> 00:23:02.490 align:start position:0% interesting approach I will recommend checking<00:22:59.920> on<00:23:00.130> this<00:23:00.280> paper<00:23:01.230> there<00:23:02.230> are<00:23:02.320> some 00:23:02.490 --> 00:23:02.500 align:start position:0% checking on this paper there are some 00:23:02.500 --> 00:23:03.990 align:start position:0% checking on this paper there are some implementation<00:23:03.220> of<00:23:03.340> some<00:23:03.520> of<00:23:03.640> these<00:23:03.790> ideas 00:23:03.990 --> 00:23:04.000 align:start position:0% implementation of some of these ideas 00:23:04.000 --> 00:23:07.290 align:start position:0% implementation of some of these ideas this<00:23:04.990> protocol<00:23:05.500> called<00:23:05.740> brain<00:23:05.980> ID<00:23:06.250> right<00:23:07.090> ID 00:23:07.290 --> 00:23:07.300 align:start position:0% this protocol called brain ID right ID 00:23:07.300 --> 00:23:11.010 align:start position:0% this protocol called brain ID right ID you<00:23:07.960> you<00:23:08.500> have<00:23:09.040> score<00:23:09.460> which<00:23:09.940> begins<00:23:10.510> with<00:23:10.600> 0 00:23:11.010 --> 00:23:11.020 align:start position:0% you you have score which begins with 0 00:23:11.020 --> 00:23:14.250 align:start position:0% you you have score which begins with 0 and<00:23:11.490> you<00:23:12.490> start<00:23:12.850> making<00:23:13.510> hot<00:23:13.840> chicks<00:23:14.110> with 00:23:14.250 --> 00:23:14.260 align:start position:0% and you start making hot chicks with 00:23:14.260 --> 00:23:17.070 align:start position:0% and you start making hot chicks with trusted<00:23:15.010> contacts<00:23:15.520> and<00:23:16.210> if<00:23:16.360> those<00:23:16.540> contacts 00:23:17.070 --> 00:23:17.080 align:start position:0% trusted contacts and if those contacts 00:23:17.080 --> 00:23:21.870 align:start position:0% trusted contacts and if those contacts belong<00:23:17.560> to<00:23:18.310> a<00:23:18.370> group<00:23:18.640> and<00:23:18.910> you<00:23:19.480> can<00:23:19.810> you<00:23:20.470> 50%<00:23:21.370> of 00:23:21.870 --> 00:23:21.880 align:start position:0% belong to a group and you can you 50% of 00:23:21.880 --> 00:23:24.180 align:start position:0% belong to a group and you can you 50% of the<00:23:22.060> group<00:23:22.420> you<00:23:22.660> have<00:23:22.870> already<00:23:23.350> established<00:23:23.770> a 00:23:24.180 --> 00:23:24.190 align:start position:0% the group you have already established a 00:23:24.190 --> 00:23:25.800 align:start position:0% the group you have already established a connection<00:23:24.340> with<00:23:24.850> and<00:23:25.150> you<00:23:25.210> become<00:23:25.540> a<00:23:25.570> member 00:23:25.800 --> 00:23:25.810 align:start position:0% connection with and you become a member 00:23:25.810 --> 00:23:28.260 align:start position:0% connection with and you become a member of<00:23:26.020> that<00:23:26.170> group<00:23:26.380> that<00:23:26.710> will<00:23:27.220> beat<00:23:27.640> your<00:23:27.880> score 00:23:28.260 --> 00:23:28.270 align:start position:0% of that group that will beat your score 00:23:28.270 --> 00:23:33.000 align:start position:0% of that group that will beat your score in<00:23:28.450> a<00:23:28.540> civil<00:23:29.050> right<00:23:29.290> score<00:23:31.380> proprieties<00:23:32.380> is<00:23:32.830> an 00:23:33.000 --> 00:23:33.010 align:start position:0% in a civil right score proprieties is an 00:23:33.010 --> 00:23:36.330 align:start position:0% in a civil right score proprieties is an implementation<00:23:33.280> of<00:23:33.810> graph<00:23:34.810> analysis<00:23:35.470> and 00:23:36.330 --> 00:23:36.340 align:start position:0% implementation of graph analysis and 00:23:36.340 --> 00:23:38.640 align:start position:0% implementation of graph analysis and blue<00:23:36.580> graph<00:23:36.820> analysis<00:23:37.420> establishes<00:23:38.200> a<00:23:38.230> score 00:23:38.640 --> 00:23:38.650 align:start position:0% blue graph analysis establishes a score 00:23:38.650 --> 00:23:42.540 align:start position:0% blue graph analysis establishes a score that<00:23:39.240> tries<00:23:40.240> to<00:23:40.270> estimate<00:23:40.630> your<00:23:41.080> your<00:23:41.770> the 00:23:42.540 --> 00:23:42.550 align:start position:0% that tries to estimate your your the 00:23:42.550 --> 00:23:46.260 align:start position:0% that tries to estimate your your the lightness<00:23:42.970> of<00:23:43.000> you<00:23:43.300> being<00:23:43.510> a<00:23:43.720> unique<00:23:44.260> human<00:23:45.270> so 00:23:46.260 --> 00:23:46.270 align:start position:0% lightness of you being a unique human so 00:23:46.270 --> 00:23:49.520 align:start position:0% lightness of you being a unique human so they<00:23:46.840> have<00:23:47.290> a<00:23:47.320> working<00:23:47.860> version<00:23:48.190> on 00:23:49.520 --> 00:23:49.530 align:start position:0% they have a working version on 00:23:49.530 --> 00:23:54.950 align:start position:0% they have a working version on you<00:23:49.710> can<00:23:49.860> play<00:23:50.549> with<00:23:50.760> it<00:23:52.490> there's<00:23:53.900> you<00:23:54.900> know 00:23:54.950 --> 00:23:54.960 align:start position:0% you can play with it there's you know 00:23:54.960 --> 00:23:56.960 align:start position:0% you can play with it there's you know something<00:23:55.530> that<00:23:55.679> we<00:23:55.830> ask<00:23:56.010> ourselves<00:23:56.280> is<00:23:56.669> you 00:23:56.960 --> 00:23:56.970 align:start position:0% something that we ask ourselves is you 00:23:56.970 --> 00:23:58.880 align:start position:0% something that we ask ourselves is you know<00:23:57.059> can<00:23:57.270> we<00:23:57.299> actually<00:23:57.539> piggyback<00:23:58.260> piggyback 00:23:58.880 --> 00:23:58.890 align:start position:0% know can we actually piggyback piggyback 00:23:58.890 --> 00:24:01.520 align:start position:0% know can we actually piggyback piggyback government<00:23:59.760> infrastructure<00:24:00.480> what<00:24:01.080> about<00:24:01.380> the 00:24:01.520 --> 00:24:01.530 align:start position:0% government infrastructure what about the 00:24:01.530 --> 00:24:03.830 align:start position:0% government infrastructure what about the piece<00:24:02.039> of<00:24:02.190> information<00:24:02.490> you<00:24:03.179> provided<00:24:03.630> by 00:24:03.830 --> 00:24:03.840 align:start position:0% piece of information you provided by 00:24:03.840 --> 00:24:05.570 align:start position:0% piece of information you provided by governments<00:24:04.440> which<00:24:04.620> have<00:24:04.650> already<00:24:05.100> done<00:24:05.549> a 00:24:05.570 --> 00:24:05.580 align:start position:0% governments which have already done a 00:24:05.580 --> 00:24:08.000 align:start position:0% governments which have already done a lot<00:24:05.700> of<00:24:05.909> the<00:24:06.150> proof<00:24:06.809> of<00:24:06.929> work<00:24:07.200> to<00:24:07.470> this<00:24:07.590> in<00:24:07.770> mind 00:24:08.000 --> 00:24:08.010 align:start position:0% lot of the proof of work to this in mind 00:24:08.010 --> 00:24:10.430 align:start position:0% lot of the proof of work to this in mind know<00:24:08.370> that<00:24:08.429> you're<00:24:08.880> a<00:24:08.909> unique<00:24:09.299> human<00:24:09.690> in<00:24:10.260> a<00:24:10.380> way 00:24:10.430 --> 00:24:10.440 align:start position:0% know that you're a unique human in a way 00:24:10.440 --> 00:24:12.230 align:start position:0% know that you're a unique human in a way that<00:24:10.799> we<00:24:10.980> don't<00:24:11.130> reveal<00:24:11.490> information<00:24:11.760> about 00:24:12.230 --> 00:24:12.240 align:start position:0% that we don't reveal information about 00:24:12.240 --> 00:24:15.350 align:start position:0% that we don't reveal information about the<00:24:12.539> government<00:24:12.990> so<00:24:13.640> maybe<00:24:14.640> our<00:24:14.940> technique<00:24:15.330> is 00:24:15.350 --> 00:24:15.360 align:start position:0% the government so maybe our technique is 00:24:15.360 --> 00:24:17.000 align:start position:0% the government so maybe our technique is your<00:24:15.809> show<00:24:16.080> is<00:24:16.230> that<00:24:16.260> you<00:24:16.500> want<00:24:16.770> a 00:24:17.000 --> 00:24:17.010 align:start position:0% your show is that you want a 00:24:17.010 --> 00:24:19.640 align:start position:0% your show is that you want a government-issued<00:24:17.789> ID<00:24:18.299> and<00:24:18.720> you<00:24:19.260> take<00:24:19.470> the 00:24:19.640 --> 00:24:19.650 align:start position:0% government-issued ID and you take the 00:24:19.650 --> 00:24:22.250 align:start position:0% government-issued ID and you take the typical<00:24:20.220> picture<00:24:20.640> unit<00:24:21.179> a<00:24:21.570> will<00:24:21.750> see<00:24:21.960> of<00:24:22.110> your 00:24:22.250 --> 00:24:22.260 align:start position:0% typical picture unit a will see of your 00:24:22.260 --> 00:24:24.740 align:start position:0% typical picture unit a will see of your face<00:24:22.620> and<00:24:23.130> showing<00:24:23.820> your<00:24:23.970> government<00:24:24.570> issued 00:24:24.740 --> 00:24:24.750 align:start position:0% face and showing your government issued 00:24:24.750 --> 00:24:27.440 align:start position:0% face and showing your government issued ID<00:24:25.169> but<00:24:26.039> we<00:24:26.309> have<00:24:26.400> technology<00:24:26.580> that<00:24:26.970> is<00:24:27.150> able 00:24:27.440 --> 00:24:27.450 align:start position:0% ID but we have technology that is able 00:24:27.450 --> 00:24:29.480 align:start position:0% ID but we have technology that is able to<00:24:27.600> automatically<00:24:28.380> blur<00:24:28.799> from<00:24:29.309> that 00:24:29.480 --> 00:24:29.490 align:start position:0% to automatically blur from that 00:24:29.490 --> 00:24:31.850 align:start position:0% to automatically blur from that government<00:24:29.669> ID<00:24:30.179> any<00:24:30.929> piece<00:24:31.320> of<00:24:31.500> personal 00:24:31.850 --> 00:24:31.860 align:start position:0% government ID any piece of personal 00:24:31.860 --> 00:24:36.649 align:start position:0% government ID any piece of personal information<00:24:34.370> you<00:24:35.370> know<00:24:35.490> the<00:24:35.820> same<00:24:36.059> technology 00:24:36.649 --> 00:24:36.659 align:start position:0% information you know the same technology 00:24:36.659 --> 00:24:39.529 align:start position:0% information you know the same technology that<00:24:36.690> can<00:24:37.049> automatically<00:24:37.710> blur<00:24:38.390> bits<00:24:39.390> of 00:24:39.529 --> 00:24:39.539 align:start position:0% that can automatically blur bits of 00:24:39.539 --> 00:24:41.419 align:start position:0% that can automatically blur bits of information<00:24:39.840> in<00:24:40.289> your<00:24:40.380> government<00:24:40.830> ID<00:24:41.070> is<00:24:41.280> the 00:24:41.419 --> 00:24:41.429 align:start position:0% information in your government ID is the 00:24:41.429 --> 00:24:43.250 align:start position:0% information in your government ID is the same<00:24:41.700> technology<00:24:42.030> that<00:24:42.270> can<00:24:42.510> actually<00:24:42.630> paste 00:24:43.250 --> 00:24:43.260 align:start position:0% same technology that can actually paste 00:24:43.260 --> 00:24:46.310 align:start position:0% same technology that can actually paste a<00:24:43.590> new<00:24:44.250> information<00:24:45.030> into<00:24:45.630> the<00:24:45.750> internal 00:24:46.310 --> 00:24:46.320 align:start position:0% a new information into the internal 00:24:46.320 --> 00:24:49.340 align:start position:0% a new information into the internal government<00:24:46.799> ID<00:24:47.090> what<00:24:48.090> we<00:24:48.210> want<00:24:48.390> to<00:24:48.510> verify<00:24:48.659> is 00:24:49.340 --> 00:24:49.350 align:start position:0% government ID what we want to verify is 00:24:49.350 --> 00:24:51.860 align:start position:0% government ID what we want to verify is you<00:24:49.919> know<00:24:50.039> not<00:24:50.400> necessarily<00:24:50.490> who<00:24:51.179> you<00:24:51.240> are<00:24:51.570> or 00:24:51.860 --> 00:24:51.870 align:start position:0% you know not necessarily who you are or 00:24:51.870 --> 00:24:53.779 align:start position:0% you know not necessarily who you are or what<00:24:52.289> specific<00:24:52.950> information<00:24:53.250> that<00:24:53.669> is 00:24:53.779 --> 00:24:53.789 align:start position:0% what specific information that is 00:24:53.789 --> 00:24:55.880 align:start position:0% what specific information that is personal<00:24:54.179> about<00:24:54.360> me<00:24:54.570> that<00:24:54.780> I<00:24:54.900> be<00:24:55.140> but<00:24:55.710> we<00:24:55.799> will 00:24:55.880 --> 00:24:55.890 align:start position:0% personal about me that I be but we will 00:24:55.890 --> 00:24:57.680 align:start position:0% personal about me that I be but we will do<00:24:56.010> verifies<00:24:56.340> that<00:24:56.429> you<00:24:56.610> hold<00:24:56.940> a<00:24:57.179> government 00:24:57.680 --> 00:24:57.690 align:start position:0% do verifies that you hold a government 00:24:57.690 --> 00:25:00.590 align:start position:0% do verifies that you hold a government issued<00:24:57.990> by<00:24:58.350> the<00:24:58.409> ID<00:24:59.059> we<00:25:00.059> don't<00:25:00.270> care<00:25:00.480> about 00:25:00.590 --> 00:25:00.600 align:start position:0% issued by the ID we don't care about 00:25:00.600 --> 00:25:02.550 align:start position:0% issued by the ID we don't care about your<00:25:00.929> name<00:25:01.169> username 00:25:02.550 --> 00:25:02.560 align:start position:0% your name username 00:25:02.560 --> 00:25:04.560 align:start position:0% your name username your<00:25:02.980> surname<00:25:03.310> or<00:25:03.610> your<00:25:03.760> address<00:25:04.090> or<00:25:04.330> anything 00:25:04.560 --> 00:25:04.570 align:start position:0% your surname or your address or anything 00:25:04.570 --> 00:25:06.240 align:start position:0% your surname or your address or anything like<00:25:04.810> that<00:25:04.870> we<00:25:05.380> only<00:25:05.530> care<00:25:05.860> that<00:25:06.040> you<00:25:06.130> are<00:25:06.160> a 00:25:06.240 --> 00:25:06.250 align:start position:0% like that we only care that you are a 00:25:06.250 --> 00:25:09.140 align:start position:0% like that we only care that you are a legitimate<00:25:06.420> older<00:25:07.420> a<00:25:07.630> government-issued<00:25:08.200> ID 00:25:09.140 --> 00:25:09.150 align:start position:0% legitimate older a government-issued ID 00:25:09.150 --> 00:25:12.170 align:start position:0% legitimate older a government-issued ID but<00:25:10.150> you<00:25:10.510> know<00:25:10.600> this<00:25:10.750> technology<00:25:11.350> can<00:25:11.560> also<00:25:11.710> be 00:25:12.170 --> 00:25:12.180 align:start position:0% but you know this technology can also be 00:25:12.180 --> 00:25:16.770 align:start position:0% but you know this technology can also be used<00:25:13.180> for<00:25:13.270> other<00:25:13.540> other<00:25:13.930> purposes<00:25:15.660> the<00:25:16.660> other 00:25:16.770 --> 00:25:16.780 align:start position:0% used for other other purposes the other 00:25:16.780 --> 00:25:19.380 align:start position:0% used for other other purposes the other is<00:25:16.960> sticking<00:25:17.410> with<00:25:17.440> hard<00:25:17.860> work<00:25:18.100> not<00:25:18.550> only 00:25:19.380 --> 00:25:19.390 align:start position:0% is sticking with hard work not only 00:25:19.390 --> 00:25:22.620 align:start position:0% is sticking with hard work not only thinking<00:25:19.780> about<00:25:19.870> this<00:25:20.200> with<00:25:20.590> software<00:25:21.630> using 00:25:22.620 --> 00:25:22.630 align:start position:0% thinking about this with software using 00:25:22.630 --> 00:25:25.500 align:start position:0% thinking about this with software using tracking<00:25:23.110> devices<00:25:23.500> that<00:25:23.890> never<00:25:24.130> ask<00:25:24.370> for<00:25:24.730> any 00:25:25.500 --> 00:25:25.510 align:start position:0% tracking devices that never ask for any 00:25:25.510 --> 00:25:28.290 align:start position:0% tracking devices that never ask for any kind<00:25:25.810> of<00:25:25.900> personal<00:25:26.290> information<00:25:27.300> technology 00:25:28.290 --> 00:25:28.300 align:start position:0% kind of personal information technology 00:25:28.300 --> 00:25:30.590 align:start position:0% kind of personal information technology like<00:25:28.540> this<00:25:28.810> thing<00:25:29.110> that<00:25:29.320> I<00:25:29.380> have<00:25:29.440> here<00:25:29.980> that<00:25:30.190> is 00:25:30.590 --> 00:25:30.600 align:start position:0% like this thing that I have here that is 00:25:30.600 --> 00:25:33.750 align:start position:0% like this thing that I have here that is constantly<00:25:31.600> attacking<00:25:32.010> my<00:25:33.010> movement<00:25:33.520> around 00:25:33.750 --> 00:25:33.760 align:start position:0% constantly attacking my movement around 00:25:33.760 --> 00:25:35.640 align:start position:0% constantly attacking my movement around the<00:25:33.880> planet<00:25:34.390> or<00:25:34.630> my<00:25:34.780> movement<00:25:35.200> are<00:25:35.350> on<00:25:35.500> the 00:25:35.640 --> 00:25:35.650 align:start position:0% the planet or my movement are on the 00:25:35.650 --> 00:25:37.620 align:start position:0% the planet or my movement are on the streets 00:25:37.620 --> 00:25:37.630 align:start position:0% streets 00:25:37.630 --> 00:25:40.830 align:start position:0% streets estimator<00:25:38.620> actually<00:25:39.310> moving<00:25:39.610> around<00:25:39.910> this 00:25:40.830 --> 00:25:40.840 align:start position:0% estimator actually moving around this 00:25:40.840 --> 00:25:44.040 align:start position:0% estimator actually moving around this world<00:25:41.170> so<00:25:41.830> make<00:25:42.070> sure<00:25:42.430> that<00:25:42.670> either<00:25:43.180> I'm<00:25:43.480> a 00:25:44.040 --> 00:25:44.050 align:start position:0% world so make sure that either I'm a 00:25:44.050 --> 00:25:47.880 align:start position:0% world so make sure that either I'm a living<00:25:44.260> being<00:25:45.180> might<00:25:46.180> be<00:25:46.390> a<00:25:46.690> way<00:25:46.870> of<00:25:46.900> trying<00:25:47.770> to 00:25:47.880 --> 00:25:47.890 align:start position:0% living being might be a way of trying to 00:25:47.890 --> 00:25:51.300 align:start position:0% living being might be a way of trying to to<00:25:48.520> use<00:25:48.910> a<00:25:49.360> bit<00:25:49.840> of<00:25:49.990> information<00:25:50.320> than<00:25:50.800> to<00:25:50.980> mind 00:25:51.300 --> 00:25:51.310 align:start position:0% to use a bit of information than to mind 00:25:51.310 --> 00:25:53.670 align:start position:0% to use a bit of information than to mind some<00:25:52.000> kind<00:25:52.240> of<00:25:52.270> proof<00:25:52.480> of<00:25:52.690> human<00:25:52.990> assuming 00:25:53.670 --> 00:25:53.680 align:start position:0% some kind of proof of human assuming 00:25:53.680 --> 00:25:56.460 align:start position:0% some kind of proof of human assuming that<00:25:54.240> you<00:25:55.240> know<00:25:55.360> this<00:25:55.540> this<00:25:55.900> hard<00:25:56.200> work<00:25:56.350> is 00:25:56.460 --> 00:25:56.470 align:start position:0% that you know this this hard work is 00:25:56.470 --> 00:26:02.100 align:start position:0% that you know this this hard work is antara<00:25:57.220> which<00:25:57.820> is<00:25:58.690> a<00:25:58.840> big<00:25:59.020> assumption<00:26:01.110> these 00:26:02.100 --> 00:26:02.110 align:start position:0% antara which is a big assumption these 00:26:02.110 --> 00:26:04.050 align:start position:0% antara which is a big assumption these are<00:26:02.260> some<00:26:02.740> of<00:26:02.860> the<00:26:03.040> ideas<00:26:03.100> of<00:26:03.670> what's 00:26:04.050 --> 00:26:04.060 align:start position:0% are some of the ideas of what's 00:26:04.060 --> 00:26:07.520 align:start position:0% are some of the ideas of what's happening<00:26:04.390> with<00:26:04.600> with<00:26:04.900> proof<00:26:05.170> of<00:26:05.380> human<00:26:05.920> so 00:26:07.520 --> 00:26:07.530 align:start position:0% happening with with proof of human so 00:26:07.530 --> 00:26:10.410 align:start position:0% happening with with proof of human so look<00:26:08.530> at<00:26:08.770> all<00:26:08.950> this<00:26:09.220> looking<00:26:09.940> at<00:26:10.060> everything 00:26:10.410 --> 00:26:10.420 align:start position:0% look at all this looking at everything 00:26:10.420 --> 00:26:12.840 align:start position:0% look at all this looking at everything that's<00:26:10.690> happening<00:26:11.140> and<00:26:11.950> all<00:26:12.490> of<00:26:12.700> these 00:26:12.840 --> 00:26:12.850 align:start position:0% that's happening and all of these 00:26:12.850 --> 00:26:16.080 align:start position:0% that's happening and all of these implementations<00:26:13.780> have<00:26:13.870> trade-offs<00:26:14.880> some<00:26:15.880> are 00:26:16.080 --> 00:26:16.090 align:start position:0% implementations have trade-offs some are 00:26:16.090 --> 00:26:18.450 align:start position:0% implementations have trade-offs some are easier<00:26:16.810> than<00:26:17.050> others<00:26:17.140> some<00:26:17.560> are<00:26:17.680> cheaper<00:26:18.430> than 00:26:18.450 --> 00:26:18.460 align:start position:0% easier than others some are cheaper than 00:26:18.460 --> 00:26:19.440 align:start position:0% easier than others some are cheaper than others 00:26:19.440 --> 00:26:19.450 align:start position:0% others 00:26:19.450 --> 00:26:23.130 align:start position:0% others some<00:26:19.990> are<00:26:20.200> more<00:26:20.470> is<00:26:20.740> specific<00:26:21.700> with<00:26:22.630> be 00:26:23.130 --> 00:26:23.140 align:start position:0% some are more is specific with be 00:26:23.140 --> 00:26:26.100 align:start position:0% some are more is specific with be workable<00:26:23.500> let's<00:26:24.130> not<00:26:24.430> just<00:26:24.850> focus<00:26:25.060> on<00:26:25.690> one 00:26:26.100 --> 00:26:26.110 align:start position:0% workable let's not just focus on one 00:26:26.110 --> 00:26:28.980 align:start position:0% workable let's not just focus on one specific<00:26:26.470> approach<00:26:27.280> let's<00:26:28.090> try<00:26:28.330> to<00:26:28.390> find<00:26:28.720> out 00:26:28.980 --> 00:26:28.990 align:start position:0% specific approach let's try to find out 00:26:28.990 --> 00:26:32.400 align:start position:0% specific approach let's try to find out how<00:26:29.560> no<00:26:30.130> how<00:26:31.120> we<00:26:31.180> can<00:26:31.450> work<00:26:31.600> with<00:26:31.840> all<00:26:32.050> of<00:26:32.200> these 00:26:32.400 --> 00:26:32.410 align:start position:0% how no how we can work with all of these 00:26:32.410 --> 00:26:35.130 align:start position:0% how no how we can work with all of these different<00:26:32.620> approaches<00:26:33.400> and<00:26:33.550> kinda<00:26:34.270> come<00:26:34.990> up 00:26:35.130 --> 00:26:35.140 align:start position:0% different approaches and kinda come up 00:26:35.140 --> 00:26:37.470 align:start position:0% different approaches and kinda come up with<00:26:35.350> a<00:26:35.380> common<00:26:36.160> denominator<00:26:36.280> or<00:26:36.910> a<00:26:36.970> common 00:26:37.470 --> 00:26:37.480 align:start position:0% with a common denominator or a common 00:26:37.480 --> 00:26:39.900 align:start position:0% with a common denominator or a common score<00:26:37.690> that<00:26:38.230> comes<00:26:38.470> all<00:26:38.679> of<00:26:38.710> us<00:26:38.890> wait<00:26:39.340> is 00:26:39.900 --> 00:26:39.910 align:start position:0% score that comes all of us wait is 00:26:39.910 --> 00:26:43.260 align:start position:0% score that comes all of us wait is different<00:26:40.770> ways<00:26:41.770> of<00:26:42.010> abandoning<00:26:42.580> identities 00:26:43.260 --> 00:26:43.270 align:start position:0% different ways of abandoning identities 00:26:43.270 --> 00:26:48.020 align:start position:0% different ways of abandoning identities so<00:26:44.790> an<00:26:45.790> idea<00:26:46.120> that<00:26:46.299> has<00:26:46.480> been<00:26:46.720> injected<00:26:47.230> to<00:26:47.620> me 00:26:48.020 --> 00:26:48.030 align:start position:0% so an idea that has been injected to me 00:26:48.030 --> 00:26:51.539 align:start position:0% so an idea that has been injected to me by<00:26:49.030> Albert<00:26:49.419> Wagner<00:26:49.600> actually<00:26:50.260> is<00:26:50.530> going<00:26:51.370> to 00:26:51.539 --> 00:26:51.549 align:start position:0% by Albert Wagner actually is going to 00:26:51.549 --> 00:26:53.820 align:start position:0% by Albert Wagner actually is going to the<00:26:51.790> rearmost<00:26:52.150> pin<00:26:52.570> you<00:26:52.660> know<00:26:52.780> that<00:26:53.049> entity<00:26:53.320> in 00:26:53.820 --> 00:26:53.830 align:start position:0% the rearmost pin you know that entity in 00:26:53.830 --> 00:26:57.690 align:start position:0% the rearmost pin you know that entity in a<00:26:54.040> probabilistic<00:26:54.549> way<00:26:55.230> not<00:26:56.309> fidelity<00:26:57.309> either 00:26:57.690 --> 00:26:57.700 align:start position:0% a probabilistic way not fidelity either 00:26:57.700 --> 00:27:00.060 align:start position:0% a probabilistic way not fidelity either you<00:26:58.630> know<00:26:58.720> you<00:26:58.929> are<00:26:59.020> a<00:26:59.080> human<00:26:59.500> or<00:26:59.530> not<00:26:59.860> human 00:27:00.060 --> 00:27:00.070 align:start position:0% you know you are a human or not human 00:27:00.070 --> 00:27:02.880 align:start position:0% you know you are a human or not human but<00:27:00.940> begin<00:27:01.270> an<00:27:01.390> identity<00:27:01.870> or<00:27:01.990> human<00:27:02.440> is<00:27:02.679> a 00:27:02.880 --> 00:27:02.890 align:start position:0% but begin an identity or human is a 00:27:02.890 --> 00:27:04.950 align:start position:0% but begin an identity or human is a spectrum<00:27:03.429> and<00:27:03.669> the<00:27:03.790> chances<00:27:04.240> of<00:27:04.270> the<00:27:04.600> landing 00:27:04.950 --> 00:27:04.960 align:start position:0% spectrum and the chances of the landing 00:27:04.960 --> 00:27:07.799 align:start position:0% spectrum and the chances of the landing code<00:27:05.169> that<00:27:06.130> you're<00:27:06.309> a<00:27:06.340> human<00:27:06.669> based<00:27:07.600> on 00:27:07.799 --> 00:27:07.809 align:start position:0% code that you're a human based on 00:27:07.809 --> 00:27:09.510 align:start position:0% code that you're a human based on different<00:27:08.350> certificates<00:27:09.010> or<00:27:09.160> different 00:27:09.510 --> 00:27:09.520 align:start position:0% different certificates or different 00:27:09.520 --> 00:27:13.830 align:start position:0% different certificates or different schools<00:27:09.880> so<00:27:11.669> the<00:27:12.669> problem<00:27:13.120> of<00:27:13.360> myung 00:27:13.830 --> 00:27:13.840 align:start position:0% schools so the problem of myung 00:27:13.840 --> 00:27:16.380 align:start position:0% schools so the problem of myung basically<00:27:14.650> when<00:27:15.040> and<00:27:15.340> it<00:27:15.490> is<00:27:15.610> very<00:27:15.880> hard<00:27:16.120> is 00:27:16.380 --> 00:27:16.390 align:start position:0% basically when and it is very hard is 00:27:16.390 --> 00:27:18.900 align:start position:0% basically when and it is very hard is because<00:27:16.750> it's<00:27:17.380> this<00:27:17.770> thing<00:27:18.160> that<00:27:18.370> lives<00:27:18.640> in 00:27:18.900 --> 00:27:18.910 align:start position:0% because it's this thing that lives in 00:27:18.910 --> 00:27:22.470 align:start position:0% because it's this thing that lives in these<00:27:19.059> two<00:27:19.419> universes<00:27:20.220> no<00:27:21.220> one<00:27:21.940> is<00:27:22.090> the 00:27:22.470 --> 00:27:22.480 align:start position:0% these two universes no one is the 00:27:22.480 --> 00:27:24.630 align:start position:0% these two universes no one is the subjective<00:27:23.110> universe<00:27:23.620> that<00:27:23.830> consists<00:27:24.460> mostly 00:27:24.630 --> 00:27:24.640 align:start position:0% subjective universe that consists mostly 00:27:24.640 --> 00:27:27.750 align:start position:0% subjective universe that consists mostly of<00:27:24.940> our<00:27:25.299> attention<00:27:25.960> and<00:27:26.140> the<00:27:27.070> other<00:27:27.250> is<00:27:27.580> the 00:27:27.750 --> 00:27:27.760 align:start position:0% of our attention and the other is the 00:27:27.760 --> 00:27:30.840 align:start position:0% of our attention and the other is the objective<00:27:28.210> universe<00:27:28.840> and<00:27:29.770> is<00:27:30.580> it<00:27:30.730> is 00:27:30.840 --> 00:27:30.850 align:start position:0% objective universe and is it is 00:27:30.850 --> 00:27:33.409 align:start position:0% objective universe and is it is something<00:27:31.179> that<00:27:31.450> lives<00:27:31.540> in<00:27:31.809> between<00:27:32.200> this<00:27:32.410> so 00:27:33.409 --> 00:27:33.419 align:start position:0% something that lives in between this so 00:27:33.419 --> 00:27:36.600 align:start position:0% something that lives in between this so considering<00:27:34.419> the<00:27:34.809> proof<00:27:35.620> of<00:27:35.740> human<00:27:36.160> things<00:27:36.400> I 00:27:36.600 --> 00:27:36.610 align:start position:0% considering the proof of human things I 00:27:36.610 --> 00:27:39.419 align:start position:0% considering the proof of human things I showed<00:27:36.940> you<00:27:37.090> before<00:27:37.290> we<00:27:38.290> can<00:27:38.530> see<00:27:38.710> that<00:27:38.860> in<00:27:39.160> the 00:27:39.419 --> 00:27:39.429 align:start position:0% showed you before we can see that in the 00:27:39.429 --> 00:27:42.690 align:start position:0% showed you before we can see that in the object<00:27:39.940> inside<00:27:40.570> of<00:27:40.809> the<00:27:41.020> spectrum<00:27:41.700> basically 00:27:42.690 --> 00:27:42.700 align:start position:0% object inside of the spectrum basically 00:27:42.700 --> 00:27:45.030 align:start position:0% object inside of the spectrum basically we're<00:27:42.850> doing<00:27:43.030> planes<00:27:43.450> as<00:27:43.870> strings<00:27:44.559> of<00:27:44.799> bits 00:27:45.030 --> 00:27:45.040 align:start position:0% we're doing planes as strings of bits 00:27:45.040 --> 00:27:48.480 align:start position:0% we're doing planes as strings of bits any<00:27:45.790> string<00:27:46.240> of<00:27:46.270> bits<00:27:46.710> we<00:27:47.710> have<00:27:47.740> pictures 00:27:48.480 --> 00:27:48.490 align:start position:0% any string of bits we have pictures 00:27:48.490 --> 00:27:51.150 align:start position:0% any string of bits we have pictures fingerprint<00:27:49.150> video<00:27:49.770> you<00:27:50.770> know<00:27:50.830> these 00:27:51.150 --> 00:27:51.160 align:start position:0% fingerprint video you know these 00:27:51.160 --> 00:27:52.710 align:start position:0% fingerprint video you know these districts<00:27:51.669> of<00:27:51.820> pills<00:27:52.030> come<00:27:52.240> from<00:27:52.480> nowhere 00:27:52.710 --> 00:27:52.720 align:start position:0% districts of pills come from nowhere 00:27:52.720 --> 00:27:54.750 align:start position:0% districts of pills come from nowhere entropy<00:27:53.230> entropy 00:27:54.750 --> 00:27:54.760 align:start position:0% entropy entropy 00:27:54.760 --> 00:27:56.669 align:start position:0% entropy entropy yes<00:27:54.940> they<00:27:55.120> are<00:27:55.150> and<00:27:55.570> we<00:27:56.320> have<00:27:56.470> different 00:27:56.669 --> 00:27:56.679 align:start position:0% yes they are and we have different 00:27:56.679 --> 00:27:59.669 align:start position:0% yes they are and we have different verification<00:27:57.580> mechanisms<00:27:58.240> that<00:27:59.020> rely<00:27:59.650> on 00:27:59.669 --> 00:27:59.679 align:start position:0% verification mechanisms that rely on 00:27:59.679 --> 00:28:02.250 align:start position:0% verification mechanisms that rely on computing<00:28:00.490> some<00:28:01.150> running<00:28:01.450> more<00:28:01.630> on<00:28:01.750> computing 00:28:02.250 --> 00:28:02.260 align:start position:0% computing some running more on computing 00:28:02.260 --> 00:28:04.830 align:start position:0% computing some running more on computing and<00:28:02.530> the<00:28:02.770> balance<00:28:03.309> rule<00:28:03.490> a<00:28:03.610> more<00:28:03.850> on<00:28:04.000> a<00:28:04.240> conical 00:28:04.830 --> 00:28:04.840 align:start position:0% and the balance rule a more on a conical 00:28:04.840 --> 00:28:08.159 align:start position:0% and the balance rule a more on a conical attention<00:28:05.940> like<00:28:06.940> a<00:28:07.120> be<00:28:07.179> Einstein<00:28:07.600> stands 00:28:08.159 --> 00:28:08.169 align:start position:0% attention like a be Einstein stands 00:28:08.169 --> 00:28:10.470 align:start position:0% attention like a be Einstein stands intersections<00:28:09.130> machine<00:28:09.730> learning<00:28:10.120> during 00:28:10.470 --> 00:28:10.480 align:start position:0% intersections machine learning during 00:28:10.480 --> 00:28:14.760 align:start position:0% intersections machine learning during tests<00:28:10.840> and<00:28:10.990> TC<00:28:11.350> arts<00:28:12.690> so<00:28:13.690> can<00:28:14.169> we<00:28:14.320> waste<00:28:14.590> all 00:28:14.760 --> 00:28:14.770 align:start position:0% tests and TC arts so can we waste all 00:28:14.770 --> 00:28:16.950 align:start position:0% tests and TC arts so can we waste all this<00:28:14.919> in<00:28:15.520> a<00:28:15.640> score<00:28:16.000> that<00:28:16.030> can<00:28:16.390> help<00:28:16.570> us<00:28:16.780> make 00:28:16.950 --> 00:28:16.960 align:start position:0% this in a score that can help us make 00:28:16.960 --> 00:28:20.190 align:start position:0% this in a score that can help us make sense<00:28:17.290> out<00:28:17.620> of<00:28:17.679> this<00:28:18.179> something<00:28:19.179> that<00:28:19.360> no<00:28:19.630> even 00:28:20.190 --> 00:28:20.200 align:start position:0% sense out of this something that no even 00:28:20.200 --> 00:28:23.010 align:start position:0% sense out of this something that no even any<00:28:20.500> medium<00:28:21.130> address<00:28:21.720> some<00:28:22.720> kind<00:28:22.929> of 00:28:23.010 --> 00:28:23.020 align:start position:0% any medium address some kind of 00:28:23.020 --> 00:28:25.080 align:start position:0% any medium address some kind of heuristic<00:28:23.410> that<00:28:23.650> will<00:28:23.950> tell<00:28:24.130> me<00:28:24.250> okay<00:28:24.549> this<00:28:24.880> is 00:28:25.080 --> 00:28:25.090 align:start position:0% heuristic that will tell me okay this is 00:28:25.090 --> 00:28:27.810 align:start position:0% heuristic that will tell me okay this is this<00:28:25.510> address<00:28:25.750> is<00:28:26.080> likely<00:28:26.350> to<00:28:26.650> be<00:28:26.770> 92<00:28:27.400> percent 00:28:27.810 --> 00:28:27.820 align:start position:0% this address is likely to be 92 percent 00:28:27.820 --> 00:28:29.700 align:start position:0% this address is likely to be 92 percent human<00:28:28.179> and<00:28:28.419> then<00:28:28.840> people<00:28:29.049> can<00:28:29.320> write<00:28:29.559> small 00:28:29.700 --> 00:28:29.710 align:start position:0% human and then people can write small 00:28:29.710 --> 00:28:32.880 align:start position:0% human and then people can write small contracts<00:28:30.400> using<00:28:31.120> them<00:28:31.270> input<00:28:31.750> in<00:28:32.470> order<00:28:32.590> to 00:28:32.880 --> 00:28:32.890 align:start position:0% contracts using them input in order to 00:28:32.890 --> 00:28:35.100 align:start position:0% contracts using them input in order to evaluate<00:28:33.250> a<00:28:33.640> creditor<00:28:34.179> or<00:28:34.450> ever<00:28:34.780> with<00:28:34.929> any 00:28:35.100 --> 00:28:35.110 align:start position:0% evaluate a creditor or ever with any 00:28:35.110 --> 00:28:38.789 align:start position:0% evaluate a creditor or ever with any kind<00:28:35.380> of<00:28:35.440> a<00:28:35.710> human<00:28:36.520> based<00:28:36.760> service<00:28:37.410> but<00:28:38.410> the 00:28:38.789 --> 00:28:38.799 align:start position:0% kind of a human based service but the 00:28:38.799 --> 00:28:41.250 align:start position:0% kind of a human based service but the bigamy<00:28:39.160> classes<00:28:40.000> were<00:28:40.419> doing<00:28:40.750> an<00:28:40.870> algorithm 00:28:41.250 --> 00:28:41.260 align:start position:0% bigamy classes were doing an algorithm 00:28:41.260 --> 00:28:43.470 align:start position:0% bigamy classes were doing an algorithm like<00:28:41.290> this<00:28:41.620> is<00:28:41.919> who<00:28:42.460> watches<00:28:42.940> the<00:28:43.090> watchman 00:28:43.470 --> 00:28:43.480 align:start position:0% like this is who watches the watchman 00:28:43.480 --> 00:28:45.690 align:start position:0% like this is who watches the watchman who<00:28:43.780> is<00:28:43.960> determining<00:28:44.710> how<00:28:45.010> this<00:28:45.309> algorithm 00:28:45.690 --> 00:28:45.700 align:start position:0% who is determining how this algorithm 00:28:45.700 --> 00:28:49.260 align:start position:0% who is determining how this algorithm works<00:28:46.110> so<00:28:47.110> this<00:28:47.799> algorithm<00:28:48.400> must<00:28:48.880> not<00:28:49.090> be 00:28:49.260 --> 00:28:49.270 align:start position:0% works so this algorithm must not be 00:28:49.270 --> 00:28:52.650 align:start position:0% works so this algorithm must not be simply<00:28:49.780> had<00:28:49.990> a<00:28:50.290> blank<00:28:50.710> machine<00:28:51.510> must<00:28:52.510> be 00:28:52.650 --> 00:28:52.660 align:start position:0% simply had a blank machine must be 00:28:52.660 --> 00:28:54.210 align:start position:0% simply had a blank machine must be something<00:28:53.080> that<00:28:53.110> can<00:28:53.530> take<00:28:53.830> into 00:28:54.210 --> 00:28:54.220 align:start position:0% something that can take into 00:28:54.220 --> 00:28:58.770 align:start position:0% something that can take into consideration<00:28:55.980> you<00:28:56.980> know<00:28:57.040> how<00:28:57.700> we<00:28:57.760> want<00:28:58.270> to<00:28:58.630> be 00:28:58.770 --> 00:28:58.780 align:start position:0% consideration you know how we want to be 00:28:58.780 --> 00:29:01.409 align:start position:0% consideration you know how we want to be observed<00:28:59.320> how<00:28:59.919> we<00:28:59.980> want<00:29:00.580> to<00:29:00.700> decide<00:29:01.120> how<00:29:01.360> we 00:29:01.409 --> 00:29:01.419 align:start position:0% observed how we want to decide how we 00:29:01.419 --> 00:29:03.840 align:start position:0% observed how we want to decide how we want<00:29:01.540> to<00:29:01.960> be<00:29:02.080> observed<00:29:02.470> how<00:29:02.650> we<00:29:02.710> know<00:29:03.309> already 00:29:03.840 --> 00:29:03.850 align:start position:0% want to be observed how we know already 00:29:03.850 --> 00:29:05.730 align:start position:0% want to be observed how we know already is<00:29:04.540> the<00:29:04.720> source<00:29:04.960> of<00:29:05.049> something<00:29:05.320> that<00:29:05.559> comes 00:29:05.730 --> 00:29:05.740 align:start position:0% is the source of something that comes 00:29:05.740 --> 00:29:10.740 align:start position:0% is the source of something that comes from<00:29:06.070> a<00:29:06.460> process<00:29:06.850> that<00:29:06.970> is<00:29:07.140> legitimate<00:29:08.610> so<00:29:09.750> to 00:29:10.740 --> 00:29:10.750 align:start position:0% from a process that is legitimate so to 00:29:10.750 --> 00:29:13.169 align:start position:0% from a process that is legitimate so to understand<00:29:11.200> legitimacy<00:29:12.070> underneath<00:29:12.910> that 00:29:13.169 --> 00:29:13.179 align:start position:0% understand legitimacy underneath that 00:29:13.179 --> 00:29:14.940 align:start position:0% understand legitimacy underneath that you<00:29:13.600> know<00:29:13.750> it's<00:29:13.990> interesting<00:29:14.410> and<00:29:14.710> we<00:29:14.799> have 00:29:14.940 --> 00:29:14.950 align:start position:0% you know it's interesting and we have 00:29:14.950 --> 00:29:16.770 align:start position:0% you know it's interesting and we have been<00:29:15.070> researching<00:29:15.429> under<00:29:15.760> that<00:29:15.910> democracy<00:29:16.480> is 00:29:16.770 --> 00:29:16.780 align:start position:0% been researching under that democracy is 00:29:16.780 --> 00:29:20.430 align:start position:0% been researching under that democracy is quality<00:29:17.440> building<00:29:18.750> how<00:29:19.750> many<00:29:19.929> of<00:29:20.080> you<00:29:20.410> are 00:29:20.430 --> 00:29:20.440 align:start position:0% quality building how many of you are 00:29:20.440 --> 00:29:23.190 align:start position:0% quality building how many of you are familiar<00:29:20.679> with<00:29:21.040> quality<00:29:21.490> building<00:29:22.169> okay<00:29:23.169> I 00:29:23.190 --> 00:29:23.200 align:start position:0% familiar with quality building okay I 00:29:23.200 --> 00:29:25.530 align:start position:0% familiar with quality building okay I would<00:29:23.470> encourage<00:29:23.770> you<00:29:24.040> to<00:29:24.280> the<00:29:24.760> Riverina<00:29:25.299> high 00:29:25.530 --> 00:29:25.540 align:start position:0% would encourage you to the Riverina high 00:29:25.540 --> 00:29:28.350 align:start position:0% would encourage you to the Riverina high quality<00:29:26.260> coding<00:29:26.650> basically<00:29:27.370> you<00:29:27.970> can<00:29:28.179> both 00:29:28.350 --> 00:29:28.360 align:start position:0% quality coding basically you can both 00:29:28.360 --> 00:29:29.320 align:start position:0% quality coding basically you can both agree<00:29:28.690> on 00:29:29.320 --> 00:29:29.330 align:start position:0% agree on 00:29:29.330 --> 00:29:31.960 align:start position:0% agree on Miami<00:29:29.960> PD<00:29:30.170> boats<00:29:30.590> but<00:29:30.980> the<00:29:31.190> more<00:29:31.430> boats<00:29:31.730> you 00:29:31.960 --> 00:29:31.970 align:start position:0% Miami PD boats but the more boats you 00:29:31.970 --> 00:29:34.410 align:start position:0% Miami PD boats but the more boats you put<00:29:32.210> on<00:29:32.450> the<00:29:32.630> same<00:29:32.900> issue<00:29:33.200> the<00:29:33.590> cost<00:29:33.920> of<00:29:34.220> that 00:29:34.410 --> 00:29:34.420 align:start position:0% put on the same issue the cost of that 00:29:34.420 --> 00:29:37.510 align:start position:0% put on the same issue the cost of that increases<00:29:35.420> nonlinearly<00:29:35.780> by<00:29:36.650> quadratically 00:29:37.510 --> 00:29:37.520 align:start position:0% increases nonlinearly by quadratically 00:29:37.520 --> 00:29:39.730 align:start position:0% increases nonlinearly by quadratically so<00:29:38.120> you<00:29:38.330> put<00:29:38.540> two<00:29:38.750> votes<00:29:38.960> on<00:29:39.170> something<00:29:39.590> it 00:29:39.730 --> 00:29:39.740 align:start position:0% so you put two votes on something it 00:29:39.740 --> 00:29:41.470 align:start position:0% so you put two votes on something it would<00:29:39.890> cost<00:29:40.070> you<00:29:40.220> four<00:29:40.490> tokens<00:29:41.000> we<00:29:41.270> put 00:29:41.470 --> 00:29:41.480 align:start position:0% would cost you four tokens we put 00:29:41.480 --> 00:29:43.270 align:start position:0% would cost you four tokens we put people's<00:29:41.960> it<00:29:42.140> will<00:29:42.290> cost<00:29:42.500> you 00:29:43.270 --> 00:29:43.280 align:start position:0% people's it will cost you 00:29:43.280 --> 00:29:46.300 align:start position:0% people's it will cost you nine<00:29:43.910> talk<00:29:44.240> ins<00:29:44.510> and<00:29:44.780> this<00:29:45.350> means<00:29:45.590> that<00:29:45.830> with 00:29:46.300 --> 00:29:46.310 align:start position:0% nine talk ins and this means that with 00:29:46.310 --> 00:29:47.920 align:start position:0% nine talk ins and this means that with vanity<00:29:46.730> building<00:29:47.150> you<00:29:47.390> are<00:29:47.510> not<00:29:47.690> only 00:29:47.920 --> 00:29:47.930 align:start position:0% vanity building you are not only 00:29:47.930 --> 00:29:50.080 align:start position:0% vanity building you are not only measuring<00:29:48.530> the<00:29:48.680> Preferences<00:29:49.400> of<00:29:49.430> the<00:29:49.730> boaters 00:29:50.080 --> 00:29:50.090 align:start position:0% measuring the Preferences of the boaters 00:29:50.090 --> 00:29:52.210 align:start position:0% measuring the Preferences of the boaters you're<00:29:50.510> also<00:29:50.810> mentioned<00:29:51.170> the<00:29:51.320> intensity<00:29:51.920> of 00:29:52.210 --> 00:29:52.220 align:start position:0% you're also mentioned the intensity of 00:29:52.220 --> 00:29:55.600 align:start position:0% you're also mentioned the intensity of those<00:29:52.400> preferences<00:29:52.760> and<00:29:53.390> a<00:29:54.320> consequence<00:29:55.280> of 00:29:55.600 --> 00:29:55.610 align:start position:0% those preferences and a consequence of 00:29:55.610 --> 00:29:58.630 align:start position:0% those preferences and a consequence of quality<00:29:56.210> boating<00:29:56.720> is<00:29:57.020> that<00:29:57.320> it<00:29:57.980> tends<00:29:58.370> to 00:29:58.630 --> 00:29:58.640 align:start position:0% quality boating is that it tends to 00:29:58.640 --> 00:30:03.060 align:start position:0% quality boating is that it tends to generate<00:29:59.300> the<00:30:00.050> normal<00:30:00.830> distributions<00:30:01.610> of 00:30:03.060 --> 00:30:03.070 align:start position:0% generate the normal distributions of 00:30:03.070 --> 00:30:06.430 align:start position:0% generate the normal distributions of preferences<00:30:04.070> in<00:30:05.060> tests<00:30:05.690> we<00:30:05.900> have<00:30:06.050> done<00:30:06.230> using 00:30:06.430 --> 00:30:06.440 align:start position:0% preferences in tests we have done using 00:30:06.440 --> 00:30:08.740 align:start position:0% preferences in tests we have done using Likert<00:30:07.040> scales<00:30:07.340> the<00:30:07.760> Likert<00:30:08.090> scale<00:30:08.360> follows 00:30:08.740 --> 00:30:08.750 align:start position:0% Likert scales the Likert scale follows 00:30:08.750 --> 00:30:10.330 align:start position:0% Likert scales the Likert scale follows this<00:30:08.930> typical<00:30:09.500> service<00:30:09.920> where<00:30:10.100> you<00:30:10.160> have 00:30:10.330 --> 00:30:10.340 align:start position:0% this typical service where you have 00:30:10.340 --> 00:30:12.460 align:start position:0% this typical service where you have strongly<00:30:10.790> disagree<00:30:11.330> strongly<00:30:11.780> agree<00:30:12.200> and 00:30:12.460 --> 00:30:12.470 align:start position:0% strongly disagree strongly agree and 00:30:12.470 --> 00:30:15.280 align:start position:0% strongly disagree strongly agree and balance<00:30:13.250> in<00:30:13.430> between<00:30:13.720> when<00:30:14.720> it<00:30:14.870> without 00:30:15.280 --> 00:30:15.290 align:start position:0% balance in between when it without 00:30:15.290 --> 00:30:17.680 align:start position:0% balance in between when it without quality<00:30:15.890> holding<00:30:16.370> people<00:30:16.940> tend<00:30:17.210> to<00:30:17.360> go<00:30:17.480> to<00:30:17.540> the 00:30:17.680 --> 00:30:17.690 align:start position:0% quality holding people tend to go to the 00:30:17.690 --> 00:30:19.900 align:start position:0% quality holding people tend to go to the extremes<00:30:18.230> to<00:30:18.590> strongly<00:30:18.950> disagree<00:30:19.100> strongly 00:30:19.900 --> 00:30:19.910 align:start position:0% extremes to strongly disagree strongly 00:30:19.910 --> 00:30:23.590 align:start position:0% extremes to strongly disagree strongly agree<00:30:20.800> but<00:30:21.800> when<00:30:22.010> it's<00:30:22.160> week<00:30:22.580> was<00:30:22.850> a<00:30:22.880> debugging 00:30:23.590 --> 00:30:23.600 align:start position:0% agree but when it's week was a debugging 00:30:23.600 --> 00:30:27.070 align:start position:0% agree but when it's week was a debugging we<00:30:23.840> have<00:30:24.050> this<00:30:24.230> Gaussian<00:30:25.510> burst<00:30:26.510> dismissed 00:30:27.070 --> 00:30:27.080 align:start position:0% we have this Gaussian burst dismissed 00:30:27.080 --> 00:30:29.410 align:start position:0% we have this Gaussian burst dismissed normal<00:30:27.530> distributions<00:30:28.280> and<00:30:28.700> people<00:30:29.150> tend<00:30:29.360> to 00:30:29.410 --> 00:30:29.420 align:start position:0% normal distributions and people tend to 00:30:29.420 --> 00:30:31.990 align:start position:0% normal distributions and people tend to go<00:30:29.600> closer<00:30:29.930> to<00:30:30.200> the<00:30:30.320> center<00:30:30.770> so<00:30:31.070> there's<00:30:31.610> less 00:30:31.990 --> 00:30:32.000 align:start position:0% go closer to the center so there's less 00:30:32.000 --> 00:30:35.770 align:start position:0% go closer to the center so there's less polarization<00:30:32.990> and<00:30:33.140> the<00:30:33.740> data<00:30:33.980> is<00:30:34.520> a<00:30:35.510> much 00:30:35.770 --> 00:30:35.780 align:start position:0% polarization and the data is a much 00:30:35.780 --> 00:30:38.320 align:start position:0% polarization and the data is a much better<00:30:35.990> organic<00:30:36.620> distribution<00:30:37.400> which<00:30:37.910> helps 00:30:38.320 --> 00:30:38.330 align:start position:0% better organic distribution which helps 00:30:38.330 --> 00:30:41.440 align:start position:0% better organic distribution which helps to<00:30:38.440> miss<00:30:39.440> birnley<00:30:39.800> actually<00:30:40.700> perfect<00:30:41.000> balance 00:30:41.440 --> 00:30:41.450 align:start position:0% to miss birnley actually perfect balance 00:30:41.450 --> 00:30:44.170 align:start position:0% to miss birnley actually perfect balance for<00:30:41.660> machine<00:30:42.440> learning<00:30:42.470> algorithms<00:30:43.340> we<00:30:44.150> have 00:30:44.170 --> 00:30:44.180 align:start position:0% for machine learning algorithms we have 00:30:44.180 --> 00:30:46.840 align:start position:0% for machine learning algorithms we have done<00:30:44.540> an<00:30:45.200> implementation<00:30:46.010> in<00:30:46.100> quality<00:30:46.520> coding 00:30:46.840 --> 00:30:46.850 align:start position:0% done an implementation in quality coding 00:30:46.850 --> 00:30:48.850 align:start position:0% done an implementation in quality coding the<00:30:47.150> first<00:30:47.390> implementation<00:30:47.630> the<00:30:48.200> u.s.<00:30:48.470> for 00:30:48.850 --> 00:30:48.860 align:start position:0% the first implementation the u.s. for 00:30:48.860 --> 00:30:52.480 align:start position:0% the first implementation the u.s. for the<00:30:48.890> state<00:30:49.190> of<00:30:49.370> the<00:30:50.000> United<00:30:50.330> States<00:30:50.360> and<00:30:51.490> we 00:30:52.480 --> 00:30:52.490 align:start position:0% the state of the United States and we 00:30:52.490 --> 00:30:54.220 align:start position:0% the state of the United States and we can<00:30:52.730> exactly<00:30:53.120> that<00:30:53.450> we<00:30:53.630> got<00:30:53.780> an<00:30:53.870> organic 00:30:54.220 --> 00:30:54.230 align:start position:0% can exactly that we got an organic 00:30:54.230 --> 00:30:58.390 align:start position:0% can exactly that we got an organic distribution<00:30:55.220> of<00:30:56.140> 41<00:30:57.140> state<00:30:57.710> legislators<00:30:58.370> to 00:30:58.390 --> 00:30:58.400 align:start position:0% distribution of 41 state legislators to 00:30:58.400 --> 00:31:00.400 align:start position:0% distribution of 41 state legislators to resign<00:30:58.880> over<00:30:59.090> a<00:30:59.240> hundred<00:30:59.690> and<00:30:59.840> seven<00:31:00.170> bills 00:31:00.400 --> 00:31:00.410 align:start position:0% resign over a hundred and seven bills 00:31:00.410 --> 00:31:03.940 align:start position:0% resign over a hundred and seven bills and<00:31:01.160> we<00:31:01.310> have<00:31:01.490> a<00:31:01.520> distribution<00:31:02.510> of<00:31:03.080> the<00:31:03.260> how<00:31:03.890> to 00:31:03.940 --> 00:31:03.950 align:start position:0% and we have a distribution of the how to 00:31:03.950 --> 00:31:07.510 align:start position:0% and we have a distribution of the how to rank<00:31:04.400> these<00:31:04.580> bills<00:31:04.910> throughout<00:31:05.240> time<00:31:05.570> so<00:31:06.520> when 00:31:07.510 --> 00:31:07.520 align:start position:0% rank these bills throughout time so when 00:31:07.520 --> 00:31:09.220 align:start position:0% rank these bills throughout time so when we<00:31:07.730> compare<00:31:08.060> this<00:31:08.210> with<00:31:08.270> participatory 00:31:09.220 --> 00:31:09.230 align:start position:0% we compare this with participatory 00:31:09.230 --> 00:31:11.560 align:start position:0% we compare this with participatory budgeting<00:31:09.800> with<00:31:10.400> participatory<00:31:11.000> budgeting 00:31:11.560 --> 00:31:11.570 align:start position:0% budgeting with participatory budgeting 00:31:11.570 --> 00:31:13.630 align:start position:0% budgeting with participatory budgeting this<00:31:11.900> illegal<00:31:12.350> distribution<00:31:12.620> of<00:31:13.040> tokens<00:31:13.490> or 00:31:13.630 --> 00:31:13.640 align:start position:0% this illegal distribution of tokens or 00:31:13.640 --> 00:31:15.640 align:start position:0% this illegal distribution of tokens or post<00:31:13.910> with<00:31:14.540> participatory<00:31:15.140> budgeting 00:31:15.640 --> 00:31:15.650 align:start position:0% post with participatory budgeting 00:31:15.650 --> 00:31:18.790 align:start position:0% post with participatory budgeting legislators<00:31:16.640> found<00:31:16.910> the<00:31:17.030> 50<00:31:17.600> 60<00:31:17.840> %<00:31:18.440> of<00:31:18.620> the 00:31:18.790 --> 00:31:18.800 align:start position:0% legislators found the 50 60 % of the 00:31:18.800 --> 00:31:21.040 align:start position:0% legislators found the 50 60 % of the bills<00:31:19.040> have<00:31:19.280> the<00:31:19.430> same<00:31:19.700> amount<00:31:20.030> of<00:31:20.150> tokens<00:31:20.600> so 00:31:21.040 --> 00:31:21.050 align:start position:0% bills have the same amount of tokens so 00:31:21.050 --> 00:31:23.020 align:start position:0% bills have the same amount of tokens so they<00:31:21.230> were<00:31:21.290> not<00:31:21.560> able<00:31:21.830> to<00:31:22.130> prioritize<00:31:22.340> among 00:31:23.020 --> 00:31:23.030 align:start position:0% they were not able to prioritize among 00:31:23.030 --> 00:31:25.810 align:start position:0% they were not able to prioritize among the<00:31:23.300> long<00:31:23.510> tail<00:31:23.750> of<00:31:23.870> bills<00:31:24.230> with<00:31:24.950> one<00:31:25.280> big<00:31:25.580> body 00:31:25.810 --> 00:31:25.820 align:start position:0% the long tail of bills with one big body 00:31:25.820 --> 00:31:28.780 align:start position:0% the long tail of bills with one big body we<00:31:26.360> were<00:31:26.510> able<00:31:26.720> to<00:31:26.900> prioritize<00:31:27.530> a<00:31:27.830> very<00:31:28.550> long 00:31:28.780 --> 00:31:28.790 align:start position:0% we were able to prioritize a very long 00:31:28.790 --> 00:31:32.110 align:start position:0% we were able to prioritize a very long tail<00:31:29.060> of<00:31:29.270> bills<00:31:29.770> so<00:31:30.770> we're<00:31:31.430> working<00:31:31.670> on 00:31:32.110 --> 00:31:32.120 align:start position:0% tail of bills so we're working on 00:31:32.120 --> 00:31:33.700 align:start position:0% tail of bills so we're working on bringing<00:31:32.480> some<00:31:32.930> of<00:31:32.960> these<00:31:33.110> ideas<00:31:33.290> together 00:31:33.700 --> 00:31:33.710 align:start position:0% bringing some of these ideas together 00:31:33.710 --> 00:31:38.650 align:start position:0% bringing some of these ideas together we're<00:31:34.310> building<00:31:34.580> a<00:31:34.910> democracy<00:31:35.360> down<00:31:37.090> below<00:31:38.090> so 00:31:38.650 --> 00:31:38.660 align:start position:0% we're building a democracy down below so 00:31:38.660 --> 00:31:40.300 align:start position:0% we're building a democracy down below so I'm<00:31:38.780> gonna<00:31:38.930> put<00:31:39.200> my<00:31:39.380> shares<00:31:39.710> of<00:31:39.860> all<00:31:40.040> of<00:31:40.190> the 00:31:40.300 --> 00:31:40.310 align:start position:0% I'm gonna put my shares of all of the 00:31:40.310 --> 00:31:42.400 align:start position:0% I'm gonna put my shares of all of the subject<00:31:40.940> to<00:31:41.090> this<00:31:41.270> democracy<00:31:42.110> doll 00:31:42.400 --> 00:31:42.410 align:start position:0% subject to this democracy doll 00:31:42.410 --> 00:31:47.830 align:start position:0% subject to this democracy doll experiments<00:31:43.220> and<00:31:44.320> we<00:31:46.180> you<00:31:47.180> know<00:31:47.210> there's<00:31:47.630> more 00:31:47.830 --> 00:31:47.840 align:start position:0% experiments and we you know there's more 00:31:47.840 --> 00:31:49.930 align:start position:0% experiments and we you know there's more to<00:31:47.900> this<00:31:48.140> like<00:31:48.380> zero<00:31:48.620> knowledge<00:31:48.800> proof<00:31:48.940> and 00:31:49.930 --> 00:31:49.940 align:start position:0% to this like zero knowledge proof and 00:31:49.940 --> 00:31:53.680 align:start position:0% to this like zero knowledge proof and year<00:31:50.530> 675<00:31:51.530> and<00:31:51.710> LED<00:31:52.070> standard<00:31:52.550> come<00:31:53.330> look<00:31:53.660> for 00:31:53.680 --> 00:31:53.690 align:start position:0% year 675 and LED standard come look for 00:31:53.690 --> 00:31:56.590 align:start position:0% year 675 and LED standard come look for me<00:31:53.870> on<00:31:54.230> Twitter<00:31:54.680> and<00:31:55.130> ask<00:31:55.490> Santa<00:31:56.030> City<00:31:56.270> on 00:31:56.590 --> 00:31:56.600 align:start position:0% me on Twitter and ask Santa City on 00:31:56.600 --> 00:31:58.810 align:start position:0% me on Twitter and ask Santa City on Twitter<00:31:56.870> and<00:31:57.290> there's<00:31:57.830> a<00:31:57.920> group<00:31:58.160> of<00:31:58.280> humanity 00:31:58.810 --> 00:31:58.820 align:start position:0% Twitter and there's a group of humanity 00:31:58.820 --> 00:32:00.700 align:start position:0% Twitter and there's a group of humanity meet<00:31:59.000> up<00:31:59.210> if<00:31:59.390> you<00:31:59.510> want<00:31:59.720> to<00:31:59.840> come<00:32:00.050> is<00:32:00.230> tomorrow 00:32:00.700 --> 00:32:00.710 align:start position:0% meet up if you want to come is tomorrow 00:32:00.710 --> 00:32:01.780 align:start position:0% meet up if you want to come is tomorrow at<00:32:00.860> 6<00:32:01.160> p.m. 00:32:01.780 --> 00:32:01.790 align:start position:0% at 6 p.m. 00:32:01.790 --> 00:32:04.120 align:start position:0% at 6 p.m. take<00:32:02.150> a<00:32:02.210> picture<00:32:02.600> of<00:32:02.630> that<00:32:02.840> and<00:32:02.870> we'll<00:32:03.530> talk 00:32:04.120 --> 00:32:04.130 align:start position:0% take a picture of that and we'll talk 00:32:04.130 --> 00:32:08.480 align:start position:0% take a picture of that and we'll talk more<00:32:04.160> about<00:32:04.370> this<00:32:04.790> thank<00:32:05.480> you<00:32:05.600> very<00:32:05.660> much 00:32:08.480 --> 00:32:08.490 align:start position:0% 00:32:08.490 --> 00:32:15.450 align:start position:0% [Applause]