WEBVTT Kind: captions Language: en 00:00:12.000 --> 00:00:13.829 align:start position:0% hello<00:00:12.200> everybody<00:00:12.559> I'm<00:00:12.679> Alexi<00:00:13.040> cabro<00:00:13.519> founder 00:00:13.829 --> 00:00:13.839 align:start position:0% hello everybody I'm Alexi cabro founder 00:00:13.839 --> 00:00:16.269 align:start position:0% hello everybody I'm Alexi cabro founder and<00:00:14.000> organizer<00:00:14.519> of<00:00:14.679> baera<00:00:15.120> AI<00:00:15.839> which<00:00:16.039> is<00:00:16.160> the 00:00:16.269 --> 00:00:16.279 align:start position:0% and organizer of baera AI which is the 00:00:16.279 --> 00:00:18.349 align:start position:0% and organizer of baera AI which is the biggest<00:00:16.560> longest<00:00:16.920> running<00:00:17.439> AI<00:00:17.760> metup<00:00:18.119> in<00:00:18.240> the 00:00:18.349 --> 00:00:18.359 align:start position:0% biggest longest running AI metup in the 00:00:18.359 --> 00:00:21.189 align:start position:0% biggest longest running AI metup in the Bay<00:00:18.600> Area<00:00:19.000> and<00:00:19.400> probably<00:00:19.800> the<00:00:19.920> world<00:00:20.840> and<00:00:21.000> here 00:00:21.189 --> 00:00:21.199 align:start position:0% Bay Area and probably the world and here 00:00:21.199 --> 00:00:25.070 align:start position:0% Bay Area and probably the world and here we<00:00:21.320> are<00:00:21.480> now<00:00:22.039> at<00:00:22.600> Amazon<00:00:23.480> we<00:00:23.680> Services<00:00:24.119> J<00:00:24.599> Loft 00:00:25.070 --> 00:00:25.080 align:start position:0% we are now at Amazon we Services J Loft 00:00:25.080 --> 00:00:27.269 align:start position:0% we are now at Amazon we Services J Loft which<00:00:25.240> used<00:00:25.439> to<00:00:25.560> be<00:00:26.160> the<00:00:26.279> start<00:00:26.560> of<00:00:26.720> Loft<00:00:27.119> and 00:00:27.269 --> 00:00:27.279 align:start position:0% which used to be the start of Loft and 00:00:27.279 --> 00:00:29.749 align:start position:0% which used to be the start of Loft and now<00:00:27.439> it's<00:00:27.679> exclusively<00:00:28.320> J<00:00:28.720> Loft<00:00:29.439> which<00:00:29.599> we 00:00:29.749 --> 00:00:29.759 align:start position:0% now it's exclusively J Loft which we 00:00:29.759 --> 00:00:33.030 align:start position:0% now it's exclusively J Loft which we open<00:00:30.039> went<00:00:30.759> a<00:00:30.920> bit<00:00:31.119> ago<00:00:32.079> and<00:00:32.200> now<00:00:32.360> we're<00:00:32.680> back 00:00:33.030 --> 00:00:33.040 align:start position:0% open went a bit ago and now we're back 00:00:33.040 --> 00:00:36.910 align:start position:0% open went a bit ago and now we're back with<00:00:33.200> a<00:00:33.440> massive<00:00:34.040> and<00:00:34.520> awesome<00:00:35.520> AI<00:00:35.800> Meetup<00:00:36.760> uh 00:00:36.910 --> 00:00:36.920 align:start position:0% with a massive and awesome AI Meetup uh 00:00:36.920 --> 00:00:39.350 align:start position:0% with a massive and awesome AI Meetup uh we<00:00:37.040> have<00:00:37.200> three<00:00:37.360> talks<00:00:37.640> today<00:00:38.160> and<00:00:38.879> here<00:00:39.200> we 00:00:39.350 --> 00:00:39.360 align:start position:0% we have three talks today and here we 00:00:39.360 --> 00:00:42.430 align:start position:0% we have three talks today and here we have<00:00:39.600> leanan<00:00:40.559> who<00:00:40.719> is<00:00:40.960> developer<00:00:41.440> Advocate 00:00:42.430 --> 00:00:42.440 align:start position:0% have leanan who is developer Advocate 00:00:42.440 --> 00:00:45.150 align:start position:0% have leanan who is developer Advocate dbot<00:00:43.440> and<00:00:43.800> uh<00:00:43.960> we're<00:00:44.239> really<00:00:44.680> looking<00:00:44.920> forward 00:00:45.150 --> 00:00:45.160 align:start position:0% dbot and uh we're really looking forward 00:00:45.160 --> 00:00:46.029 align:start position:0% dbot and uh we're really looking forward to<00:00:45.280> her 00:00:46.029 --> 00:00:46.039 align:start position:0% to her 00:00:46.039 --> 00:00:49.270 align:start position:0% to her talk<00:00:47.039> uh<00:00:47.399> so<00:00:47.800> but<00:00:48.120> now<00:00:48.399> we<00:00:48.600> just<00:00:48.920> do<00:00:49.199> the 00:00:49.270 --> 00:00:49.280 align:start position:0% talk uh so but now we just do the 00:00:49.280 --> 00:00:51.869 align:start position:0% talk uh so but now we just do the meeting<00:00:49.600> greet<00:00:49.920> and<00:00:50.399> uh<00:00:51.199> to<00:00:51.360> get<00:00:51.480> to<00:00:51.600> know<00:00:51.800> the 00:00:51.869 --> 00:00:51.879 align:start position:0% meeting greet and uh to get to know the 00:00:51.879 --> 00:00:53.790 align:start position:0% meeting greet and uh to get to know the speaker<00:00:52.199> so<00:00:52.359> welcome<00:00:52.680> Leon<00:00:53.359> thank<00:00:53.520> you<00:00:53.680> thank 00:00:53.790 --> 00:00:53.800 align:start position:0% speaker so welcome Leon thank you thank 00:00:53.800 --> 00:00:55.510 align:start position:0% speaker so welcome Leon thank you thank you<00:00:53.960> for<00:00:54.120> having<00:00:54.320> me<00:00:54.680> so<00:00:54.840> you're<00:00:55.160> developer 00:00:55.510 --> 00:00:55.520 align:start position:0% you for having me so you're developer 00:00:55.520 --> 00:00:58.790 align:start position:0% you for having me so you're developer Advocate<00:00:55.840> at<00:00:55.920> dbot<00:00:56.399> what<00:00:56.520> does<00:00:56.760> dbot<00:00:57.199> do<00:00:58.120> so<00:00:58.519> in 00:00:58.790 --> 00:00:58.800 align:start position:0% Advocate at dbot what does dbot do so in 00:00:58.800 --> 00:01:02.069 align:start position:0% Advocate at dbot what does dbot do so in two<00:00:59.120> sentences<00:01:00.199> defb<00:01:00.719> cross<00:01:01.000> the<00:01:01.079> entire<00:01:01.480> web 00:01:02.069 --> 00:01:02.079 align:start position:0% two sentences defb cross the entire web 00:01:02.079 --> 00:01:04.429 align:start position:0% two sentences defb cross the entire web data<00:01:02.640> and<00:01:02.840> organized<00:01:03.440> into<00:01:03.920> the<00:01:04.080> world's 00:01:04.429 --> 00:01:04.439 align:start position:0% data and organized into the world's 00:01:04.439 --> 00:01:06.789 align:start position:0% data and organized into the world's large<00:01:05.199> uh<00:01:05.360> the<00:01:05.519> world's<00:01:05.880> largest<00:01:06.360> Knowledge 00:01:06.789 --> 00:01:06.799 align:start position:0% large uh the world's largest Knowledge 00:01:06.799 --> 00:01:09.910 align:start position:0% large uh the world's largest Knowledge Graph<00:01:07.640> we<00:01:07.759> organize<00:01:08.520> the<00:01:08.799> internet<00:01:09.200> data<00:01:09.520> into 00:01:09.910 --> 00:01:09.920 align:start position:0% Graph we organize the internet data into 00:01:09.920 --> 00:01:12.030 align:start position:0% Graph we organize the internet data into structure<00:01:10.479> data<00:01:10.799> which<00:01:10.920> is<00:01:11.080> called<00:01:11.520> knowledge 00:01:12.030 --> 00:01:12.040 align:start position:0% structure data which is called knowledge 00:01:12.040 --> 00:01:13.950 align:start position:0% structure data which is called knowledge this<00:01:12.119> is<00:01:12.240> super<00:01:12.479> exciting<00:01:12.960> right<00:01:13.159> like<00:01:13.360> as<00:01:13.880> I 00:01:13.950 --> 00:01:13.960 align:start position:0% this is super exciting right like as I 00:01:13.960 --> 00:01:16.550 align:start position:0% this is super exciting right like as I mean<00:01:14.240> I'm<00:01:14.400> now<00:01:14.680> yeah<00:01:15.159> architect<00:01:15.479> at<00:01:15.880> G<00:01:16.200> we<00:01:16.320> work 00:01:16.550 --> 00:01:16.560 align:start position:0% mean I'm now yeah architect at G we work 00:01:16.560 --> 00:01:18.950 align:start position:0% mean I'm now yeah architect at G we work with<00:01:16.720> graphs<00:01:17.479> knowledge<00:01:17.799> graphs<00:01:18.040> are<00:01:18.159> fun<00:01:18.640> and 00:01:18.950 --> 00:01:18.960 align:start position:0% with graphs knowledge graphs are fun and 00:01:18.960 --> 00:01:21.350 align:start position:0% with graphs knowledge graphs are fun and like<00:01:19.560> putting<00:01:19.880> the<00:01:20.079> world<00:01:20.720> into<00:01:21.040> Knowledge 00:01:21.350 --> 00:01:21.360 align:start position:0% like putting the world into Knowledge 00:01:21.360 --> 00:01:24.749 align:start position:0% like putting the world into Knowledge Graph<00:01:21.640> is<00:01:21.759> super<00:01:22.000> exciting<00:01:22.840> so<00:01:23.520> uh<00:01:23.720> I<00:01:23.799> mean<00:01:24.360> how 00:01:24.749 --> 00:01:24.759 align:start position:0% Graph is super exciting so uh I mean how 00:01:24.759 --> 00:01:27.390 align:start position:0% Graph is super exciting so uh I mean how did<00:01:25.040> this<00:01:25.320> happen<00:01:26.079> why<00:01:26.600> you<00:01:26.720> know<00:01:27.000> is<00:01:27.200> this 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position:0% it like tell us a bit more wellow um so 00:01:33.960 --> 00:01:37.190 align:start position:0% it like tell us a bit more wellow um so long<00:01:34.240> story<00:01:34.560> short<00:01:35.200> um<00:01:36.000> I<00:01:36.479> actually 00:01:37.190 --> 00:01:37.200 align:start position:0% long story short um I actually 00:01:37.200 --> 00:01:39.789 align:start position:0% long story short um I actually discovered<00:01:37.520> knowledge<00:01:38.079> gra<00:01:38.720> um<00:01:39.040> around<00:01:39.439> two 00:01:39.789 --> 00:01:39.799 align:start position:0% discovered knowledge gra um around two 00:01:39.799 --> 00:01:43.389 align:start position:0% discovered knowledge gra um around two years<00:01:40.479> ago<00:01:41.479> and<00:01:42.200> like<00:01:42.399> back<00:01:42.600> then<00:01:42.799> I<00:01:42.920> was<00:01:43.079> doing 00:01:43.389 --> 00:01:43.399 align:start position:0% years ago and like back then I was doing 00:01:43.399 --> 00:01:46.190 align:start position:0% years ago and like back then I was doing some<00:01:43.680> like<00:01:43.840> network<00:01:44.439> analysis<00:01:45.360> and<00:01:45.680> and<00:01:45.960> I<00:01:46.119> I 00:01:46.190 --> 00:01:46.200 align:start position:0% some like network analysis and and I I 00:01:46.200 --> 00:01:48.510 align:start position:0% some like network analysis and and I I got<00:01:46.479> really<00:01:46.759> really<00:01:47.079> interested<00:01:47.600> in<00:01:47.880> like 00:01:48.510 --> 00:01:48.520 align:start position:0% got really really interested in like 00:01:48.520 --> 00:01:50.830 align:start position:0% got really really interested in like like<00:01:48.880> the<00:01:49.079> relationships<00:01:49.960> between<00:01:50.600> like 00:01:50.830 --> 00:01:50.840 align:start position:0% like the relationships between like 00:01:50.840 --> 00:01:52.510 align:start position:0% like the relationships between like different<00:01:51.200> such<00:01:51.439> as<00:01:51.759> such<00:01:51.960> as<00:01:52.159> the 00:01:52.510 --> 00:01:52.520 align:start position:0% different such as such as the 00:01:52.520 --> 00:01:54.469 align:start position:0% different such as such as the relationship<00:01:53.040> between<00:01:53.360> organizations<00:01:54.280> and 00:01:54.469 --> 00:01:54.479 align:start position:0% relationship between organizations and 00:01:54.479 --> 00:01:57.069 align:start position:0% relationship between organizations and and<00:01:54.719> people<00:01:55.159> like<00:01:55.600> who<00:01:55.799> work<00:01:56.479> at<00:01:56.759> which 00:01:57.069 --> 00:01:57.079 align:start position:0% and people like who work at which 00:01:57.079 --> 00:02:00.029 align:start position:0% and people like who work at which company<00:01:57.840> and<00:01:58.119> like<00:01:58.280> the<00:01:58.520> experience<00:01:59.159> and<00:01:59.600> all 00:02:00.029 --> 00:02:00.039 align:start position:0% company and like the experience and all 00:02:00.039 --> 00:02:02.870 align:start position:0% company and like the experience and all of<00:02:00.320> this<00:02:01.039> these<00:02:01.360> different<00:02:01.680> data<00:02:02.000> points<00:02:02.520> can 00:02:02.870 --> 00:02:02.880 align:start position:0% of this these different data points can 00:02:02.880 --> 00:02:06.870 align:start position:0% of this these different data points can be<00:02:03.439> organized<00:02:04.159> into<00:02:04.680> a<00:02:04.960> network<00:02:05.960> and<00:02:06.680> like 00:02:06.870 --> 00:02:06.880 align:start position:0% be organized into a network and like 00:02:06.880 --> 00:02:09.630 align:start position:0% be organized into a network and like that<00:02:07.039> is<00:02:07.280> very<00:02:07.960> uh<00:02:08.119> interesting<00:02:08.560> to<00:02:08.720> me<00:02:09.000> cuz<00:02:09.399> CU 00:02:09.630 --> 00:02:09.640 align:start position:0% that is very uh interesting to me cuz CU 00:02:09.640 --> 00:02:12.750 align:start position:0% that is very uh interesting to me cuz CU like<00:02:09.879> right<00:02:10.039> now<00:02:10.239> you<00:02:10.479> literally<00:02:11.000> have<00:02:11.560> a<00:02:12.560> like 00:02:12.750 --> 00:02:12.760 align:start position:0% like right now you literally have a like 00:02:12.760 --> 00:02:16.750 align:start position:0% like right now you literally have a like like<00:02:12.879> a<00:02:13.120> map<00:02:13.840> of<00:02:14.599> of<00:02:14.879> like<00:02:15.480> things<00:02:16.040> to<00:02:16.519> get 00:02:16.750 --> 00:02:16.760 align:start position:0% like a map of of like things to get 00:02:16.760 --> 00:02:19.790 align:start position:0% like a map of of like things to get connected<00:02:17.280> with<00:02:17.480> and<00:02:17.640> learn<00:02:18.000> about<00:02:18.480> right<00:02:19.120> so 00:02:19.790 --> 00:02:19.800 align:start position:0% connected with and learn about right so 00:02:19.800 --> 00:02:22.150 align:start position:0% connected with and learn about right so uh<00:02:20.000> that's<00:02:20.160> a<00:02:20.319> starting<00:02:20.760> point<00:02:21.239> and<00:02:21.959> I 00:02:22.150 --> 00:02:22.160 align:start position:0% uh that's a starting point and I 00:02:22.160 --> 00:02:23.990 align:start position:0% uh that's a starting point and I actually<00:02:22.519> learned<00:02:22.959> a<00:02:23.080> lot<00:02:23.280> about<00:02:23.519> knowledge 00:02:23.990 --> 00:02:24.000 align:start position:0% actually learned a lot about knowledge 00:02:24.000 --> 00:02:28.630 align:start position:0% actually learned a lot about knowledge graph<00:02:24.319> from<00:02:24.959> uh<00:02:25.480> toas<00:02:26.160> foran<00:02:27.160> like<00:02:27.680> he's<00:02:28.480> he's 00:02:28.630 --> 00:02:28.640 align:start position:0% graph from uh toas foran like he's he's 00:02:28.640 --> 00:02:31.350 align:start position:0% graph from uh toas foran like he's he's going<00:02:28.760> to<00:02:28.840> be<00:02:29.000> interviewed<00:02:29.480> at<00:02:29.599> this<00:02:30.280> but<00:02:30.879> uh<00:02:31.120> I 00:02:31.350 --> 00:02:31.360 align:start position:0% going to be interviewed at this but uh I 00:02:31.360 --> 00:02:33.630 align:start position:0% going to be interviewed at this but uh I he<00:02:31.599> really<00:02:31.840> shared<00:02:32.280> lots<00:02:32.480> of<00:02:32.640> great<00:02:32.920> articles 00:02:33.630 --> 00:02:33.640 align:start position:0% he really shared lots of great articles 00:02:33.640 --> 00:02:35.949 align:start position:0% he really shared lots of great articles and<00:02:33.959> uh<00:02:34.120> also<00:02:34.360> sharing<00:02:34.720> some<00:02:35.000> like<00:02:35.440> codes<00:02:35.720> on 00:02:35.949 --> 00:02:35.959 align:start position:0% and uh also sharing some like codes on 00:02:35.959 --> 00:02:38.710 align:start position:0% and uh also sharing some like codes on GitHub<00:02:36.400> and<00:02:36.599> I<00:02:36.720> just<00:02:36.879> start<00:02:37.440> playing<00:02:37.720> around 00:02:38.710 --> 00:02:38.720 align:start position:0% GitHub and I just start playing around 00:02:38.720 --> 00:02:42.949 align:start position:0% GitHub and I just start playing around and<00:02:38.920> then<00:02:39.440> also<00:02:39.800> I<00:02:40.000> like<00:02:40.239> to<00:02:41.040> get<00:02:41.760> like<00:02:42.480> kind<00:02:42.680> of 00:02:42.949 --> 00:02:42.959 align:start position:0% and then also I like to get like kind of 00:02:42.959 --> 00:02:44.589 align:start position:0% and then also I like to get like kind of connected<00:02:43.599> with<00:02:43.800> more<00:02:44.080> people<00:02:44.360> in<00:02:44.480> the 00:02:44.589 --> 00:02:44.599 align:start position:0% connected with more people in the 00:02:44.599 --> 00:02:46.390 align:start position:0% connected with more people in the community<00:02:44.959> so<00:02:45.080> I<00:02:45.200> start<00:02:45.400> making<00:02:45.680> YouTube 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--> 00:02:58.350 align:start position:0% involved in the community and like so right<00:02:55.519> now<00:02:55.840> I<00:02:56.560> uh<00:02:56.920> make<00:02:57.319> educational<00:02:58.040> content 00:02:58.350 --> 00:02:58.360 align:start position:0% right now I uh make educational content 00:02:58.360 --> 00:03:00.710 align:start position:0% right now I uh make educational content trying<00:02:58.599> to<00:02:59.040> contribute<00:02:59.480> to<00:02:59.879> this<00:03:00.040> open<00:03:00.400> source 00:03:00.710 --> 00:03:00.720 align:start position:0% trying to contribute to this open source 00:03:00.720 --> 00:03:02.790 align:start position:0% trying to contribute to this open source communy<00:03:01.720> this<00:03:01.840> is<00:03:01.920> really<00:03:02.120> awesome<00:03:02.360> and<00:03:02.599> you 00:03:02.790 --> 00:03:02.800 align:start position:0% communy this is really awesome and you 00:03:02.800 --> 00:03:05.070 align:start position:0% communy this is really awesome and you you<00:03:02.920> told<00:03:03.120> me<00:03:03.360> before<00:03:04.200> the<00:03:04.319> previous<00:03:04.640> meop 00:03:05.070 --> 00:03:05.080 align:start position:0% you told me before the previous meop 00:03:05.080 --> 00:03:06.110 align:start position:0% you told me before the previous meop right<00:03:05.200> we<00:03:05.319> had<00:03:05.440> this<00:03:05.599> like<00:03:05.720> multiple 00:03:06.110 --> 00:03:06.120 align:start position:0% right we had this like multiple 00:03:06.120 --> 00:03:07.949 align:start position:0% right we had this like multiple companies<00:03:06.760> right<00:03:06.879> we<00:03:07.000> had<00:03:07.159> like<00:03:07.280> writer<00:03:07.840> and 00:03:07.949 --> 00:03:07.959 align:start position:0% companies right we had like writer and 00:03:07.959 --> 00:03:11.030 align:start position:0% companies right we had like writer and others<00:03:08.680> all<00:03:09.040> together<00:03:09.920> and<00:03:10.080> you<00:03:10.200> was<00:03:10.360> speaking 00:03:11.030 --> 00:03:11.040 align:start position:0% others all together and you was speaking 00:03:11.040 --> 00:03:13.110 align:start position:0% others all together and you was speaking and<00:03:11.280> like<00:03:11.440> it<00:03:11.519> was<00:03:11.799> super<00:03:12.040> cool<00:03:12.280> talk<00:03:12.879> and<00:03:13.000> you 00:03:13.110 --> 00:03:13.120 align:start position:0% and like it was super cool talk and you 00:03:13.120 --> 00:03:14.470 align:start position:0% and like it was super cool talk and you said<00:03:13.280> like<00:03:13.400> you're<00:03:13.519> a<00:03:13.640> NAD<00:03:14.000> you're<00:03:14.159> digital 00:03:14.470 --> 00:03:14.480 align:start position:0% said like you're a NAD you're digital 00:03:14.480 --> 00:03:16.830 align:start position:0% said like you're a NAD you're digital Nomad<00:03:14.920> you<00:03:15.080> travel<00:03:15.400> the<00:03:15.519> world<00:03:16.440> and<00:03:16.519> you<00:03:16.680> take 00:03:16.830 --> 00:03:16.840 align:start position:0% Nomad you travel the world and you take 00:03:16.840 --> 00:03:20.750 align:start position:0% Nomad you travel the world and you take the<00:03:16.959> show<00:03:17.159> to<00:03:17.319> the<00:03:17.799> road<00:03:18.799> previously<00:03:19.799> yes<00:03:20.360> um 00:03:20.750 --> 00:03:20.760 align:start position:0% the show to the road previously yes um 00:03:20.760 --> 00:03:24.789 align:start position:0% the show to the road previously yes um so<00:03:21.760> yeah<00:03:22.200> well<00:03:22.680> I<00:03:23.040> uh<00:03:23.200> previously<00:03:23.799> I<00:03:24.120> I<00:03:24.280> travel 00:03:24.789 --> 00:03:24.799 align:start position:0% so yeah well I uh previously I I travel 00:03:24.799 --> 00:03:28.630 align:start position:0% so yeah well I uh previously I I travel like<00:03:25.040> from<00:03:25.879> in<00:03:26.159> Canada<00:03:27.040> Japan<00:03:27.560> Thailand<00:03:28.159> and 00:03:28.630 --> 00:03:28.640 align:start position:0% like from in Canada Japan Thailand and 00:03:28.640 --> 00:03:31.309 align:start position:0% like from in Canada Japan Thailand and I'm<00:03:28.760> from<00:03:29.000> Taiwan<00:03:30.040> I<00:03:30.200> actually<00:03:30.439> spent<00:03:30.799> most<00:03:31.000> of 00:03:31.309 --> 00:03:31.319 align:start position:0% I'm from Taiwan I actually spent most of 00:03:31.319 --> 00:03:35.670 align:start position:0% I'm from Taiwan I actually spent most of my<00:03:31.519> time<00:03:31.720> in<00:03:32.120> Taiwan<00:03:33.120> and<00:03:33.720> uh<00:03:33.879> because<00:03:34.519> as<00:03:35.280> like 00:03:35.670 --> 00:03:35.680 align:start position:0% my time in Taiwan and uh because as like 00:03:35.680 --> 00:03:38.949 align:start position:0% my time in Taiwan and uh because as like my<00:03:36.319> main<00:03:36.920> um<00:03:37.120> tax<00:03:37.480> is<00:03:37.680> like<00:03:38.040> I<00:03:38.200> I<00:03:38.280> want<00:03:38.480> to<00:03:38.760> come 00:03:38.949 --> 00:03:38.959 align:start position:0% my main um tax is like I I want to come 00:03:38.959 --> 00:03:41.030 align:start position:0% my main um tax is like I I want to come up<00:03:39.159> with<00:03:39.360> content<00:03:39.879> like<00:03:40.120> people<00:03:40.439> would 00:03:41.030 --> 00:03:41.040 align:start position:0% up with content like people would 00:03:41.040 --> 00:03:42.949 align:start position:0% up with content like people would hopefully<00:03:41.439> people<00:03:41.720> find<00:03:42.040> interesting<00:03:42.680> and 00:03:42.949 --> 00:03:42.959 align:start position:0% hopefully people find interesting and 00:03:42.959 --> 00:03:46.990 align:start position:0% hopefully people find interesting and like<00:03:43.120> valuable<00:03:43.640> to<00:03:43.879> them<00:03:44.200> so<00:03:45.239> like<00:03:46.239> uh<00:03:46.439> the 00:03:46.990 --> 00:03:47.000 align:start position:0% like valuable to them so like uh the 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see<00:03:55.760> how<00:03:55.959> people<00:03:56.280> think<00:03:56.720> and 00:03:56.869 --> 00:03:56.879 align:start position:0% you know see how people think and 00:03:56.879 --> 00:03:59.309 align:start position:0% you know see how people think and getting<00:03:57.159> New<00:03:57.439> Perspectives<00:03:58.200> really<00:03:58.519> enrich 00:03:59.309 --> 00:03:59.319 align:start position:0% getting New Perspectives really enrich 00:03:59.319 --> 00:04:01.470 align:start position:0% getting New Perspectives really enrich that<00:03:59.480> proc<00:03:59.840> process<00:04:00.200> of<00:04:00.439> like<00:04:00.799> see<00:04:01.079> how<00:04:01.239> can 00:04:01.470 --> 00:04:01.480 align:start position:0% that proc process of like see how can 00:04:01.480 --> 00:04:03.949 align:start position:0% that proc process of like see how can make<00:04:01.799> content<00:04:02.799> better<00:04:03.079> content<00:04:03.560> so<00:04:03.720> this<00:04:03.840> is 00:04:03.949 --> 00:04:03.959 align:start position:0% make content better content so this is 00:04:03.959 --> 00:04:05.309 align:start position:0% make content better content so this is interesting<00:04:04.400> right<00:04:04.519> because<00:04:04.760> Taiwan<00:04:05.079> is<00:04:05.200> the 00:04:05.309 --> 00:04:05.319 align:start position:0% interesting right because Taiwan is the 00:04:05.319 --> 00:04:08.069 align:start position:0% interesting right because Taiwan is the birthplace<00:04:05.760> of<00:04:05.879> gpus<00:04:06.599> as<00:04:06.720> we<00:04:06.840> know<00:04:07.120> them<00:04:07.680> right 00:04:08.069 --> 00:04:08.079 align:start position:0% birthplace of gpus as we know them right 00:04:08.079 --> 00:04:10.830 align:start position:0% birthplace of gpus as we know them right and<00:04:08.280> Jens<00:04:08.680> is<00:04:09.079> and<00:04:09.159> I<00:04:09.519> a<00:04:09.640> bunch<00:04:09.840> of<00:04:10.079> like<00:04:10.599> people 00:04:10.830 --> 00:04:10.840 align:start position:0% and Jens is and I a bunch of like people 00:04:10.840 --> 00:04:12.509 align:start position:0% and Jens is and I a bunch of like people from<00:04:11.079> Taiwan<00:04:11.519> like<00:04:11.680> there<00:04:11.760> is<00:04:11.920> a<00:04:12.079> lot<00:04:12.239> of 00:04:12.509 --> 00:04:12.519 align:start position:0% from Taiwan like there is a lot of 00:04:12.519 --> 00:04:15.270 align:start position:0% from Taiwan like there is a lot of strong<00:04:12.720> presence<00:04:13.079> in<00:04:13.200> the<00:04:13.760> community<00:04:14.760> uh<00:04:15.079> but 00:04:15.270 --> 00:04:15.280 align:start position:0% strong presence in the community uh but 00:04:15.280 --> 00:04:17.469 align:start position:0% strong presence in the community uh but you<00:04:15.400> know<00:04:15.599> but<00:04:15.840> area<00:04:16.479> is<00:04:16.840> kind<00:04:17.000> of<00:04:17.280> the 00:04:17.469 --> 00:04:17.479 align:start position:0% you know but area is kind of the 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that we have this critical messy which<00:04:25.400> is<00:04:25.600> different<00:04:26.040> do<00:04:26.160> you<00:04:26.360> also<00:04:26.680> see<00:04:27.639> kind 00:04:27.790 --> 00:04:27.800 align:start position:0% which is different do you also see kind 00:04:27.800 --> 00:04:30.629 align:start position:0% which is different do you also see kind of<00:04:28.479> communities<00:04:28.960> of<00:04:29.120> gen<00:04:29.759> other<00:04:30.000> places<00:04:30.520> do 00:04:30.629 --> 00:04:30.639 align:start position:0% of communities of gen other places do 00:04:30.639 --> 00:04:32.629 align:start position:0% of communities of gen other places do you<00:04:30.800> have<00:04:30.919> to<00:04:31.039> be<00:04:31.240> here<00:04:31.360> to<00:04:31.560> do<00:04:31.720> it<00:04:32.199> or<00:04:32.360> can<00:04:32.479> you 00:04:32.629 --> 00:04:32.639 align:start position:0% you have to be here to do it or can you 00:04:32.639 --> 00:04:36.350 align:start position:0% you have to be here to do it or can you be<00:04:32.800> somewhere<00:04:33.320> else<00:04:34.320> well<00:04:34.759> um<00:04:35.080> so<00:04:36.080> uh 00:04:36.350 --> 00:04:36.360 align:start position:0% be somewhere else well um so uh 00:04:36.360 --> 00:04:39.189 align:start position:0% be somewhere else well um so uh originally<00:04:37.160> I<00:04:37.520> like<00:04:37.960> to<00:04:38.120> be<00:04:38.320> fair<00:04:38.639> like<00:04:38.919> I 00:04:39.189 --> 00:04:39.199 align:start position:0% originally I like to be fair like I 00:04:39.199 --> 00:04:42.350 align:start position:0% originally I like to be fair like I benefit<00:04:39.960> a<00:04:40.160> lot<00:04:40.560> from<00:04:41.080> um<00:04:41.240> social<00:04:41.560> media<00:04:42.080> such 00:04:42.350 --> 00:04:42.360 align:start position:0% benefit a lot from um social media such 00:04:42.360 --> 00:04:46.350 align:start position:0% benefit a lot from um social media such as<00:04:42.600> like<00:04:43.320> I<00:04:44.199> um<00:04:44.440> I<00:04:44.560> know<00:04:44.919> I<00:04:45.000> knew<00:04:45.280> about<00:04:45.919> much 00:04:46.350 --> 00:04:46.360 align:start position:0% as like I um I know I knew about much 00:04:46.360 --> 00:04:49.150 align:start position:0% as like I um I know I knew about much stuff<00:04:46.720> from<00:04:47.080> like<00:04:47.520> um<00:04:48.479> social<00:04:48.720> media<00:04:49.039> like 00:04:49.150 --> 00:04:49.160 align:start position:0% stuff from like um social media like 00:04:49.160 --> 00:04:51.670 align:start position:0% stuff from like um social media like medium<00:04:49.639> articles<00:04:50.479> things<00:04:50.720> like<00:04:50.919> that<00:04:51.520> and 00:04:51.670 --> 00:04:51.680 align:start position:0% medium articles things like that and 00:04:51.680 --> 00:04:53.830 align:start position:0% medium articles things like that and then<00:04:51.840> we<00:04:52.000> further<00:04:52.400> connected<00:04:53.039> and<00:04:53.360> and<00:04:53.520> like 00:04:53.830 --> 00:04:53.840 align:start position:0% then we further connected and and like 00:04:53.840 --> 00:04:56.029 align:start position:0% then we further connected and and like there<00:04:54.560> they<00:04:54.759> just<00:04:54.919> like<00:04:55.080> open<00:04:55.400> up<00:04:55.560> the<00:04:55.720> doors 00:04:56.029 --> 00:04:56.039 align:start position:0% there they just like open up the doors 00:04:56.039 --> 00:04:58.629 align:start position:0% there they just like open up the doors like<00:04:56.240> there's<00:04:57.039> lot<00:04:57.360> actually<00:04:57.720> a<00:04:57.880> lot<00:04:58.320> of 00:04:58.629 --> 00:04:58.639 align:start position:0% like there's lot actually a lot of 00:04:58.639 --> 00:05:01.670 align:start position:0% like there's lot actually a lot of insight<00:04:59.720> in<00:04:59.919> these<00:05:00.240> like<00:05:00.680> hidden<00:05:01.199> hallway 00:05:01.670 --> 00:05:01.680 align:start position:0% insight in these like hidden hallway 00:05:01.680 --> 00:05:05.110 align:start position:0% insight in these like hidden hallway talks<00:05:02.680> so<00:05:03.039> to<00:05:03.240> your<00:05:03.560> question<00:05:04.320> yes<00:05:04.560> I<00:05:04.680> do<00:05:04.840> feel 00:05:05.110 --> 00:05:05.120 align:start position:0% talks so to your question yes I do feel 00:05:05.120 --> 00:05:08.390 align:start position:0% talks so to your question yes I do feel like<00:05:05.440> right<00:05:05.639> now<00:05:06.160> um<00:05:06.400> and<00:05:06.800> specifically<00:05:07.560> in<00:05:08.240> in 00:05:08.390 --> 00:05:08.400 align:start position:0% like right now um and specifically in in 00:05:08.400 --> 00:05:10.350 align:start position:0% like right now um and specifically in in San<00:05:08.680> Francisco<00:05:09.280> the<00:05:09.440> area<00:05:09.880> that<00:05:10.000> there's<00:05:10.160> a 00:05:10.350 --> 00:05:10.360 align:start position:0% San Francisco the area that there's a 00:05:10.360 --> 00:05:13.310 align:start position:0% San Francisco the area that there's a higher<00:05:10.960> concentration<00:05:11.960> of<00:05:12.280> how<00:05:12.680> people<00:05:13.080> are 00:05:13.310 --> 00:05:13.320 align:start position:0% higher concentration of how people are 00:05:13.320 --> 00:05:15.390 align:start position:0% higher concentration of how people are building<00:05:13.919> things<00:05:14.759> how<00:05:14.960> people<00:05:15.160> are 00:05:15.390 --> 00:05:15.400 align:start position:0% building things how people are 00:05:15.400 --> 00:05:18.550 align:start position:0% building things how people are passionate<00:05:15.919> about<00:05:16.240> Ai<00:05:16.759> and<00:05:17.280> you<00:05:17.400> know<00:05:17.680> as<00:05:18.400> like 00:05:18.550 --> 00:05:18.560 align:start position:0% passionate about Ai and you know as like 00:05:18.560 --> 00:05:20.150 align:start position:0% passionate about Ai and you know as like they're<00:05:18.840> building<00:05:19.400> things<00:05:19.720> they<00:05:20.000> like 00:05:20.150 --> 00:05:20.160 align:start position:0% they're building things they like 00:05:20.160 --> 00:05:22.270 align:start position:0% they're building things they like through<00:05:20.440> those<00:05:20.680> like<00:05:20.840> trial<00:05:21.160> and<00:05:21.360> errors<00:05:22.120> they 00:05:22.270 --> 00:05:22.280 align:start position:0% through those like trial and errors they 00:05:22.280 --> 00:05:24.590 align:start position:0% through those like trial and errors they will<00:05:22.440> share<00:05:22.759> some<00:05:22.919> of<00:05:23.080> the<00:05:23.360> Insight<00:05:23.840> so<00:05:24.280> it's 00:05:24.590 --> 00:05:24.600 align:start position:0% will share some of the Insight so it's 00:05:24.600 --> 00:05:27.710 align:start position:0% will share some of the Insight so it's the<00:05:24.800> the<00:05:25.039> brainstorming<00:05:26.039> effect<00:05:26.520> is<00:05:27.039> uh<00:05:27.160> a<00:05:27.280> lot 00:05:27.710 --> 00:05:27.720 align:start position:0% the the brainstorming effect is uh a lot 00:05:27.720 --> 00:05:30.430 align:start position:0% the the brainstorming effect is uh a lot stronger<00:05:28.720> uh<00:05:28.880> compared<00:05:29.280> to<00:05:29.400> the<00:05:29.720> other<00:05:30.000> places 00:05:30.430 --> 00:05:30.440 align:start position:0% stronger uh compared to the other places 00:05:30.440 --> 00:05:33.029 align:start position:0% stronger uh compared to the other places cuz<00:05:30.759> like<00:05:31.240> uh<00:05:31.360> for<00:05:31.560> example<00:05:32.080> in<00:05:32.319> in<00:05:32.520> Taiwan 00:05:33.029 --> 00:05:33.039 align:start position:0% cuz like uh for example in in Taiwan 00:05:33.039 --> 00:05:36.110 align:start position:0% cuz like uh for example in in Taiwan it's<00:05:33.560> um<00:05:34.199> like<00:05:34.479> we<00:05:34.600> we're<00:05:34.800> more<00:05:35.120> for<00:05:35.639> focus<00:05:36.000> on 00:05:36.110 --> 00:05:36.120 align:start position:0% it's um like we we're more for focus on 00:05:36.120 --> 00:05:40.189 align:start position:0% it's um like we we're more for focus on the<00:05:36.280> manufacturing<00:05:37.080> part<00:05:37.720> psmc<00:05:38.560> is<00:05:39.039> is<00:05:39.560> is<00:05:39.800> at 00:05:40.189 --> 00:05:40.199 align:start position:0% the manufacturing part psmc is is is at 00:05:40.199 --> 00:05:43.469 align:start position:0% the manufacturing part psmc is is is at so<00:05:40.919> um<00:05:41.440> of<00:05:41.639> course<00:05:42.080> it's<00:05:42.720> you<00:05:42.880> you<00:05:43.000> can 00:05:43.469 --> 00:05:43.479 align:start position:0% so um of course it's you you can 00:05:43.479 --> 00:05:45.749 align:start position:0% so um of course it's you you can definitely<00:05:43.840> feel<00:05:44.120> a<00:05:44.440> strong<00:05:44.759> contast<00:05:45.319> between 00:05:45.749 --> 00:05:45.759 align:start position:0% definitely feel a strong contast between 00:05:45.759 --> 00:05:48.350 align:start position:0% definitely feel a strong contast between like<00:05:45.919> the<00:05:46.160> hardware<00:05:46.680> and<00:05:47.039> software<00:05:47.600> and<00:05:48.120> how 00:05:48.350 --> 00:05:48.360 align:start position:0% like the hardware and software and how 00:05:48.360 --> 00:05:51.950 align:start position:0% like the hardware and software and how people<00:05:48.639> are<00:05:49.360> like<00:05:49.600> moving<00:05:50.039> so<00:05:50.479> fast<00:05:50.919> with<00:05:51.720> like 00:05:51.950 --> 00:05:51.960 align:start position:0% people are like moving so fast with like 00:05:51.960 --> 00:05:54.950 align:start position:0% people are like moving so fast with like gen<00:05:52.960> yes<00:05:53.280> here<00:05:54.000> so<00:05:54.160> you<00:05:54.280> know<00:05:54.479> I<00:05:54.600> think<00:05:54.840> you 00:05:54.950 --> 00:05:54.960 align:start position:0% gen yes here so you know I think you 00:05:54.960 --> 00:05:56.550 align:start position:0% gen yes here so you know I think you know<00:05:55.520> so<00:05:55.680> what<00:05:55.800> you're<00:05:55.960> doing<00:05:56.199> is<00:05:56.400> very 00:05:56.550 --> 00:05:56.560 align:start position:0% know so what you're doing is very 00:05:56.560 --> 00:05:58.990 align:start position:0% know so what you're doing is very important<00:05:57.039> because<00:05:58.039> uh<00:05:58.199> you<00:05:58.319> know<00:05:58.520> I'm<00:05:58.720> also 00:05:58.990 --> 00:05:59.000 align:start position:0% important because uh you know I'm also 00:05:59.000 --> 00:06:00.469 align:start position:0% important because uh you know I'm also now<00:05:59.199> in<00:05:59.360> the 00:06:00.469 --> 00:06:00.479 align:start position:0% now in the 00:06:00.479 --> 00:06:03.390 align:start position:0% now in the organization<00:06:01.479> at<00:06:01.600> NE<00:06:01.880> forj<00:06:02.440> and<00:06:02.560> so<00:06:02.880> what<00:06:03.039> I 00:06:03.390 --> 00:06:03.400 align:start position:0% organization at NE forj and so what I 00:06:03.400 --> 00:06:05.670 align:start position:0% organization at NE forj and so what I find<00:06:03.919> that<00:06:04.600> you<00:06:04.759> know<00:06:05.120> the<00:06:05.280> developer 00:06:05.670 --> 00:06:05.680 align:start position:0% find that you know the developer 00:06:05.680 --> 00:06:08.110 align:start position:0% find that you know the developer advocacy<00:06:06.120> we<00:06:06.280> kind<00:06:06.400> of<00:06:06.560> Frontier<00:06:07.319> we<00:06:07.599> Vanguard 00:06:08.110 --> 00:06:08.120 align:start position:0% advocacy we kind of Frontier we Vanguard 00:06:08.120 --> 00:06:10.270 align:start position:0% advocacy we kind of Frontier we Vanguard of<00:06:08.280> this<00:06:08.520> revolution<00:06:09.520> like<00:06:09.680> you<00:06:09.800> come<00:06:09.960> to<00:06:10.120> the 00:06:10.270 --> 00:06:10.280 align:start position:0% of this revolution like you come to the 00:06:10.280 --> 00:06:12.909 align:start position:0% of this revolution like you come to the mid<00:06:10.520> up<00:06:10.759> and<00:06:11.599> developers<00:06:12.039> are<00:06:12.199> looking<00:06:12.440> at<00:06:12.639> you 00:06:12.909 --> 00:06:12.919 align:start position:0% mid up and developers are looking at you 00:06:12.919 --> 00:06:15.270 align:start position:0% mid up and developers are looking at you to<00:06:13.120> explain<00:06:13.520> this<00:06:13.720> stuff<00:06:14.000> to<00:06:14.240> them<00:06:15.000> right<00:06:15.160> but 00:06:15.270 --> 00:06:15.280 align:start position:0% to explain this stuff to them right but 00:06:15.280 --> 00:06:16.510 align:start position:0% to explain this stuff to them right but nobody<00:06:15.639> really<00:06:15.840> know<00:06:16.080> what's<00:06:16.240> going<00:06:16.360> to 00:06:16.510 --> 00:06:16.520 align:start position:0% nobody really know what's going to 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learn from you and you need to explain<00:06:24.199> this<00:06:24.360> to<00:06:24.599> them<00:06:24.960> so<00:06:25.240> that<00:06:25.400> they<00:06:25.560> can<00:06:25.759> go 00:06:26.029 --> 00:06:26.039 align:start position:0% explain this to them so that they can go 00:06:26.039 --> 00:06:28.749 align:start position:0% explain this to them so that they can go and<00:06:26.199> build<00:06:26.479> it<00:06:27.280> right<00:06:27.440> and<00:06:27.680> they<00:06:28.000> like<00:06:28.440> need<00:06:28.639> to 00:06:28.749 --> 00:06:28.759 align:start position:0% and build it right and they like need to 00:06:28.759 --> 00:06:30.309 align:start position:0% and build it right and they like need to do<00:06:28.960> something<00:06:29.240> fun 00:06:30.309 --> 00:06:30.319 align:start position:0% do something fun 00:06:30.319 --> 00:06:33.510 align:start position:0% do something fun uh<00:06:30.599> but<00:06:31.479> uh<00:06:31.840> everybody<00:06:32.400> is<00:06:32.680> kind<00:06:32.800> of<00:06:33.240> in<00:06:33.400> the 00:06:33.510 --> 00:06:33.520 align:start position:0% uh but uh everybody is kind of in the 00:06:33.520 --> 00:06:34.830 align:start position:0% uh but uh everybody is kind of in the same<00:06:33.840> place<00:06:34.160> like<00:06:34.280> we<00:06:34.360> don't<00:06:34.520> know<00:06:34.639> what's 00:06:34.830 --> 00:06:34.840 align:start position:0% same place like we don't know what's 00:06:34.840 --> 00:06:36.350 align:start position:0% same place like we don't know what's going<00:06:34.919> to<00:06:35.080> happen<00:06:35.400> everybody's<00:06:35.880> looking<00:06:36.160> at 00:06:36.350 --> 00:06:36.360 align:start position:0% going to happen everybody's looking at 00:06:36.360 --> 00:06:38.430 align:start position:0% going to happen everybody's looking at like<00:06:36.759> all<00:06:36.919> these<00:06:37.120> models<00:06:37.440> coming<00:06:37.759> out<00:06:38.199> and 00:06:38.430 --> 00:06:38.440 align:start position:0% like all these models coming out and 00:06:38.440 --> 00:06:40.670 align:start position:0% like all these models coming out and every<00:06:38.720> week<00:06:39.039> they<00:06:39.240> have<00:06:39.479> new<00:06:39.720> stuff<00:06:40.360> how<00:06:40.520> do 00:06:40.670 --> 00:06:40.680 align:start position:0% every week they have new stuff how do 00:06:40.680 --> 00:06:43.350 align:start position:0% every week they have new stuff how do you<00:06:40.960> handle<00:06:41.960> this<00:06:42.160> uncertainty<00:06:42.759> this<00:06:42.919> stream 00:06:43.350 --> 00:06:43.360 align:start position:0% you handle this uncertainty this stream 00:06:43.360 --> 00:06:47.150 align:start position:0% you handle this uncertainty this stream of<00:06:44.120> information<00:06:45.120> so<00:06:45.360> first<00:06:45.599> of<00:06:45.759> all<00:06:46.080> I<00:06:46.199> want<00:06:46.400> to 00:06:47.150 --> 00:06:47.160 align:start position:0% of information so first of all I want to 00:06:47.160 --> 00:06:50.110 align:start position:0% of information so first of all I want to um<00:06:47.720> also<00:06:48.080> like<00:06:48.599> make<00:06:48.759> this<00:06:48.960> claim<00:06:49.280> is<00:06:49.520> like<00:06:49.880> uh 00:06:50.110 --> 00:06:50.120 align:start position:0% um also like make this claim is like uh 00:06:50.120 --> 00:06:52.589 align:start position:0% um also like make this claim is like uh I<00:06:50.440> even<00:06:50.639> though<00:06:50.800> I<00:06:50.960> make<00:06:51.560> educational<00:06:52.240> content 00:06:52.589 --> 00:06:52.599 align:start position:0% I even though I make educational content 00:06:52.599 --> 00:06:55.070 align:start position:0% I even though I make educational content on<00:06:52.759> social<00:06:53.039> media<00:06:53.319> I<00:06:53.440> I<00:06:53.560> don't<00:06:53.840> actually<00:06:54.199> see 00:06:55.070 --> 00:06:55.080 align:start position:0% on social media I I don't actually see 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right<00:07:05.039> so<00:07:05.520> actually<00:07:06.520> the<00:07:06.720> fact<00:07:06.919> is<00:07:07.080> we<00:07:07.199> are<00:07:07.360> all 00:07:07.869 --> 00:07:07.879 align:start position:0% right so actually the fact is we are all 00:07:07.879 --> 00:07:11.350 align:start position:0% right so actually the fact is we are all exploring<00:07:08.879> things<00:07:09.360> right<00:07:09.720> yep<00:07:10.240> and<00:07:10.879> like<00:07:11.240> this 00:07:11.350 --> 00:07:11.360 align:start position:0% exploring things right yep and like this 00:07:11.360 --> 00:07:13.070 align:start position:0% exploring things right yep and like this is<00:07:11.479> a<00:07:11.680> good<00:07:11.919> question<00:07:12.199> that<00:07:12.319> you<00:07:12.479> asked<00:07:12.759> about 00:07:13.070 --> 00:07:13.080 align:start position:0% is a good question that you asked about 00:07:13.080 --> 00:07:14.950 align:start position:0% is a good question that you asked about like<00:07:13.240> how<00:07:13.360> to<00:07:13.599> handle<00:07:13.919> uncertainty<00:07:14.560> because 00:07:14.950 --> 00:07:14.960 align:start position:0% like how to handle uncertainty because 00:07:14.960 --> 00:07:17.510 align:start position:0% like how to handle uncertainty because they're<00:07:15.199> they're<00:07:15.400> so<00:07:15.680> much<00:07:16.000> unknown<00:07:17.000> but<00:07:17.360> the 00:07:17.510 --> 00:07:17.520 align:start position:0% they're they're so much unknown but the 00:07:17.520 --> 00:07:19.390 align:start position:0% they're they're so much unknown but the way<00:07:17.680> I<00:07:17.800> look<00:07:17.960> at<00:07:18.160> uncertainty<00:07:18.759> is<00:07:18.960> actually 00:07:19.390 --> 00:07:19.400 align:start position:0% way I look at uncertainty is actually 00:07:19.400 --> 00:07:21.390 align:start position:0% way I look at uncertainty is actually okay<00:07:19.599> uncertainty<00:07:20.199> actually<00:07:20.520> opens<00:07:20.879> the<00:07:21.080> door 00:07:21.390 --> 00:07:21.400 align:start position:0% okay uncertainty actually opens the door 00:07:21.400 --> 00:07:24.510 align:start position:0% okay uncertainty actually opens the door for<00:07:21.759> us<00:07:22.000> to<00:07:22.720> collectively<00:07:23.720> explore<00:07:24.240> new 00:07:24.510 --> 00:07:24.520 align:start position:0% for us to collectively explore new 00:07:24.520 --> 00:07:27.510 align:start position:0% for us to collectively explore new things<00:07:24.840> and<00:07:25.000> learn<00:07:25.360> things<00:07:25.919> together<00:07:26.520> M<00:07:27.199> so 00:07:27.510 --> 00:07:27.520 align:start position:0% things and learn things together M so 00:07:27.520 --> 00:07:29.629 align:start position:0% things and learn things together M so that's<00:07:27.720> how<00:07:28.000> I<00:07:28.199> see<00:07:28.680> like<00:07:29.039> um<00:07:29.240> the<00:07:29.400> the<00:07:29.520> the 00:07:29.629 --> 00:07:29.639 align:start position:0% that's how I see like um the the the 00:07:29.639 --> 00:07:32.029 align:start position:0% that's how I see like um the the the network<00:07:30.039> or<00:07:30.199> the<00:07:30.360> community<00:07:30.960> on<00:07:31.759> either 00:07:32.029 --> 00:07:32.039 align:start position:0% network or the community on either 00:07:32.039 --> 00:07:34.670 align:start position:0% network or the community on either social<00:07:32.319> media<00:07:32.680> or<00:07:32.879> in<00:07:33.080> person<00:07:33.440> is<00:07:33.680> like<00:07:34.160> we<00:07:34.360> are 00:07:34.670 --> 00:07:34.680 align:start position:0% social media or in person is like we are 00:07:34.680 --> 00:07:37.790 align:start position:0% social media or in person is like we are getting<00:07:35.479> connected<00:07:36.479> like<00:07:36.639> when<00:07:36.840> NE<00:07:37.479> has<00:07:37.599> been 00:07:37.790 --> 00:07:37.800 align:start position:0% getting connected like when NE has been 00:07:37.800 --> 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getting<00:07:46.440> getting<00:07:46.759> across<00:07:47.199> and 00:07:47.670 --> 00:07:47.680 align:start position:0% uh getting getting getting across and 00:07:47.680 --> 00:07:50.869 align:start position:0% uh getting getting getting across and that's<00:07:47.879> how<00:07:48.039> I<00:07:48.159> see<00:07:48.479> things<00:07:48.960> and<00:07:49.840> because<00:07:50.639> like 00:07:50.869 --> 00:07:50.879 align:start position:0% that's how I see things and because like 00:07:50.879 --> 00:07:53.230 align:start position:0% that's how I see things and because like the<00:07:51.120> UNC<00:07:51.840> another<00:07:52.159> part<00:07:52.319> of<00:07:52.520> uncertainty<00:07:53.080> like 00:07:53.230 --> 00:07:53.240 align:start position:0% the UNC another part of uncertainty like 00:07:53.240 --> 00:07:55.950 align:start position:0% the UNC another part of uncertainty like what<00:07:53.360> it<00:07:53.599> gives<00:07:53.840> us<00:07:54.080> is<00:07:54.360> actually<00:07:55.319> we<00:07:55.639> also 00:07:55.950 --> 00:07:55.960 align:start position:0% what it gives us is actually we also 00:07:55.960 --> 00:07:57.950 align:start position:0% what it gives us is actually we also have<00:07:56.159> the<00:07:56.360> space<00:07:56.680> of<00:07:56.879> making<00:07:57.240> mistakes<00:07:57.759> which 00:07:57.950 --> 00:07:57.960 align:start position:0% have the space of making mistakes which 00:07:57.960 --> 00:08:00.670 align:start position:0% have the space of making mistakes which I<00:07:58.120> I<00:07:58.240> think<00:07:58.479> like<00:07:58.720> why<00:07:59.039> silicon<00:07:59.560> Valley<00:08:00.000> or<00:08:00.479> or 00:08:00.670 --> 00:08:00.680 align:start position:0% I I think like why silicon Valley or or 00:08:00.680 --> 00:08:04.270 align:start position:0% I I think like why silicon Valley or or San<00:08:00.919> Francisco<00:08:01.560> has<00:08:01.759> been<00:08:02.000> so<00:08:02.840> um<00:08:03.360> so<00:08:03.639> so<00:08:03.879> known 00:08:04.270 --> 00:08:04.280 align:start position:0% San Francisco has been so um so so known 00:08:04.280 --> 00:08:07.469 align:start position:0% San Francisco has been so um so so known for<00:08:04.560> like<00:08:04.759> startups<00:08:05.639> because<00:08:06.639> if<00:08:06.759> you<00:08:07.000> already 00:08:07.469 --> 00:08:07.479 align:start position:0% for like startups because if you already 00:08:07.479 --> 00:08:09.149 align:start position:0% for like startups because if you already have<00:08:07.599> a<00:08:07.759> known<00:08:08.080> Ro<00:08:08.400> you<00:08:08.520> just<00:08:08.720> literally 00:08:09.149 --> 00:08:09.159 align:start position:0% have a known Ro you just literally 00:08:09.159 --> 00:08:11.510 align:start position:0% have a known Ro you just literally follow<00:08:09.479> the<00:08:09.680> procedures<00:08:10.360> but<00:08:10.840> if<00:08:10.960> it's<00:08:11.319> the 00:08:11.510 --> 00:08:11.520 align:start position:0% follow the procedures but if it's the 00:08:11.520 --> 00:08:13.230 align:start position:0% follow the procedures but if it's the space<00:08:11.800> is<00:08:11.960> unknown<00:08:12.440> you<00:08:12.560> get<00:08:12.720> to<00:08:12.960> make 00:08:13.230 --> 00:08:13.240 align:start position:0% space is unknown you get to make 00:08:13.240 --> 00:08:15.869 align:start position:0% space is unknown you get to make mistakes<00:08:13.720> and<00:08:13.879> learn<00:08:14.199> from<00:08:14.400> it<00:08:14.639> and<00:08:14.879> improve 00:08:15.869 --> 00:08:15.879 align:start position:0% mistakes and learn from it and improve 00:08:15.879 --> 00:08:18.230 align:start position:0% mistakes and learn from it and improve so<00:08:16.240> I<00:08:16.360> think<00:08:16.759> right<00:08:16.960> now<00:08:17.280> if<00:08:17.680> we<00:08:17.840> can<00:08:18.080> like 00:08:18.230 --> 00:08:18.240 align:start position:0% so I think right now if we can like 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ideal<00:08:26.080> part<00:08:26.319> of<00:08:26.680> like<00:08:27.120> having<00:08:27.400> this 00:08:27.749 --> 00:08:27.759 align:start position:0% the the ideal part of like having this 00:08:27.759 --> 00:08:30.950 align:start position:0% the the ideal part of like having this community<00:08:28.759> absolutely<00:08:29.520> I<00:08:29.599> mean<00:08:29.879> TR<00:08:30.400> ER<00:08:30.800> right 00:08:30.950 --> 00:08:30.960 align:start position:0% community absolutely I mean TR ER right 00:08:30.960 --> 00:08:33.190 align:start position:0% community absolutely I mean TR ER right like<00:08:31.159> and<00:08:31.360> and<00:08:31.560> really<00:08:32.479> that's<00:08:32.680> the<00:08:32.800> only<00:08:33.039> way 00:08:33.190 --> 00:08:33.200 align:start position:0% like and and really that's the only way 00:08:33.200 --> 00:08:36.870 align:start position:0% like and and really that's the only way forward<00:08:34.200> uh<00:08:34.360> so<00:08:35.320> uh<00:08:35.880> knowledge<00:08:36.279> graphs<00:08:36.719> right 00:08:36.870 --> 00:08:36.880 align:start position:0% forward uh so uh knowledge graphs right 00:08:36.880 --> 00:08:38.750 align:start position:0% forward uh so uh knowledge graphs right we<00:08:37.000> talked<00:08:37.240> about<00:08:37.680> it<00:08:38.039> you<00:08:38.159> know<00:08:38.320> the<00:08:38.440> gra 00:08:38.750 --> 00:08:38.760 align:start position:0% we talked about it you know the gra 00:08:38.760 --> 00:08:40.709 align:start position:0% we talked about it you know the gra gather<00:08:39.039> and<00:08:39.360> other<00:08:39.599> places<00:08:40.000> it's<00:08:40.200> like<00:08:40.360> really 00:08:40.709 --> 00:08:40.719 align:start position:0% gather and other places it's like really 00:08:40.719 --> 00:08:44.029 align:start position:0% gather and other places it's like really interesting<00:08:41.880> and<00:08:42.880> so<00:08:43.560> it<00:08:43.680> to<00:08:43.800> me<00:08:43.919> it's 00:08:44.029 --> 00:08:44.039 align:start position:0% interesting and so it to me it's 00:08:44.039 --> 00:08:45.630 align:start position:0% interesting and so it to me it's fascinating<00:08:44.519> because<00:08:44.720> I<00:08:44.839> remember<00:08:45.120> semantic 00:08:45.630 --> 00:08:45.640 align:start position:0% fascinating because I remember semantic 00:08:45.640 --> 00:08:47.910 align:start position:0% fascinating because I remember semantic web<00:08:46.399> right<00:08:46.680> like<00:08:47.080> I<00:08:47.200> was<00:08:47.360> always<00:08:47.600> interested 00:08:47.910 --> 00:08:47.920 align:start position:0% web right like I was always interested 00:08:47.920 --> 00:08:49.430 align:start position:0% web right like I was always interested in<00:08:48.040> this<00:08:48.160> and<00:08:48.320> then<00:08:48.440> like<00:08:48.560> symbolic<00:08:48.959> a<00:08:49.120> I<00:08:49.320> kind 00:08:49.430 --> 00:08:49.440 align:start position:0% in this and then like symbolic a I kind 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hallucinate and<00:08:57.880> we<00:08:58.040> look<00:08:58.279> back<00:08:58.519> and<00:08:58.760> find<00:08:58.959> the<00:08:59.079> knowledge 00:08:59.509 --> 00:08:59.519 align:start position:0% and we look back and find the knowledge 00:08:59.519 --> 00:09:02.990 align:start position:0% and we look back and find the knowledge graphs<00:08:59.839> are<00:08:59.959> useful<00:09:00.480> right<00:09:01.079> so<00:09:01.240> I<00:09:01.600> wonder<00:09:02.600> uh 00:09:02.990 --> 00:09:03.000 align:start position:0% graphs are useful right so I wonder uh 00:09:03.000 --> 00:09:07.470 align:start position:0% graphs are useful right so I wonder uh like<00:09:03.519> do<00:09:03.680> you<00:09:03.959> think<00:09:04.680> kind<00:09:04.839> of<00:09:05.800> uh<00:09:06.680> that's<00:09:07.399> you 00:09:07.470 --> 00:09:07.480 align:start position:0% like do you think kind of uh that's you 00:09:07.480 --> 00:09:09.190 align:start position:0% like do you think kind of uh that's you know<00:09:07.839> so<00:09:08.160> like<00:09:08.480> we<00:09:08.560> need<00:09:08.680> to<00:09:08.800> build<00:09:09.040> the 00:09:09.190 --> 00:09:09.200 align:start position:0% know so like we need to build the 00:09:09.200 --> 00:09:10.829 align:start position:0% know so like we need to build the systems<00:09:09.720> right<00:09:09.920> we<00:09:10.120> discuss<00:09:10.440> it<00:09:10.600> there's<00:09:10.760> a 00:09:10.829 --> 00:09:10.839 align:start position:0% systems right we discuss it there's a 00:09:10.839 --> 00:09:14.350 align:start position:0% systems right we discuss it there's a lot<00:09:11.000> of<00:09:11.120> work<00:09:11.399> in<00:09:11.640> this<00:09:12.399> so<00:09:13.360> uh<00:09:13.519> and<00:09:14.040> obviously 00:09:14.350 --> 00:09:14.360 align:start position:0% lot of work in this so uh and obviously 00:09:14.360 --> 00:09:16.310 align:start position:0% lot of work in this so uh and obviously looking<00:09:14.560> forward<00:09:14.800> to<00:09:14.880> your<00:09:15.040> talk<00:09:15.240> but<00:09:15.519> like 00:09:16.310 --> 00:09:16.320 align:start position:0% looking forward to your talk but like 00:09:16.320 --> 00:09:18.269 align:start position:0% looking forward to your talk but like why<00:09:16.800> do<00:09:16.959> you<00:09:17.079> think<00:09:17.320> knowledge<00:09:17.720> graphs<00:09:18.079> are 00:09:18.269 --> 00:09:18.279 align:start position:0% why do you think knowledge graphs are 00:09:18.279 --> 00:09:24.910 align:start position:0% why do you think knowledge graphs are helpful<00:09:19.279> in<00:09:20.279> this<00:09:20.640> new<00:09:21.079> llm<00:09:22.519> era<00:09:23.519> yeah<00:09:23.720> so<00:09:24.360> um 00:09:24.910 --> 00:09:24.920 align:start position:0% helpful in this new llm era yeah so um 00:09:24.920 --> 00:09:29.509 align:start position:0% helpful in this new llm era yeah so um well<00:09:25.800> like<00:09:26.120> l<00:09:26.360> llm<00:09:26.959> i<00:09:27.920> uh<00:09:28.360> for<00:09:28.560> example<00:09:29.000> what 00:09:29.509 --> 00:09:29.519 align:start position:0% well like l llm i uh for example what 00:09:29.519 --> 00:09:32.110 align:start position:0% well like l llm i uh for example what have<00:09:29.720> experience<00:09:30.079> with<00:09:30.240> Chad<00:09:30.680> me<00:09:30.800> is<00:09:30.959> like<00:09:31.600> um 00:09:32.110 --> 00:09:32.120 align:start position:0% have experience with Chad me is like um 00:09:32.120 --> 00:09:34.230 align:start position:0% have experience with Chad me is like um yeah<00:09:32.399> it<00:09:32.560> it<00:09:32.720> gives<00:09:32.959> up<00:09:33.160> this<00:09:33.360> like<00:09:33.600> magical 00:09:34.230 --> 00:09:34.240 align:start position:0% yeah it it gives up this like magical 00:09:34.240 --> 00:09:36.949 align:start position:0% yeah it it gives up this like magical like<00:09:34.519> conversational<00:09:35.519> experience<00:09:36.120> right<00:09:36.760> and 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align:start position:0% uh I mean the general audience to people 00:09:44.519 --> 00:09:46.710 align:start position:0% uh I mean the general audience to people that's<00:09:44.720> great<00:09:45.440> but<00:09:45.680> but<00:09:45.920> like<00:09:46.279> if<00:09:46.440> we're 00:09:46.710 --> 00:09:46.720 align:start position:0% that's great but but like if we're 00:09:46.720 --> 00:09:50.190 align:start position:0% that's great but but like if we're talking<00:09:47.200> more<00:09:47.560> seriously<00:09:48.279> about<00:09:49.240> how<00:09:49.440> do<00:09:49.640> we 00:09:50.190 --> 00:09:50.200 align:start position:0% talking more seriously about how do we 00:09:50.200 --> 00:09:52.870 align:start position:0% talking more seriously about how do we verify<00:09:51.200> the<00:09:51.480> information<00:09:52.160> that<00:09:52.320> we<00:09:52.440> get<00:09:52.640> from 00:09:52.870 --> 00:09:52.880 align:start position:0% verify the information that we get from 00:09:52.880 --> 00:09:57.069 align:start position:0% verify the information that we get from lolms<00:09:53.640> are<00:09:54.360> accurate<00:09:55.360> right<00:09:55.959> it's<00:09:56.279> not<00:09:56.760> like 00:09:57.069 --> 00:09:57.079 align:start position:0% lolms are accurate right it's not like 00:09:57.079 --> 00:09:59.870 align:start position:0% lolms are accurate right it's not like LM<00:09:57.600> have<00:09:57.839> this<00:09:58.079> like<00:09:58.440> feature<00:09:58.920> of<00:09:59.120> like 00:09:59.870 --> 00:09:59.880 align:start position:0% LM have this like feature of like 00:09:59.880 --> 00:10:02.269 align:start position:0% LM have this like feature of like hallucination<00:10:00.760> right<00:10:01.279> such<00:10:01.440> as<00:10:01.839> uh<00:10:01.959> I<00:10:02.040> mean 00:10:02.269 --> 00:10:02.279 align:start position:0% hallucination right such as uh I mean 00:10:02.279 --> 00:10:04.590 align:start position:0% hallucination right such as uh I mean quoted<00:10:02.600> from<00:10:03.200> Andrew<00:10:03.560> capari<00:10:04.000> is<00:10:04.120> like 00:10:04.590 --> 00:10:04.600 align:start position:0% quoted from Andrew capari is like 00:10:04.600 --> 00:10:06.870 align:start position:0% quoted from Andrew capari is like Hallucination<00:10:05.440> is<00:10:05.640> not<00:10:05.839> a<00:10:06.040> bug<00:10:06.360> but<00:10:06.480> a<00:10:06.560> feature 00:10:06.870 --> 00:10:06.880 align:start position:0% Hallucination is not a bug but a feature 00:10:06.880 --> 00:10:10.430 align:start position:0% Hallucination is not a bug but a feature of<00:10:07.120> LMS<00:10:08.000> so<00:10:08.800> how<00:10:09.000> do<00:10:09.240> we<00:10:09.720> and<00:10:09.920> a<00:10:10.079> knowledge 00:10:10.430 --> 00:10:10.440 align:start position:0% of LMS so how do we and a knowledge 00:10:10.440 --> 00:10:12.790 align:start position:0% of LMS so how do we and a knowledge graph<00:10:10.760> is<00:10:10.959> a<00:10:11.160> a<00:10:11.399> structure<00:10:11.920> of 00:10:12.790 --> 00:10:12.800 align:start position:0% graph is a a structure of 00:10:12.800 --> 00:10:15.750 align:start position:0% graph is a a structure of deterministic<00:10:13.800> ground<00:10:14.160> truth<00:10:14.959> it's<00:10:15.440> the<00:10:15.640> the 00:10:15.750 --> 00:10:15.760 align:start position:0% deterministic ground truth it's the the 00:10:15.760 --> 00:10:18.150 align:start position:0% deterministic ground truth it's the the ground<00:10:16.079> trth<00:10:16.399> that<00:10:16.519> you<00:10:16.720> have<00:10:16.920> in<00:10:17.040> your<00:10:17.240> data 00:10:18.150 --> 00:10:18.160 align:start position:0% ground trth that you have in your data 00:10:18.160 --> 00:10:22.430 align:start position:0% ground trth that you have in your data so<00:10:19.160> how<00:10:19.360> do<00:10:19.640> we<00:10:20.279> like<00:10:20.560> H<00:10:20.760> how<00:10:21.000> can<00:10:21.200> we<00:10:21.399> make<00:10:21.680> llms 00:10:22.430 --> 00:10:22.440 align:start position:0% so how do we like H how can we make llms 00:10:22.440 --> 00:10:26.670 align:start position:0% so how do we like H how can we make llms more<00:10:23.360> trustworthy<00:10:24.360> or<00:10:24.800> like<00:10:25.440> more<00:10:25.959> more<00:10:26.279> like 00:10:26.670 --> 00:10:26.680 align:start position:0% more trustworthy or like more more like 00:10:26.680 --> 00:10:29.310 align:start position:0% more trustworthy or like more more like explainable<00:10:27.440> of<00:10:27.640> like<00:10:27.920> okay<00:10:28.160> the<00:10:28.320> information 00:10:29.310 --> 00:10:29.320 align:start position:0% explainable of like okay the information 00:10:29.320 --> 00:10:31.870 align:start position:0% explainable of like okay the information that<00:10:29.440> I<00:10:29.600> get<00:10:29.839> I<00:10:30.000> know<00:10:30.800> why<00:10:31.000> I'm<00:10:31.160> getting<00:10:31.519> this 00:10:31.870 --> 00:10:31.880 align:start position:0% that I get I know why I'm getting this 00:10:31.880 --> 00:10:34.590 align:start position:0% that I get I know why I'm getting this and<00:10:32.040> Knowledge<00:10:32.399> Graph<00:10:32.720> can<00:10:33.360> give<00:10:33.839> llms<00:10:34.480> like 00:10:34.590 --> 00:10:34.600 align:start position:0% and Knowledge Graph can give llms like 00:10:34.600 --> 00:10:37.550 align:start position:0% and Knowledge Graph can give llms like sort<00:10:34.800> of<00:10:34.959> like<00:10:35.160> like<00:10:35.279> a<00:10:35.519> map<00:10:36.000> that<00:10:36.320> LMS<00:10:36.880> can<00:10:37.279> re 00:10:37.550 --> 00:10:37.560 align:start position:0% sort of like like a map that LMS can re 00:10:37.560 --> 00:10:40.430 align:start position:0% sort of like like a map that LMS can re reference<00:10:38.440> and<00:10:38.639> said<00:10:39.000> Okay<00:10:39.399> I<00:10:39.600> I<00:10:39.680> see<00:10:40.040> you<00:10:40.160> know 00:10:40.430 --> 00:10:40.440 align:start position:0% reference and said Okay I I see you know 00:10:40.440 --> 00:10:43.350 align:start position:0% reference and said Okay I I see you know this<00:10:41.279> uh<00:10:41.680> there's<00:10:41.839> a<00:10:42.079> relationship<00:10:43.079> between 00:10:43.350 --> 00:10:43.360 align:start position:0% this uh there's a relationship between 00:10:43.360 --> 00:10:46.509 align:start position:0% this uh there's a relationship between such<00:10:43.600> as<00:10:43.959> Nvidia<00:10:44.839> and<00:10:45.480> and<00:10:45.839> AMD<00:10:46.320> because 00:10:46.509 --> 00:10:46.519 align:start position:0% such as Nvidia and and AMD because 00:10:46.519 --> 00:10:49.350 align:start position:0% such as Nvidia and and AMD because they're<00:10:46.800> competitors<00:10:47.720> and<00:10:47.920> LM<00:10:48.360> can<00:10:48.959> uh<00:10:49.040> refer 00:10:49.350 --> 00:10:49.360 align:start position:0% they're competitors and LM can uh refer 00:10:49.360 --> 00:10:51.069 align:start position:0% they're competitors and LM can uh refer to<00:10:49.560> that<00:10:49.800> information<00:10:50.360> and<00:10:50.680> return<00:10:50.880> the 00:10:51.069 --> 00:10:51.079 align:start position:0% to that information and return the 00:10:51.079 --> 00:10:54.550 align:start position:0% to that information and return the output<00:10:51.560> for<00:10:51.880> you<00:10:52.760> uh<00:10:53.120> instead<00:10:53.680> I<00:10:53.720> mean<00:10:54.000> it's<00:10:54.279> um 00:10:54.550 --> 00:10:54.560 align:start position:0% output for you uh instead I mean it's um 00:10:54.560 --> 00:10:57.310 align:start position:0% output for you uh instead I mean it's um it's<00:10:54.680> a<00:10:54.920> method<00:10:55.800> to<00:10:56.160> reduce<00:10:56.600> hallucination 00:10:57.310 --> 00:10:57.320 align:start position:0% it's a method to reduce hallucination 00:10:57.320 --> 00:11:00.110 align:start position:0% it's a method to reduce hallucination it's<00:10:57.480> not<00:10:57.680> like<00:10:57.839> a<00:10:58.000> guarantee<00:10:58.880> like<00:10:59.440> uh<00:10:59.639> like 00:11:00.110 --> 00:11:00.120 align:start position:0% it's not like a guarantee like uh like 00:11:00.120 --> 00:11:02.389 align:start position:0% it's not like a guarantee like uh like 100%<00:11:01.120> definitely<00:11:01.440> we're<00:11:01.680> still<00:11:01.920> working<00:11:02.200> on 00:11:02.389 --> 00:11:02.399 align:start position:0% 100% definitely we're still working on 00:11:02.399 --> 00:11:05.590 align:start position:0% 100% definitely we're still working on it<00:11:03.000> but<00:11:03.399> uh<00:11:03.600> it<00:11:03.839> it<00:11:03.959> proves<00:11:04.279> to<00:11:04.399> be<00:11:04.760> helpful<00:11:05.360> to 00:11:05.590 --> 00:11:05.600 align:start position:0% it but uh it it proves to be helpful to 00:11:05.600 --> 00:11:08.870 align:start position:0% it but uh it it proves to be helpful to reduce<00:11:06.440> hallucination<00:11:07.440> absolutely<00:11:08.360> and<00:11:08.680> uh 00:11:08.870 --> 00:11:08.880 align:start position:0% reduce hallucination absolutely and uh 00:11:08.880 --> 00:11:11.829 align:start position:0% reduce hallucination absolutely and uh you<00:11:09.000> know<00:11:09.440> kind<00:11:09.600> of<00:11:10.160> uh<00:11:11.079> my<00:11:11.240> last<00:11:11.480> question<00:11:11.680> is 00:11:11.829 --> 00:11:11.839 align:start position:0% you know kind of uh my last question is 00:11:11.839 --> 00:11:13.509 align:start position:0% you know kind of uh my last question is about<00:11:12.079> so<00:11:12.440> like<00:11:12.800> you<00:11:12.920> know<00:11:13.040> we've<00:11:13.240> been<00:11:13.399> at 00:11:13.509 --> 00:11:13.519 align:start position:0% about so like you know we've been at 00:11:13.519 --> 00:11:15.870 align:start position:0% about so like you know we've been at this<00:11:13.680> meetups<00:11:14.120> with<00:11:14.320> multiple<00:11:14.920> other 00:11:15.870 --> 00:11:15.880 align:start position:0% this meetups with multiple other 00:11:15.880 --> 00:11:18.629 align:start position:0% this meetups with multiple other startups<00:11:16.880> each<00:11:17.040> of<00:11:17.240> them<00:11:17.480> does<00:11:17.839> the<00:11:18.079> piece<00:11:18.360> of 00:11:18.629 --> 00:11:18.639 align:start position:0% startups each of them does the piece of 00:11:18.639 --> 00:11:21.430 align:start position:0% startups each of them does the piece of gen<00:11:19.240> St<00:11:19.639> right<00:11:20.040> some<00:11:20.200> people<00:11:20.480> do<00:11:20.680> data<00:11:21.040> prep 00:11:21.430 --> 00:11:21.440 align:start position:0% gen St right some people do data prep 00:11:21.440 --> 00:11:22.949 align:start position:0% gen St right some people do data prep some<00:11:21.600> people<00:11:21.800> do<00:11:22.000> Knowledge<00:11:22.360> Graph<00:11:22.800> some 00:11:22.949 --> 00:11:22.959 align:start position:0% some people do Knowledge Graph some 00:11:22.959 --> 00:11:25.190 align:start position:0% some people do Knowledge Graph some people<00:11:23.320> the<00:11:23.440> vector<00:11:23.839> rag<00:11:24.720> right<00:11:24.920> and<00:11:25.120> there 00:11:25.190 --> 00:11:25.200 align:start position:0% people the vector rag right and there 00:11:25.200 --> 00:11:28.430 align:start position:0% people the vector rag right and there are<00:11:25.440> different<00:11:26.079> kind<00:11:26.240> of<00:11:26.839> uh<00:11:27.240> folks<00:11:27.839> and<00:11:28.200> a<00:11:28.320> lot 00:11:28.430 --> 00:11:28.440 align:start position:0% are different kind of uh folks and a lot 00:11:28.440 --> 00:11:31.230 align:start position:0% are different kind of uh folks and a lot of<00:11:28.519> them<00:11:28.680> work<00:11:28.800> in<00:11:28.920> open<00:11:29.639> so<00:11:30.440> kind<00:11:30.600> of<00:11:30.760> you<00:11:30.839> know 00:11:31.230 --> 00:11:31.240 align:start position:0% of them work in open so kind of you know 00:11:31.240 --> 00:11:32.990 align:start position:0% of them work in open so kind of you know as<00:11:31.399> being<00:11:31.720> kind<00:11:31.839> of<00:11:32.079> commit<00:11:32.399> architect<00:11:32.800> I'm 00:11:32.990 --> 00:11:33.000 align:start position:0% as being kind of commit architect I'm 00:11:33.000 --> 00:11:35.389 align:start position:0% as being kind of commit architect I'm always<00:11:33.279> thinking<00:11:33.880> how<00:11:34.079> can<00:11:34.200> I<00:11:34.399> put<00:11:34.680> together 00:11:35.389 --> 00:11:35.399 align:start position:0% always thinking how can I put together 00:11:35.399 --> 00:11:38.470 align:start position:0% always thinking how can I put together some<00:11:35.600> kind<00:11:35.720> of<00:11:35.839> gen<00:11:36.839> stack<00:11:37.760> right<00:11:37.959> because 00:11:38.470 --> 00:11:38.480 align:start position:0% some kind of gen stack right because 00:11:38.480 --> 00:11:40.350 align:start position:0% some kind of gen stack right because people<00:11:38.680> are<00:11:38.839> starting<00:11:39.320> they<00:11:39.519> have<00:11:39.760> hard<00:11:40.040> time 00:11:40.350 --> 00:11:40.360 align:start position:0% people are starting they have hard time 00:11:40.360 --> 00:11:42.150 align:start position:0% people are starting they have hard time like<00:11:40.519> what<00:11:40.639> should<00:11:40.760> I<00:11:40.880> do<00:11:41.120> this<00:11:41.240> or<00:11:41.519> that<00:11:41.959> so 00:11:42.150 --> 00:11:42.160 align:start position:0% like what should I do this or that so 00:11:42.160 --> 00:11:43.590 align:start position:0% like what should I do this or that so what<00:11:42.279> would<00:11:42.440> be<00:11:42.560> your<00:11:42.720> advice<00:11:43.079> let's<00:11:43.279> say<00:11:43.480> you 00:11:43.590 --> 00:11:43.600 align:start position:0% what would be your advice let's say you 00:11:43.600 --> 00:11:45.629 align:start position:0% what would be your advice let's say you know<00:11:43.880> developers<00:11:44.360> are<00:11:44.560> smart<00:11:45.320> they<00:11:45.480> can 00:11:45.629 --> 00:11:45.639 align:start position:0% know developers are smart they can 00:11:45.639 --> 00:11:47.670 align:start position:0% know developers are smart they can program<00:11:46.040> various<00:11:46.320> languages<00:11:47.120> they<00:11:47.279> know<00:11:47.480> some 00:11:47.670 --> 00:11:47.680 align:start position:0% program various languages they know some 00:11:47.680 --> 00:11:50.350 align:start position:0% program various languages they know some devops<00:11:48.160> but<00:11:49.160> they're<00:11:49.320> not<00:11:49.560> AI<00:11:49.920> people<00:11:50.240> right 00:11:50.350 --> 00:11:50.360 align:start position:0% devops but they're not AI people right 00:11:50.360 --> 00:11:52.790 align:start position:0% devops but they're not AI people right so<00:11:50.560> they<00:11:50.720> come<00:11:51.200> to<00:11:51.360> you<00:11:51.800> like<00:11:52.040> and<00:11:52.480> they<00:11:52.600> ask 00:11:52.790 --> 00:11:52.800 align:start position:0% so they come to you like and they ask 00:11:52.800 --> 00:11:54.910 align:start position:0% so they come to you like and they ask you<00:11:52.959> like<00:11:53.320> Leon<00:11:53.760> you<00:11:53.880> know<00:11:54.240> it's<00:11:54.360> a<00:11:54.519> great<00:11:54.680> talk 00:11:54.910 --> 00:11:54.920 align:start position:0% you like Leon you know it's a great talk 00:11:54.920 --> 00:11:56.150 align:start position:0% you like Leon you know it's a great talk I<00:11:55.000> want<00:11:55.120> to<00:11:55.200> build<00:11:55.399> Knowledge<00:11:55.680> Graph<00:11:55.959> I<00:11:56.040> want 00:11:56.150 --> 00:11:56.160 align:start position:0% I want to build Knowledge Graph I want 00:11:56.160 --> 00:11:58.230 align:start position:0% I want to build Knowledge Graph I want to<00:11:56.279> do<00:11:56.440> this<00:11:56.600> kind<00:11:56.720> of<00:11:56.920> stuff<00:11:57.760> where<00:11:57.880> should<00:11:58.079> I 00:11:58.230 --> 00:11:58.240 align:start position:0% to do this kind of stuff where should I 00:11:58.240 --> 00:12:00.230 align:start position:0% to do this kind of stuff where should I start<00:11:58.760> and<00:11:59.040> like<00:11:59.360> what<00:11:59.519> would<00:11:59.680> be<00:11:59.800> your<00:11:59.959> advice 00:12:00.230 --> 00:12:00.240 align:start position:0% start and like what would be your advice 00:12:00.240 --> 00:12:03.470 align:start position:0% start and like what would be your advice to<00:12:00.519> people<00:12:01.519> right<00:12:02.200> who<00:12:03.000> like<00:12:03.200> are<00:12:03.320> good 00:12:03.470 --> 00:12:03.480 align:start position:0% to people right who like are good 00:12:03.480 --> 00:12:05.790 align:start position:0% to people right who like are good developers<00:12:04.040> but<00:12:04.600> not<00:12:04.800> knowledgeable<00:12:05.240> gen<00:12:05.639> and 00:12:05.790 --> 00:12:05.800 align:start position:0% developers but not knowledgeable gen and 00:12:05.800 --> 00:12:06.790 align:start position:0% developers but not knowledgeable gen and they<00:12:05.920> want<00:12:06.040> to 00:12:06.790 --> 00:12:06.800 align:start position:0% they want to 00:12:06.800 --> 00:12:09.110 align:start position:0% they want to engage<00:12:07.800> you<00:12:07.959> know<00:12:08.160> and<00:12:08.320> can<00:12:08.480> we<00:12:08.680> have<00:12:08.920> like<00:12:09.040> do 00:12:09.110 --> 00:12:09.120 align:start position:0% engage you know and can we have like do 00:12:09.120 --> 00:12:11.350 align:start position:0% engage you know and can we have like do you<00:12:09.240> think<00:12:09.399> we<00:12:09.480> can<00:12:09.720> have<00:12:09.920> this<00:12:10.600> kind<00:12:10.760> of<00:12:10.920> stack 00:12:11.350 --> 00:12:11.360 align:start position:0% you think we can have this kind of stack 00:12:11.360 --> 00:12:13.470 align:start position:0% you think we can have this kind of stack or<00:12:11.560> do<00:12:11.800> we<00:12:12.240> like<00:12:12.399> does<00:12:12.639> everybody<00:12:13.040> have<00:12:13.160> to 00:12:13.470 --> 00:12:13.480 align:start position:0% or do we like does everybody have to 00:12:13.480 --> 00:12:16.110 align:start position:0% or do we like does everybody have to pick<00:12:13.680> their<00:12:13.839> own<00:12:14.040> pieces<00:12:14.560> and<00:12:15.199> like<00:12:15.880> what's 00:12:16.110 --> 00:12:16.120 align:start position:0% pick their own pieces and like what's 00:12:16.120 --> 00:12:18.350 align:start position:0% pick their own pieces and like what's kind<00:12:16.240> of<00:12:16.360> a<00:12:16.480> good<00:12:16.839> approximation<00:12:17.839> to<00:12:18.000> an<00:12:18.120> open 00:12:18.350 --> 00:12:18.360 align:start position:0% kind of a good approximation to an open 00:12:18.360 --> 00:12:22.590 align:start position:0% kind of a good approximation to an open source<00:12:18.959> stack<00:12:19.560> MH<00:12:20.480> well<00:12:20.839> this<00:12:21.199> this<00:12:21.360> is<00:12:21.720> um 00:12:22.590 --> 00:12:22.600 align:start position:0% source stack MH well this this is um 00:12:22.600 --> 00:12:24.710 align:start position:0% source stack MH well this this is um this<00:12:22.880> this<00:12:23.199> question<00:12:23.480> is<00:12:23.680> easy<00:12:23.920> to<00:12:24.120> answer<00:12:24.480> my 00:12:24.710 --> 00:12:24.720 align:start position:0% this this question is easy to answer my 00:12:24.720 --> 00:12:27.430 align:start position:0% this this question is easy to answer my simple<00:12:25.279> advice<00:12:26.160> and<00:12:26.399> the<00:12:26.600> advice<00:12:26.920> that<00:12:27.160> have 00:12:27.430 --> 00:12:27.440 align:start position:0% simple advice and the advice that have 00:12:27.440 --> 00:12:30.389 align:start position:0% simple advice and the advice that have been<00:12:27.720> giving<00:12:28.399> to<00:12:28.680> people<00:12:28.959> for<00:12:29.279> long<00:12:29.519> time<00:12:29.839> is 00:12:30.389 --> 00:12:30.399 align:start position:0% been giving to people for long time is 00:12:30.399 --> 00:12:34.590 align:start position:0% been giving to people for long time is go<00:12:30.600> to<00:12:30.839> medium<00:12:31.800> and<00:12:32.040> type<00:12:32.440> toas<00:12:33.040> ban<00:12:33.880> and<00:12:34.160> watch 00:12:34.590 --> 00:12:34.600 align:start position:0% go to medium and type toas ban and watch 00:12:34.600 --> 00:12:37.629 align:start position:0% go to medium and type toas ban and watch every<00:12:34.920> single<00:12:35.320> articles<00:12:35.880> of<00:12:36.199> his<00:12:37.040> and<00:12:37.320> just 00:12:37.629 --> 00:12:37.639 align:start position:0% every single articles of his and just 00:12:37.639 --> 00:12:40.069 align:start position:0% every single articles of his and just Implement<00:12:38.120> his<00:12:38.279> calls<00:12:38.560> it's<00:12:38.800> very<00:12:39.079> hon<00:12:39.920> very 00:12:40.069 --> 00:12:40.079 align:start position:0% Implement his calls it's very hon very 00:12:40.079 --> 00:12:42.829 align:start position:0% Implement his calls it's very hon very straightforward<00:12:41.040> and<00:12:41.199> you<00:12:41.320> will<00:12:41.560> learn<00:12:41.839> a<00:12:42.000> lot 00:12:42.829 --> 00:12:42.839 align:start position:0% straightforward and you will learn a lot 00:12:42.839 --> 00:12:46.110 align:start position:0% straightforward and you will learn a lot and<00:12:43.519> and<00:12:43.720> then<00:12:43.959> he<00:12:44.160> he's<00:12:44.360> also<00:12:44.920> uh<00:12:45.639> like<00:12:45.800> he's 00:12:46.110 --> 00:12:46.120 align:start position:0% and and then he he's also uh like he's 00:12:46.120 --> 00:12:49.069 align:start position:0% and and then he he's also uh like he's actually<00:12:46.440> here<00:12:46.959> he<00:12:47.160> he's<00:12:47.480> very<00:12:48.000> uh<00:12:48.519> he's<00:12:48.800> very 00:12:49.069 --> 00:12:49.079 align:start position:0% actually here he he's very uh he's very 00:12:49.079 --> 00:12:51.670 align:start position:0% actually here he he's very uh he's very kind<00:12:49.480> and<00:12:49.680> if<00:12:49.800> you<00:12:49.920> have<00:12:50.120> any<00:12:50.600> qu<00:12:50.959> not<00:12:51.199> not<00:12:51.519> not 00:12:51.670 --> 00:12:51.680 align:start position:0% kind and if you have any qu not not not 00:12:51.680 --> 00:12:53.350 align:start position:0% kind and if you have any qu not not not saying<00:12:52.040> that<00:12:52.399> he's<00:12:52.560> going<00:12:52.680> to<00:12:52.839> reply<00:12:53.199> to 00:12:53.350 --> 00:12:53.360 align:start position:0% saying that he's going to reply to 00:12:53.360 --> 00:12:56.230 align:start position:0% saying that he's going to reply to everyone<00:12:54.120> but<00:12:54.440> uh<00:12:54.639> he<00:12:55.000> he's<00:12:55.440> been<00:12:55.680> very<00:12:56.000> active 00:12:56.230 --> 00:12:56.240 align:start position:0% everyone but uh he he's been very active 00:12:56.240 --> 00:12:58.269 align:start position:0% everyone but uh he he's been very active on<00:12:56.440> social<00:12:56.720> medias<00:12:57.199> and<00:12:57.880> and<00:12:58.000> I<00:12:58.120> think 00:12:58.269 --> 00:12:58.279 align:start position:0% on social medias and and I think 00:12:58.279 --> 00:13:00.230 align:start position:0% on social medias and and I think hands-on<00:12:58.720> experience<00:12:59.279> very<00:12:59.480> important<00:13:00.079> and 00:13:00.230 --> 00:13:00.240 align:start position:0% hands-on experience very important and 00:13:00.240 --> 00:13:01.710 align:start position:0% hands-on experience very important and definitely<00:13:00.560> go<00:13:00.680> to<00:13:00.880> his<00:13:01.000> articles<00:13:01.519> and<00:13:01.639> you 00:13:01.710 --> 00:13:01.720 align:start position:0% definitely go to his articles and you 00:13:01.720 --> 00:13:03.670 align:start position:0% definitely go to his articles and you will<00:13:01.880> learn<00:13:02.079> a<00:13:02.240> lot<00:13:02.680> byting<00:13:03.079> hands<00:13:03.320> off<00:13:03.519> from 00:13:03.670 --> 00:13:03.680 align:start position:0% will learn a lot byting hands off from 00:13:03.680 --> 00:13:06.389 align:start position:0% will learn a lot byting hands off from his<00:13:03.800> CL<00:13:04.600> fantastic<00:13:05.120> well<00:13:05.320> thank<00:13:05.480> you<00:13:05.639> Le<00:13:06.160> we 00:13:06.389 --> 00:13:06.399 align:start position:0% his CL fantastic well thank you Le we 00:13:06.399 --> 00:13:09.189 align:start position:0% his CL fantastic well thank you Le we appreciate<00:13:06.839> it<00:13:07.680> and 00:13:09.189 --> 00:13:09.199 align:start position:0% appreciate it and 00:13:09.199 --> 00:13:12.590 align:start position:0% appreciate it and uh<00:13:10.199> hold<00:13:10.440> on<00:13:10.720> we're<00:13:10.880> gonna<00:13:11.600> talk<00:13:11.760> to<00:13:11.959> toas<00:13:12.480> in 00:13:12.590 --> 00:13:12.600 align:start position:0% uh hold on we're gonna talk to toas in 00:13:12.600 --> 00:13:17.240 align:start position:0% uh hold on we're gonna talk to toas in the<00:13:12.760> minut<00:13:13.320> thank<00:13:13.480> you<00:13:13.639> very<00:13:13.760> much<00:13:14.079> thank<00:13:14.240> you