WEBVTT Kind: captions Language: en 00:00:12.200 --> 00:00:14.589 align:start position:0% hello<00:00:12.440> everybody<00:00:13.240> my<00:00:13.400> name<00:00:13.519> is<00:00:13.639> Alexi<00:00:14.000> kro<00:00:14.480> I'm 00:00:14.589 --> 00:00:14.599 align:start position:0% hello everybody my name is Alexi kro I'm 00:00:14.599 --> 00:00:16.670 align:start position:0% hello everybody my name is Alexi kro I'm the<00:00:14.719> founder<00:00:15.080> and<00:00:15.240> organizer<00:00:15.719> of<00:00:15.920> B<00:00:16.080> area<00:00:16.359> AI 00:00:16.670 --> 00:00:16.680 align:start position:0% the founder and organizer of B area AI 00:00:16.680 --> 00:00:19.189 align:start position:0% the founder and organizer of B area AI which<00:00:16.800> is<00:00:16.920> the<00:00:17.039> most<00:00:17.320> established<00:00:18.279> AI<00:00:18.800> up<00:00:19.080> in 00:00:19.189 --> 00:00:19.199 align:start position:0% which is the most established AI up in 00:00:19.199 --> 00:00:21.390 align:start position:0% which is the most established AI up in the<00:00:19.359> Bay<00:00:19.640> Area<00:00:20.199> in<00:00:20.400> the<00:00:20.519> world<00:00:21.000> running 00:00:21.390 --> 00:00:21.400 align:start position:0% the Bay Area in the world running 00:00:21.400 --> 00:00:25.630 align:start position:0% the Bay Area in the world running continuously<00:00:22.320> for<00:00:22.560> 10<00:00:22.840> years<00:00:23.320> in<00:00:23.599> Vera<00:00:24.480> in<00:00:24.800> the 00:00:25.630 --> 00:00:25.640 align:start position:0% continuously for 10 years in Vera in the 00:00:25.640 --> 00:00:27.150 align:start position:0% continuously for 10 years in Vera in the headquarters<00:00:26.160> of<00:00:26.359> the<00:00:26.519> best<00:00:26.760> technical 00:00:27.150 --> 00:00:27.160 align:start position:0% headquarters of the best technical 00:00:27.160 --> 00:00:28.429 align:start position:0% headquarters of the best technical companies<00:00:27.480> in<00:00:27.560> the<00:00:27.679> world<00:00:27.920> today<00:00:28.160> we're<00:00:28.320> at 00:00:28.429 --> 00:00:28.439 align:start position:0% companies in the world today we're at 00:00:28.439 --> 00:00:30.509 align:start position:0% companies in the world today we're at GitHub<00:00:28.920> you<00:00:29.000> see<00:00:29.199> all<00:00:29.400> the<00:00:30.039> developer 00:00:30.509 --> 00:00:30.519 align:start position:0% GitHub you see all the developer 00:00:30.519 --> 00:00:32.709 align:start position:0% GitHub you see all the developer activity<00:00:30.880> happening<00:00:31.240> right<00:00:31.439> behind<00:00:31.720> us<00:00:32.439> it's 00:00:32.709 --> 00:00:32.719 align:start position:0% activity happening right behind us it's 00:00:32.719 --> 00:00:35.990 align:start position:0% activity happening right behind us it's the<00:00:32.920> live<00:00:33.320> dashboard<00:00:34.360> and<00:00:35.360> uh<00:00:35.480> tonight<00:00:35.800> we 00:00:35.990 --> 00:00:36.000 align:start position:0% the live dashboard and uh tonight we 00:00:36.000 --> 00:00:38.430 align:start position:0% the live dashboard and uh tonight we have<00:00:36.239> a<00:00:36.360> meop<00:00:37.120> uh<00:00:37.200> which<00:00:37.399> covers<00:00:37.719> several<00:00:38.200> key 00:00:38.430 --> 00:00:38.440 align:start position:0% have a meop uh which covers several key 00:00:38.440 --> 00:00:42.229 align:start position:0% have a meop uh which covers several key topics<00:00:38.719> in<00:00:38.920> AI<00:00:39.840> uh<00:00:40.000> programming<00:00:40.840> uh<00:00:41.000> it's<00:00:41.320> DP 00:00:42.229 --> 00:00:42.239 align:start position:0% topics in AI uh programming uh it's DP 00:00:42.239 --> 00:00:44.670 align:start position:0% topics in AI uh programming uh it's DP PR<00:00:42.600> from<00:00:42.800> Stanford<00:00:43.680> rigorous<00:00:44.120> way<00:00:44.239> to<00:00:44.399> program 00:00:44.670 --> 00:00:44.680 align:start position:0% PR from Stanford rigorous way to program 00:00:44.680 --> 00:00:47.630 align:start position:0% PR from Stanford rigorous way to program LMS<00:00:45.160> and<00:00:45.280> we<00:00:45.480> have<00:00:46.120> serious<00:00:46.760> about<00:00:47.000> rag<00:00:47.360> so<00:00:47.480> we 00:00:47.630 --> 00:00:47.640 align:start position:0% LMS and we have serious about rag so we 00:00:47.640 --> 00:00:51.069 align:start position:0% LMS and we have serious about rag so we have<00:00:48.640> uh<00:00:48.800> rag<00:00:49.640> Vector<00:00:49.960> rag<00:00:50.199> we<00:00:50.320> have<00:00:50.480> graph<00:00:50.760> rag 00:00:51.069 --> 00:00:51.079 align:start position:0% have uh rag Vector rag we have graph rag 00:00:51.079 --> 00:00:55.229 align:start position:0% have uh rag Vector rag we have graph rag we<00:00:51.239> have<00:00:51.600> several<00:00:51.960> speakers<00:00:52.920> and<00:00:53.800> uh<00:00:54.559> uh<00:00:54.960> today 00:00:55.229 --> 00:00:55.239 align:start position:0% we have several speakers and uh uh today 00:00:55.239 --> 00:00:56.910 align:start position:0% we have several speakers and uh uh today I<00:00:55.359> have<00:00:55.480> with<00:00:55.600> me<00:00:55.760> JN<00:00:56.000> Chen<00:00:56.359> who<00:00:56.520> is<00:00:56.640> the<00:00:56.800> head 00:00:56.910 --> 00:00:56.920 align:start position:0% I have with me JN Chen who is the head 00:00:56.920 --> 00:00:58.910 align:start position:0% I have with me JN Chen who is the head of<00:00:57.039> system<00:00:57.280> and<00:00:57.440> development<00:00:57.800> relations<00:00:58.719> at 00:00:58.910 --> 00:00:58.920 align:start position:0% of system and development relations at 00:00:58.920 --> 00:01:02.310 align:start position:0% of system and development relations at zillis<00:01:00.000> and<00:01:00.079> the<00:01:00.239> database<00:01:00.680> called<00:01:01.320> Milos 00:01:02.310 --> 00:01:02.320 align:start position:0% zillis and the database called Milos 00:01:02.320 --> 00:01:04.750 align:start position:0% zillis and the database called Milos welcome<00:01:02.640> John<00:01:03.320> well<00:01:03.559> thanks<00:01:03.719> for<00:01:03.960> having<00:01:04.199> me 00:01:04.750 --> 00:01:04.760 align:start position:0% welcome John well thanks for having me 00:01:04.760 --> 00:01:06.390 align:start position:0% welcome John well thanks for having me yes<00:01:05.080> thank<00:01:05.239> you<00:01:05.400> thanks<00:01:05.560> a<00:01:05.680> lot<00:01:05.920> so<00:01:06.080> you're<00:01:06.280> one 00:01:06.390 --> 00:01:06.400 align:start position:0% yes thank you thanks a lot so you're one 00:01:06.400 --> 00:01:09.190 align:start position:0% yes thank you thanks a lot so you're one of<00:01:06.520> the<00:01:06.600> leading<00:01:07.200> open<00:01:07.759> source<00:01:08.759> uh<00:01:08.920> rare 00:01:09.190 --> 00:01:09.200 align:start position:0% of the leading open source uh rare 00:01:09.200 --> 00:01:11.950 align:start position:0% of the leading open source uh rare company<00:01:09.479> so<00:01:09.640> tell<00:01:09.799> us<00:01:09.920> a<00:01:10.040> little<00:01:10.200> bit<00:01:10.799> you<00:01:10.960> know 00:01:11.950 --> 00:01:11.960 align:start position:0% company so tell us a little bit you know 00:01:11.960 --> 00:01:14.550 align:start position:0% company so tell us a little bit you know uh<00:01:12.119> it's<00:01:12.280> fairly<00:01:12.680> recent<00:01:13.159> so<00:01:13.560> how<00:01:13.799> did<00:01:14.080> you 00:01:14.550 --> 00:01:14.560 align:start position:0% uh it's fairly recent so how did you 00:01:14.560 --> 00:01:16.830 align:start position:0% uh it's fairly recent so how did you this<00:01:14.880> you<00:01:15.000> know<00:01:15.600> project<00:01:16.000> started<00:01:16.520> how<00:01:16.640> did 00:01:16.830 --> 00:01:16.840 align:start position:0% this you know project started how did 00:01:16.840 --> 00:01:20.109 align:start position:0% this you know project started how did you<00:01:17.040> become<00:01:17.880> the<00:01:18.159> head<00:01:18.320> of<00:01:18.520> devil<00:01:19.400> uh<00:01:19.520> and<00:01:19.759> how 00:01:20.109 --> 00:01:20.119 align:start position:0% you become the head of devil uh and how 00:01:20.119 --> 00:01:23.310 align:start position:0% you become the head of devil uh and how basically<00:01:20.520> you<00:01:20.640> see<00:01:20.840> all<00:01:21.040> this<00:01:21.960> uh<00:01:22.360> new<00:01:22.640> area 00:01:23.310 --> 00:01:23.320 align:start position:0% basically you see all this uh new area 00:01:23.320 --> 00:01:26.310 align:start position:0% basically you see all this uh new area unfolding<00:01:24.320> well<00:01:24.640> yeah<00:01:24.840> yeah<00:01:24.960> sure<00:01:25.600> um<00:01:25.759> so 00:01:26.310 --> 00:01:26.320 align:start position:0% unfolding well yeah yeah sure um so 00:01:26.320 --> 00:01:29.270 align:start position:0% unfolding well yeah yeah sure um so everything<00:01:26.680> started<00:01:27.200> from<00:01:27.799> um<00:01:27.960> 2019<00:01:28.640> 2020 00:01:29.270 --> 00:01:29.280 align:start position:0% everything started from um 2019 2020 00:01:29.280 --> 00:01:31.190 align:start position:0% everything started from um 2019 2020 when<00:01:29.439> we<00:01:29.560> started<00:01:30.000> to<00:01:30.119> build<00:01:30.400> the<00:01:30.560> first<00:01:30.920> open 00:01:31.190 --> 00:01:31.200 align:start position:0% when we started to build the first open 00:01:31.200 --> 00:01:32.870 align:start position:0% when we started to build the first open source<00:01:31.439> Vector<00:01:31.799> database<00:01:32.280> in<00:01:32.399> the<00:01:32.520> world 00:01:32.870 --> 00:01:32.880 align:start position:0% source Vector database in the world 00:01:32.880 --> 00:01:35.670 align:start position:0% source Vector database in the world which<00:01:33.000> is<00:01:33.159> called<00:01:33.479> Milas<00:01:34.479> um<00:01:34.720> and<00:01:34.960> the<00:01:35.200> company 00:01:35.670 --> 00:01:35.680 align:start position:0% which is called Milas um and the company 00:01:35.680 --> 00:01:38.190 align:start position:0% which is called Milas um and the company behind<00:01:36.079> this<00:01:36.320> is<00:01:36.560> zillis<00:01:37.119> so<00:01:37.479> I<00:01:37.600> know<00:01:37.880> we<00:01:38.040> have 00:01:38.190 --> 00:01:38.200 align:start position:0% behind this is zillis so I know we have 00:01:38.200 --> 00:01:40.310 align:start position:0% behind this is zillis so I know we have two<00:01:38.399> names<00:01:38.720> so<00:01:38.880> it<00:01:39.040> created<00:01:39.479> some<00:01:39.680> confusion 00:01:40.310 --> 00:01:40.320 align:start position:0% two names so it created some confusion 00:01:40.320 --> 00:01:43.149 align:start position:0% two names so it created some confusion for<00:01:40.520> the<00:01:40.640> users<00:01:41.560> um<00:01:41.799> but<00:01:42.000> yeah<00:01:42.119> we<00:01:42.240> are<00:01:42.640> uh<00:01:43.040> um 00:01:43.149 --> 00:01:43.159 align:start position:0% for the users um but yeah we are uh um 00:01:43.159 --> 00:01:45.429 align:start position:0% for the users um but yeah we are uh um we<00:01:43.320> donated<00:01:43.840> the<00:01:44.040> mil<00:01:44.560> product<00:01:44.840> to<00:01:45.000> Linux 00:01:45.429 --> 00:01:45.439 align:start position:0% we donated the mil product to Linux 00:01:45.439 --> 00:01:49.069 align:start position:0% we donated the mil product to Linux Foundation<00:01:45.960> data<00:01:46.280> and<00:01:46.600> AI<00:01:47.600> um<00:01:48.360> but<00:01:48.520> till<00:01:48.759> today 00:01:49.069 --> 00:01:49.079 align:start position:0% Foundation data and AI um but till today 00:01:49.079 --> 00:01:51.030 align:start position:0% Foundation data and AI um but till today we're<00:01:49.320> still<00:01:49.680> the<00:01:50.119> uh<00:01:50.280> the<00:01:50.399> main<00:01:50.920> uh 00:01:51.030 --> 00:01:51.040 align:start position:0% we're still the uh the main uh 00:01:51.040 --> 00:01:52.709 align:start position:0% we're still the uh the main uh contributor<00:01:51.680> and<00:01:51.840> maintainer<00:01:52.399> of<00:01:52.560> the 00:01:52.709 --> 00:01:52.719 align:start position:0% contributor and maintainer of the 00:01:52.719 --> 00:01:55.310 align:start position:0% contributor and maintainer of the project<00:01:53.079> M<00:01:53.600> and<00:01:53.680> it<00:01:53.920> has<00:01:54.079> been<00:01:54.640> very<00:01:54.960> popular 00:01:55.310 --> 00:01:55.320 align:start position:0% project M and it has been very popular 00:01:55.320 --> 00:01:58.630 align:start position:0% project M and it has been very popular among<00:01:55.560> the<00:01:55.680> developers<00:01:56.320> it<00:01:56.520> now<00:01:56.840> has<00:01:57.640> 29k 00:01:58.630 --> 00:01:58.640 align:start position:0% among the developers it now has 29k 00:01:58.640 --> 00:02:01.310 align:start position:0% among the developers it now has 29k stars<00:01:59.640> um<00:01:59.960> so<00:02:00.200> yeah<00:02:00.439> really<00:02:00.759> really<00:02:00.960> awesome 00:02:01.310 --> 00:02:01.320 align:start position:0% stars um so yeah really really awesome 00:02:01.320 --> 00:02:04.670 align:start position:0% stars um so yeah really really awesome numbers<00:02:02.200> um<00:02:02.360> we<00:02:02.560> love<00:02:03.000> to<00:02:03.520> contribute<00:02:04.320> and<00:02:04.479> to 00:02:04.670 --> 00:02:04.680 align:start position:0% numbers um we love to contribute and to 00:02:04.680 --> 00:02:07.270 align:start position:0% numbers um we love to contribute and to create<00:02:05.039> the<00:02:05.200> value<00:02:05.560> to<00:02:05.799> the<00:02:06.079> community<00:02:06.840> so<00:02:07.119> at 00:02:07.270 --> 00:02:07.280 align:start position:0% create the value to the community so at 00:02:07.280 --> 00:02:11.190 align:start position:0% create the value to the community so at the<00:02:07.560> very<00:02:07.920> early<00:02:08.319> days<00:02:08.640> of<00:02:08.840> M<00:02:09.239> us<00:02:09.720> um<00:02:10.039> you<00:02:10.200> know 00:02:11.190 --> 00:02:11.200 align:start position:0% the very early days of M us um you know 00:02:11.200 --> 00:02:13.470 align:start position:0% the very early days of M us um you know probably<00:02:11.879> most<00:02:12.120> of<00:02:12.319> the<00:02:12.520> users<00:02:12.959> of<00:02:13.160> vector 00:02:13.470 --> 00:02:13.480 align:start position:0% probably most of the users of vector 00:02:13.480 --> 00:02:16.030 align:start position:0% probably most of the users of vector search<00:02:13.760> were<00:02:14.040> in<00:02:14.239> the<00:02:14.599> uh<00:02:14.680> recommender<00:02:15.360> system 00:02:16.030 --> 00:02:16.040 align:start position:0% search were in the uh recommender system 00:02:16.040 --> 00:02:18.830 align:start position:0% search were in the uh recommender system and<00:02:16.360> you<00:02:16.480> know<00:02:16.680> machine<00:02:16.959> learning<00:02:17.680> um<00:02:17.920> domain 00:02:18.830 --> 00:02:18.840 align:start position:0% and you know machine learning um domain 00:02:18.840 --> 00:02:21.430 align:start position:0% and you know machine learning um domain but<00:02:19.239> however<00:02:19.640> over<00:02:19.920> the<00:02:20.160> time<00:02:20.800> as<00:02:21.040> the<00:02:21.360> you 00:02:21.430 --> 00:02:21.440 align:start position:0% but however over the time as the you 00:02:21.440 --> 00:02:23.589 align:start position:0% but however over the time as the you know<00:02:21.680> AI<00:02:22.000> is<00:02:22.239> really<00:02:22.519> democratizing<00:02:23.480> the 00:02:23.589 --> 00:02:23.599 align:start position:0% know AI is really democratizing the 00:02:23.599 --> 00:02:27.309 align:start position:0% know AI is really democratizing the whole<00:02:24.000> stack<00:02:24.440> of<00:02:25.080> um<00:02:25.280> AI<00:02:25.640> power<00:02:26.040> search<00:02:27.040> uh<00:02:27.160> we 00:02:27.309 --> 00:02:27.319 align:start position:0% whole stack of um AI power search uh we 00:02:27.319 --> 00:02:29.550 align:start position:0% whole stack of um AI power search uh we have<00:02:27.440> seen<00:02:27.680> more<00:02:27.840> and<00:02:27.959> more<00:02:28.200> users<00:02:29.200> um<00:02:29.440> like 00:02:29.550 --> 00:02:29.560 align:start position:0% have seen more and more users um like 00:02:29.560 --> 00:02:31.630 align:start position:0% have seen more and more users um like full<00:02:30.080> like<00:02:30.319> web<00:02:30.599> developers<00:02:31.280> mobile 00:02:31.630 --> 00:02:31.640 align:start position:0% full like web developers mobile 00:02:31.640 --> 00:02:33.350 align:start position:0% full like web developers mobile developers<00:02:32.239> who<00:02:32.440> didn't<00:02:32.760> really<00:02:33.000> have<00:02:33.120> a<00:02:33.239> lot 00:02:33.350 --> 00:02:33.360 align:start position:0% developers who didn't really have a lot 00:02:33.360 --> 00:02:34.830 align:start position:0% developers who didn't really have a lot of<00:02:33.560> experience<00:02:34.000> with<00:02:34.200> machine<00:02:34.480> learning 00:02:34.830 --> 00:02:34.840 align:start position:0% of experience with machine learning 00:02:34.840 --> 00:02:37.190 align:start position:0% of experience with machine learning start<00:02:35.120> to<00:02:35.280> use<00:02:35.560> Vector<00:02:35.920> search<00:02:36.560> and<00:02:36.680> start<00:02:36.959> to 00:02:37.190 --> 00:02:37.200 align:start position:0% start to use Vector search and start to 00:02:37.200 --> 00:02:40.470 align:start position:0% start to use Vector search and start to embrace<00:02:38.000> the<00:02:38.239> power<00:02:38.599> of<00:02:38.800> semantic<00:02:39.360> search<00:02:40.360> uh 00:02:40.470 --> 00:02:40.480 align:start position:0% embrace the power of semantic search uh 00:02:40.480 --> 00:02:42.830 align:start position:0% embrace the power of semantic search uh into<00:02:40.879> their<00:02:41.400> uh<00:02:41.560> technical<00:02:42.200> uh<00:02:42.400> into<00:02:42.680> their 00:02:42.830 --> 00:02:42.840 align:start position:0% into their uh technical uh into their 00:02:42.840 --> 00:02:47.270 align:start position:0% into their uh technical uh into their tax<00:02:43.159> stack<00:02:44.159> so<00:02:44.800> this<00:02:44.920> is<00:02:45.400> um<00:02:45.680> really<00:02:46.319> a<00:02:46.800> a<00:02:46.959> great 00:02:47.270 --> 00:02:47.280 align:start position:0% tax stack so this is um really a a great 00:02:47.280 --> 00:02:51.350 align:start position:0% tax stack so this is um really a a great time<00:02:47.760> to<00:02:48.239> you<00:02:48.360> know<00:02:48.840> um<00:02:50.040> democratize<00:02:51.040> the<00:02:51.239> the 00:02:51.350 --> 00:02:51.360 align:start position:0% time to you know um democratize the the 00:02:51.360 --> 00:02:54.110 align:start position:0% time to you know um democratize the the very<00:02:51.720> complex<00:02:52.239> AI<00:02:52.519> stack<00:02:52.920> which<00:02:53.120> was<00:02:53.360> used 00:02:54.110 --> 00:02:54.120 align:start position:0% very complex AI stack which was used 00:02:54.120 --> 00:02:56.990 align:start position:0% very complex AI stack which was used which<00:02:54.319> was<00:02:54.879> um<00:02:55.319> only<00:02:55.720> available<00:02:56.239> to<00:02:56.640> large 00:02:56.990 --> 00:02:57.000 align:start position:0% which was um only available to large 00:02:57.000 --> 00:02:59.630 align:start position:0% which was um only available to large teams<00:02:57.560> like<00:02:58.000> with<00:02:58.280> hundreds<00:02:58.720> of<00:02:59.200> people<00:02:59.519> in 00:02:59.630 --> 00:02:59.640 align:start position:0% teams like with hundreds of people in 00:02:59.640 --> 00:03:03.270 align:start position:0% teams like with hundreds of people in the<00:02:59.879> instructor<00:03:00.319> team<00:03:01.000> um<00:03:01.280> now<00:03:01.640> like<00:03:01.840> with<00:03:02.280> the 00:03:03.270 --> 00:03:03.280 align:start position:0% the instructor team um now like with the 00:03:03.280 --> 00:03:05.710 align:start position:0% the instructor team um now like with the uh<00:03:03.440> EAS<00:03:03.720> of<00:03:03.920> use<00:03:04.159> of<00:03:04.360> iding<00:03:04.760> models<00:03:05.120> and<00:03:05.319> Vector 00:03:05.710 --> 00:03:05.720 align:start position:0% uh EAS of use of iding models and Vector 00:03:05.720 --> 00:03:08.430 align:start position:0% uh EAS of use of iding models and Vector database<00:03:06.680> um<00:03:06.959> everyone<00:03:07.360> can<00:03:07.519> build<00:03:07.840> a<00:03:08.000> search 00:03:08.430 --> 00:03:08.440 align:start position:0% database um everyone can build a search 00:03:08.440 --> 00:03:10.830 align:start position:0% database um everyone can build a search everyone<00:03:08.879> can<00:03:09.280> embrace<00:03:09.959> you<00:03:10.080> know<00:03:10.239> rag<00:03:10.640> or 00:03:10.830 --> 00:03:10.840 align:start position:0% everyone can embrace you know rag or 00:03:10.840 --> 00:03:13.390 align:start position:0% everyone can embrace you know rag or image<00:03:11.120> search<00:03:11.440> into<00:03:11.720> their<00:03:11.959> applications<00:03:12.840> MH 00:03:13.390 --> 00:03:13.400 align:start position:0% image search into their applications MH 00:03:13.400 --> 00:03:14.949 align:start position:0% image search into their applications MH now<00:03:13.560> this<00:03:13.640> is<00:03:13.799> great<00:03:14.000> so<00:03:14.200> like<00:03:14.560> you<00:03:14.680> got<00:03:14.840> an 00:03:14.949 --> 00:03:14.959 align:start position:0% now this is great so like you got an 00:03:14.959 --> 00:03:18.550 align:start position:0% now this is great so like you got an early<00:03:15.239> start<00:03:15.599> you<00:03:15.720> were<00:03:15.920> lucky<00:03:16.760> when<00:03:17.319> CH<00:03:18.080> hit 00:03:18.550 --> 00:03:18.560 align:start position:0% early start you were lucky when CH hit 00:03:18.560 --> 00:03:21.110 align:start position:0% early start you were lucky when CH hit right<00:03:19.120> suddenly<00:03:20.080> you<00:03:20.200> know<00:03:20.560> this<00:03:20.799> kind<00:03:20.920> of 00:03:21.110 --> 00:03:21.120 align:start position:0% right suddenly you know this kind of 00:03:21.120 --> 00:03:23.350 align:start position:0% right suddenly you know this kind of whole<00:03:21.400> opportunity<00:03:22.400> happened<00:03:22.840> and<00:03:23.120> this<00:03:23.239> is 00:03:23.350 --> 00:03:23.360 align:start position:0% whole opportunity happened and this is 00:03:23.360 --> 00:03:25.869 align:start position:0% whole opportunity happened and this is interesting<00:03:23.720> because<00:03:24.720> uh<00:03:25.040> I<00:03:25.159> am<00:03:25.360> now<00:03:25.599> ai 00:03:25.869 --> 00:03:25.879 align:start position:0% interesting because uh I am now ai 00:03:25.879 --> 00:03:27.830 align:start position:0% interesting because uh I am now ai commune<00:03:26.200> architect<00:03:26.519> at<00:03:26.599> NE<00:03:27.280> which<00:03:27.519> is<00:03:27.640> an 00:03:27.830 --> 00:03:27.840 align:start position:0% commune architect at NE which is an 00:03:27.840 --> 00:03:29.949 align:start position:0% commune architect at NE which is an established<00:03:28.280> Dr<00:03:28.519> database<00:03:28.920> which<00:03:29.159> created 00:03:29.949 --> 00:03:29.959 align:start position:0% established Dr database which created 00:03:29.959 --> 00:03:31.910 align:start position:0% established Dr database which created the<00:03:30.120> segment<00:03:30.400> of<00:03:30.560> graph<00:03:30.959> databases<00:03:31.560> right<00:03:31.799> it 00:03:31.910 --> 00:03:31.920 align:start position:0% the segment of graph databases right it 00:03:31.920 --> 00:03:35.270 align:start position:0% the segment of graph databases right it exists<00:03:32.200> for<00:03:32.360> decades<00:03:33.159> and<00:03:33.319> so<00:03:33.640> it<00:03:33.920> also<00:03:34.680> is<00:03:34.920> now 00:03:35.270 --> 00:03:35.280 align:start position:0% exists for decades and so it also is now 00:03:35.280 --> 00:03:38.429 align:start position:0% exists for decades and so it also is now the<00:03:35.480> key<00:03:35.720> vehicle<00:03:36.159> to<00:03:36.799> De<00:03:36.959> hallucinate<00:03:37.439> LMS 00:03:38.429 --> 00:03:38.439 align:start position:0% the key vehicle to De hallucinate LMS 00:03:38.439 --> 00:03:40.429 align:start position:0% the key vehicle to De hallucinate LMS right<00:03:38.599> and<00:03:38.720> so<00:03:39.159> um<00:03:39.319> it's<00:03:39.439> very<00:03:39.640> interesting<00:03:40.000> so 00:03:40.429 --> 00:03:40.439 align:start position:0% right and so um it's very interesting so 00:03:40.439 --> 00:03:42.630 align:start position:0% right and so um it's very interesting so so<00:03:40.720> when<00:03:40.840> you<00:03:41.040> guys<00:03:41.159> started<00:03:41.840> like<00:03:42.360> what<00:03:42.519> was 00:03:42.630 --> 00:03:42.640 align:start position:0% so when you guys started like what was 00:03:42.640 --> 00:03:45.070 align:start position:0% so when you guys started like what was the<00:03:42.799> use<00:03:43.120> case<00:03:43.680> right<00:03:43.879> it<00:03:44.080> was<00:03:44.280> it<00:03:44.400> was<00:03:44.560> not<00:03:44.760> the 00:03:45.070 --> 00:03:45.080 align:start position:0% the use case right it was it was not the 00:03:45.080 --> 00:03:47.309 align:start position:0% the use case right it was it was not the ls<00:03:45.480> right<00:03:45.560> it<00:03:45.680> was<00:03:45.920> more<00:03:46.120> traditional<00:03:47.040> yeah<00:03:47.159> we 00:03:47.309 --> 00:03:47.319 align:start position:0% ls right it was more traditional yeah we 00:03:47.319 --> 00:03:49.270 align:start position:0% ls right it was more traditional yeah we talk<00:03:47.519> about<00:03:47.799> history<00:03:48.319> uh<00:03:48.439> I<00:03:48.519> mean<00:03:48.760> I<00:03:48.959> I<00:03:49.120> I'll 00:03:49.270 --> 00:03:49.280 align:start position:0% talk about history uh I mean I I I'll 00:03:49.280 --> 00:03:51.750 align:start position:0% talk about history uh I mean I I I'll dive<00:03:49.519> a<00:03:49.640> bit<00:03:49.840> deeper<00:03:50.200> into<00:03:50.439> that<00:03:50.879> so<00:03:51.120> actually 00:03:51.750 --> 00:03:51.760 align:start position:0% dive a bit deeper into that so actually 00:03:51.760 --> 00:03:53.910 align:start position:0% dive a bit deeper into that so actually the<00:03:51.879> history<00:03:52.280> about<00:03:52.560> myself<00:03:53.079> is<00:03:53.239> that<00:03:53.439> I<00:03:53.599> had 00:03:53.910 --> 00:03:53.920 align:start position:0% the history about myself is that I had 00:03:53.920 --> 00:03:56.309 align:start position:0% the history about myself is that I had years<00:03:54.200> of<00:03:54.799> years<00:03:55.079> of<00:03:55.360> experience<00:03:55.799> in<00:03:55.959> Search 00:03:56.309 --> 00:03:56.319 align:start position:0% years of years of experience in Search 00:03:56.319 --> 00:03:58.350 align:start position:0% years of years of experience in Search and<00:03:56.519> indexing<00:03:57.400> in<00:03:57.480> the<00:03:57.640> traditional<00:03:58.159> web 00:03:58.350 --> 00:03:58.360 align:start position:0% and indexing in the traditional web 00:03:58.360 --> 00:04:00.390 align:start position:0% and indexing in the traditional web search<00:03:58.920> image<00:03:59.159> and<00:03:59.319> video<00:03:59.480> search 00:04:00.390 --> 00:04:00.400 align:start position:0% search image and video search 00:04:00.400 --> 00:04:03.550 align:start position:0% search image and video search so<00:04:00.680> in<00:04:00.799> the<00:04:00.920> old<00:04:01.200> days<00:04:01.519> like<00:04:01.720> 5<00:04:01.959> years<00:04:02.400> ago<00:04:03.400> yeah 00:04:03.550 --> 00:04:03.560 align:start position:0% so in the old days like 5 years ago yeah 00:04:03.560 --> 00:04:05.750 align:start position:0% so in the old days like 5 years ago yeah not<00:04:03.799> that<00:04:03.959> long<00:04:04.239> ago<00:04:04.920> um<00:04:05.120> there<00:04:05.239> was<00:04:05.480> two 00:04:05.750 --> 00:04:05.760 align:start position:0% not that long ago um there was two 00:04:05.760 --> 00:04:08.149 align:start position:0% not that long ago um there was two vehicles<00:04:06.439> driving<00:04:07.040> the<00:04:07.400> innovation<00:04:08.000> of 00:04:08.149 --> 00:04:08.159 align:start position:0% vehicles driving the innovation of 00:04:08.159 --> 00:04:11.949 align:start position:0% vehicles driving the innovation of search<00:04:08.519> technology<00:04:09.079> one<00:04:09.280> is<00:04:10.079> embedding<00:04:11.079> AKA 00:04:11.949 --> 00:04:11.959 align:start position:0% search technology one is embedding AKA 00:04:11.959 --> 00:04:14.069 align:start position:0% search technology one is embedding AKA different<00:04:12.519> networks<00:04:13.079> and<00:04:13.519> all<00:04:13.680> the<00:04:13.799> data 00:04:14.069 --> 00:04:14.079 align:start position:0% different networks and all the data 00:04:14.079 --> 00:04:16.110 align:start position:0% different networks and all the data generated<00:04:14.560> from<00:04:14.799> them<00:04:15.360> and<00:04:15.480> the<00:04:15.560> other<00:04:15.799> one<00:04:15.959> is 00:04:16.110 --> 00:04:16.120 align:start position:0% generated from them and the other one is 00:04:16.120 --> 00:04:19.390 align:start position:0% generated from them and the other one is kg<00:04:16.799> Knowledge<00:04:17.239> Graph<00:04:17.759> yes<00:04:18.079> so<00:04:18.720> I<00:04:18.919> I<00:04:19.120> really 00:04:19.390 --> 00:04:19.400 align:start position:0% kg Knowledge Graph yes so I I really 00:04:19.400 --> 00:04:22.430 align:start position:0% kg Knowledge Graph yes so I I really think<00:04:19.720> that<00:04:19.959> those<00:04:20.120> are<00:04:20.440> two<00:04:21.280> um<00:04:21.680> important 00:04:22.430 --> 00:04:22.440 align:start position:0% think that those are two um important 00:04:22.440 --> 00:04:24.590 align:start position:0% think that those are two um important Technologies<00:04:23.400> Knowledge<00:04:23.880> Graph<00:04:24.199> the<00:04:24.320> way<00:04:24.479> I 00:04:24.590 --> 00:04:24.600 align:start position:0% Technologies Knowledge Graph the way I 00:04:24.600 --> 00:04:26.670 align:start position:0% Technologies Knowledge Graph the way I see<00:04:24.840> is<00:04:25.040> that<00:04:25.320> it<00:04:25.479> has<00:04:25.639> a<00:04:25.880> structured<00:04:26.479> and 00:04:26.670 --> 00:04:26.680 align:start position:0% see is that it has a structured and 00:04:26.680 --> 00:04:29.510 align:start position:0% see is that it has a structured and systematic<00:04:27.320> way<00:04:27.520> to<00:04:28.000> mining<00:04:28.759> to<00:04:28.960> to<00:04:29.080> mine<00:04:29.360> the 00:04:29.510 --> 00:04:29.520 align:start position:0% systematic way to mining to to mine the 00:04:29.520 --> 00:04:31.710 align:start position:0% systematic way to mining to to mine the dat<00:04:30.000> the<00:04:30.199> information<00:04:30.759> out<00:04:30.960> of<00:04:31.280> the<00:04:31.479> you<00:04:31.560> know 00:04:31.710 --> 00:04:31.720 align:start position:0% dat the information out of the you know 00:04:31.720 --> 00:04:33.950 align:start position:0% dat the information out of the you know unstructured<00:04:32.280> data<00:04:32.840> and<00:04:33.000> Vector<00:04:33.320> embedding 00:04:33.950 --> 00:04:33.960 align:start position:0% unstructured data and Vector embedding 00:04:33.960 --> 00:04:37.950 align:start position:0% unstructured data and Vector embedding is<00:04:34.280> a<00:04:35.160> again<00:04:35.800> um<00:04:36.240> efficient<00:04:37.000> systematic<00:04:37.680> way 00:04:37.950 --> 00:04:37.960 align:start position:0% is a again um efficient systematic way 00:04:37.960 --> 00:04:42.150 align:start position:0% is a again um efficient systematic way to<00:04:38.360> you<00:04:38.479> know<00:04:38.680> encode<00:04:39.560> to<00:04:39.880> extract<00:04:40.759> the<00:04:41.759> um<00:04:42.039> you 00:04:42.150 --> 00:04:42.160 align:start position:0% to you know encode to extract the um you 00:04:42.160 --> 00:04:44.350 align:start position:0% to you know encode to extract the um you know<00:04:42.400> representation<00:04:43.280> to<00:04:43.520> extract<00:04:43.960> the<00:04:44.160> the 00:04:44.350 --> 00:04:44.360 align:start position:0% know representation to extract the the 00:04:44.360 --> 00:04:46.230 align:start position:0% know representation to extract the the essence<00:04:44.919> of<00:04:45.080> the<00:04:45.199> semantic<00:04:45.800> out<00:04:45.960> of<00:04:46.080> the 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position:0% of understanding the the like joint amount<00:04:54.600> of<00:04:55.120> unstructured<00:04:55.759> data<00:04:56.000> in<00:04:56.080> the<00:04:56.199> world 00:04:56.550 --> 00:04:56.560 align:start position:0% amount of unstructured data in the world 00:04:56.560 --> 00:04:59.070 align:start position:0% amount of unstructured data in the world because<00:04:56.840> you<00:04:56.960> know<00:04:57.440> from<00:04:57.800> the<00:04:58.479> um<00:04:58.639> even<00:04:58.880> from 00:04:59.070 --> 00:04:59.080 align:start position:0% because you know from the um even from 00:04:59.080 --> 00:05:02.029 align:start position:0% because you know from the um even from the<00:04:59.240> Y<00:04:59.840> age<00:05:00.440> um<00:05:00.720> most<00:05:00.919> of<00:05:01.080> the<00:05:01.280> information<00:05:01.880> on 00:05:02.029 --> 00:05:02.039 align:start position:0% the Y age um most of the information on 00:05:02.039 --> 00:05:03.909 align:start position:0% the Y age um most of the information on the<00:05:02.240> world<00:05:02.639> in<00:05:02.759> the<00:05:02.880> world<00:05:03.199> was<00:05:03.479> like<00:05:03.680> web 00:05:03.909 --> 00:05:03.919 align:start position:0% the world in the world was like web 00:05:03.919 --> 00:05:07.270 align:start position:0% the world in the world was like web pages<00:05:04.800> and<00:05:05.720> there<00:05:05.880> wasn't<00:05:06.320> really<00:05:06.680> that<00:05:06.880> much 00:05:07.270 --> 00:05:07.280 align:start position:0% pages and there wasn't really that much 00:05:07.280 --> 00:05:09.909 align:start position:0% pages and there wasn't really that much structure<00:05:07.840> data<00:05:08.320> yes<00:05:08.680> yeah<00:05:09.160> um<00:05:09.360> so<00:05:09.600> that<00:05:09.800> in 00:05:09.909 --> 00:05:09.919 align:start position:0% structure data yes yeah um so that in 00:05:09.919 --> 00:05:11.670 align:start position:0% structure data yes yeah um so that in order<00:05:10.199> to<00:05:10.400> tackle<00:05:10.759> this<00:05:11.000> problem<00:05:11.320> we<00:05:11.479> really 00:05:11.670 --> 00:05:11.680 align:start position:0% order to tackle this problem we really 00:05:11.680 --> 00:05:13.749 align:start position:0% order to tackle this problem we really need<00:05:12.199> some<00:05:12.800> rather<00:05:13.039> than<00:05:13.199> you<00:05:13.320> know<00:05:13.479> having 00:05:13.749 --> 00:05:13.759 align:start position:0% need some rather than you know having 00:05:13.759 --> 00:05:15.830 align:start position:0% need some rather than you know having human<00:05:14.039> labor<00:05:14.440> to<00:05:14.720> to<00:05:15.039> you<00:05:15.120> know<00:05:15.280> label<00:05:15.680> the 00:05:15.830 --> 00:05:15.840 align:start position:0% human labor to to you know label the 00:05:15.840 --> 00:05:18.550 align:start position:0% human labor to to you know label the data<00:05:16.160> to<00:05:16.400> do<00:05:16.680> annotations<00:05:17.520> we<00:05:17.680> need<00:05:17.840> a<00:05:18.039> more 00:05:18.550 --> 00:05:18.560 align:start position:0% data to do annotations we need a more 00:05:18.560 --> 00:05:21.390 align:start position:0% data to do annotations we need a more scalable<00:05:19.479> a<00:05:19.639> more<00:05:20.080> systematical<00:05:20.720> way<00:05:20.960> and<00:05:21.120> de 00:05:21.390 --> 00:05:21.400 align:start position:0% scalable a more systematical way and de 00:05:21.400 --> 00:05:23.749 align:start position:0% scalable a more systematical way and de neural<00:05:21.680> network<00:05:22.240> and<00:05:22.720> knowledge<00:05:23.319> knowledge 00:05:23.749 --> 00:05:23.759 align:start position:0% neural network and knowledge knowledge 00:05:23.759 --> 00:05:25.830 align:start position:0% neural network and knowledge knowledge engineering<00:05:24.360> are<00:05:25.000> very<00:05:25.319> important 00:05:25.830 --> 00:05:25.840 align:start position:0% engineering are very important 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uh<00:05:33.600> graph<00:05:33.919> database<00:05:34.560> are<00:05:35.039> popular<00:05:35.440> and 00:05:35.629 --> 00:05:35.639 align:start position:0% and uh graph database are popular and 00:05:35.639 --> 00:05:38.070 align:start position:0% and uh graph database are popular and continue<00:05:36.039> will<00:05:36.240> continue<00:05:36.600> to<00:05:36.759> be<00:05:37.000> pro<00:05:37.639> pro 00:05:38.070 --> 00:05:38.080 align:start position:0% continue will continue to be pro pro 00:05:38.080 --> 00:05:41.070 align:start position:0% continue will continue to be pro pro Prosper<00:05:38.919> yes<00:05:39.360> you<00:05:39.520> know<00:05:39.680> it's<00:05:39.880> interesting<00:05:40.520> I 00:05:41.070 --> 00:05:41.080 align:start position:0% Prosper yes you know it's interesting I 00:05:41.080 --> 00:05:43.629 align:start position:0% Prosper yes you know it's interesting I when<00:05:41.240> I<00:05:41.400> basically<00:05:42.280> started<00:05:42.759> to<00:05:43.120> follow<00:05:43.520> the 00:05:43.629 --> 00:05:43.639 align:start position:0% when I basically started to follow the 00:05:43.639 --> 00:05:45.390 align:start position:0% when I basically started to follow the commun<00:05:44.039> events<00:05:44.360> you<00:05:44.560> were<00:05:44.800> guys<00:05:44.960> were<00:05:45.160> one<00:05:45.280> of 00:05:45.390 --> 00:05:45.400 align:start position:0% commun events you were guys were one of 00:05:45.400 --> 00:05:48.150 align:start position:0% commun events you were guys were one of the<00:05:45.680> first<00:05:46.479> who<00:05:46.639> started<00:05:47.039> popularizing<00:05:47.680> the<00:05:47.840> r 00:05:48.150 --> 00:05:48.160 align:start position:0% the first who started popularizing the r 00:05:48.160 --> 00:05:49.909 align:start position:0% the first who started popularizing the r right<00:05:48.319> like<00:05:48.440> I<00:05:48.520> think<00:05:48.960> one<00:05:49.080> of<00:05:49.240> the<00:05:49.360> first 00:05:49.909 --> 00:05:49.919 align:start position:0% right like I think one of the first 00:05:49.919 --> 00:05:52.510 align:start position:0% right like I think one of the first events<00:05:50.400> I've<00:05:50.520> seen<00:05:51.240> where<00:05:51.440> your<00:05:51.880> Mups<00:05:52.360> and 00:05:52.510 --> 00:05:52.520 align:start position:0% events I've seen where your Mups and 00:05:52.520 --> 00:05:54.110 align:start position:0% events I've seen where your Mups and what<00:05:52.720> was<00:05:52.919> super<00:05:53.120> interesting<00:05:53.479> to<00:05:53.560> me 00:05:54.110 --> 00:05:54.120 align:start position:0% what was super interesting to me 00:05:54.120 --> 00:05:55.990 align:start position:0% what was super interesting to me majority<00:05:54.560> of<00:05:54.680> the<00:05:54.800> people<00:05:55.160> were<00:05:55.639> not<00:05:55.840> the 00:05:55.990 --> 00:05:56.000 align:start position:0% majority of the people were not the 00:05:56.000 --> 00:05:58.350 align:start position:0% majority of the people were not the people<00:05:56.400> I've<00:05:56.560> seen<00:05:57.280> in<00:05:57.560> developer<00:05:57.960> commun 00:05:58.350 --> 00:05:58.360 align:start position:0% people I've seen in developer commun 00:05:58.360 --> 00:06:00.749 align:start position:0% people I've seen in developer commun before<00:05:58.560> around<00:05:58.919> developer<00:05:59.360> m<00:05:59.840> for<00:06:00.240> 10<00:06:00.520> years 00:06:00.749 --> 00:06:00.759 align:start position:0% before around developer m for 10 years 00:06:00.759 --> 00:06:02.469 align:start position:0% before around developer m for 10 years and<00:06:00.919> more<00:06:01.240> right<00:06:01.400> so<00:06:01.720> I<00:06:01.800> started<00:06:02.120> the<00:06:02.280> very 00:06:02.469 --> 00:06:02.479 align:start position:0% and more right so I started the very 00:06:02.479 --> 00:06:05.110 align:start position:0% and more right so I started the very first<00:06:02.720> Spark<00:06:02.960> M<00:06:03.160> up<00:06:03.280> with<00:06:03.639> mat<00:06:04.639> you<00:06:04.720> know<00:06:04.840> I<00:06:04.919> run 00:06:05.110 --> 00:06:05.120 align:start position:0% first Spark M up with mat you know I run 00:06:05.120 --> 00:06:07.270 align:start position:0% first Spark M up with mat you know I run the<00:06:05.199> biggest<00:06:05.440> scull<00:06:05.800> M<00:06:06.000> up<00:06:06.280> we<00:06:06.440> have<00:06:06.720> the<00:06:07.160> you 00:06:07.270 --> 00:06:07.280 align:start position:0% the biggest scull M up we have the you 00:06:07.280 --> 00:06:08.909 align:start position:0% the biggest scull M up we have the you know<00:06:07.800> apik<00:06:08.199> kovka<00:06:08.560> like<00:06:08.639> all<00:06:08.759> these 00:06:08.909 --> 00:06:08.919 align:start position:0% know apik kovka like all these 00:06:08.919 --> 00:06:10.710 align:start position:0% know apik kovka like all these distributed<00:06:09.400> systems<00:06:10.000> and<00:06:10.160> like<00:06:10.280> you<00:06:10.400> kind<00:06:10.520> of 00:06:10.710 --> 00:06:10.720 align:start position:0% distributed systems and like you kind of 00:06:10.720 --> 00:06:13.629 align:start position:0% distributed systems and like you kind of know<00:06:11.160> what<00:06:11.360> traditional<00:06:11.919> developers<00:06:12.919> do<00:06:13.520> and 00:06:13.629 --> 00:06:13.639 align:start position:0% know what traditional developers do and 00:06:13.639 --> 00:06:15.469 align:start position:0% know what traditional developers do and now<00:06:13.919> have<00:06:14.080> this<00:06:14.280> completely<00:06:14.720> new 00:06:15.469 --> 00:06:15.479 align:start position:0% now have this completely new 00:06:15.479 --> 00:06:17.350 align:start position:0% now have this completely new generational<00:06:16.080> developers<00:06:16.520> some<00:06:16.639> of<00:06:16.800> them 00:06:17.350 --> 00:06:17.360 align:start position:0% generational developers some of them 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position:0% Engineers so like I wonder how do you go about<00:06:25.280> like<00:06:25.680> teaching<00:06:26.680> uh<00:06:27.039> right<00:06:27.240> as<00:06:27.960> Le<00:06:28.720> like 00:06:28.950 --> 00:06:28.960 align:start position:0% about like teaching uh right as Le like 00:06:28.960 --> 00:06:32.589 align:start position:0% about like teaching uh right as Le like this<00:06:29.120> new<00:06:29.599> generation<00:06:30.599> of<00:06:31.160> people<00:06:31.520> coming<00:06:31.840> in 00:06:32.589 --> 00:06:32.599 align:start position:0% this new generation of people coming in 00:06:32.599 --> 00:06:34.270 align:start position:0% this new generation of people coming in right<00:06:33.120> how<00:06:33.280> do<00:06:33.400> you<00:06:33.560> kind<00:06:33.680> of<00:06:33.880> help<00:06:34.120> them 00:06:34.270 --> 00:06:34.280 align:start position:0% right how do you kind of help them 00:06:34.280 --> 00:06:38.070 align:start position:0% right how do you kind of help them become<00:06:34.639> a<00:06:35.000> Engineers<00:06:36.000> yes<00:06:36.919> with<00:06:37.199> with<00:06:37.360> with<00:06:37.599> ra 00:06:38.070 --> 00:06:38.080 align:start position:0% become a Engineers yes with with with ra 00:06:38.080 --> 00:06:40.309 align:start position:0% become a Engineers yes with with with ra you<00:06:38.199> know<00:06:38.479> talking<00:06:38.800> about<00:06:39.000> the<00:06:39.160> community<00:06:39.800> and 00:06:40.309 --> 00:06:40.319 align:start position:0% you know talking about the community and 00:06:40.319 --> 00:06:42.830 align:start position:0% you know talking about the community and um<00:06:41.120> making<00:06:41.479> friends<00:06:41.960> with<00:06:42.199> developers<00:06:42.680> and 00:06:42.830 --> 00:06:42.840 align:start position:0% um making friends with developers and 00:06:42.840 --> 00:06:45.189 align:start position:0% um making friends with developers and creating<00:06:43.240> value<00:06:43.560> I<00:06:43.680> think<00:06:44.160> like<00:06:44.400> empathy<00:06:44.960> is 00:06:45.189 --> 00:06:45.199 align:start position:0% creating value I think like empathy is 00:06:45.199 --> 00:06:47.469 align:start position:0% creating value I think like empathy is the<00:06:45.479> the<00:06:45.680> first<00:06:46.000> priority<00:06:46.560> you<00:06:46.720> need<00:06:46.919> to<00:06:47.120> know 00:06:47.469 --> 00:06:47.479 align:start position:0% the the first priority you need to know 00:06:47.479 --> 00:06:49.390 align:start position:0% the the first priority you need to know like<00:06:47.639> what<00:06:47.880> they<00:06:48.000> are<00:06:48.199> thinking<00:06:48.520> about<00:06:49.120> what's 00:06:49.390 --> 00:06:49.400 align:start position:0% like what they are thinking about what's 00:06:49.400 --> 00:06:52.909 align:start position:0% like what they are thinking about what's their<00:06:50.240> um<00:06:50.520> you<00:06:50.639> know<00:06:51.120> um<00:06:52.000> the<00:06:52.199> the<00:06:52.319> challenges 00:06:52.909 --> 00:06:52.919 align:start position:0% their um you know um the the challenges 00:06:52.919 --> 00:06:56.350 align:start position:0% their um you know um the the challenges that<00:06:53.039> they<00:06:53.160> are<00:06:53.319> facing<00:06:54.240> um<00:06:54.360> so<00:06:54.919> that<00:06:55.919> despite 00:06:56.350 --> 00:06:56.360 align:start position:0% that they are facing um so that despite 00:06:56.360 --> 00:07:00.110 align:start position:0% that they are facing um so that despite that<00:06:56.720> um<00:06:56.919> most<00:06:57.160> of<00:06:58.160> of<00:06:58.360> us<00:06:59.080> uh<00:06:59.240> came<00:06:59.599> from<00:06:59.879> the 00:07:00.110 --> 00:07:00.120 align:start position:0% that um most of of us uh came from the 00:07:00.120 --> 00:07:02.150 align:start position:0% that um most of of us uh came from the database<00:07:00.720> and<00:07:01.000> infrastructure<00:07:01.639> perspective 00:07:02.150 --> 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how<00:07:19.280> how<00:07:19.360> do<00:07:19.440> you<00:07:19.560> do<00:07:19.759> that<00:07:20.120> I 00:07:20.230 --> 00:07:20.240 align:start position:0% that um so how how do you do that I 00:07:20.240 --> 00:07:22.350 align:start position:0% that um so how how do you do that I think<00:07:20.639> we<00:07:20.800> are<00:07:21.160> trying<00:07:21.440> to<00:07:21.759> provide<00:07:22.080> two 00:07:22.350 --> 00:07:22.360 align:start position:0% think we are trying to provide two 00:07:22.360 --> 00:07:25.830 align:start position:0% think we are trying to provide two values<00:07:23.080> um<00:07:23.280> in<00:07:23.440> in<00:07:23.599> terms<00:07:23.879> of<00:07:24.080> this<00:07:24.800> aspect<00:07:25.599> one 00:07:25.830 --> 00:07:25.840 align:start position:0% values um in in terms of this aspect one 00:07:25.840 --> 00:07:29.710 align:start position:0% values um in in terms of this aspect one is<00:07:26.039> that<00:07:26.240> we're<00:07:26.879> um<00:07:27.759> kind<00:07:27.919> of<00:07:28.520> articulating 00:07:29.710 --> 00:07:29.720 align:start position:0% is that we're um kind of articulating 00:07:29.720 --> 00:07:33.110 align:start position:0% is that we're um kind of articulating the<00:07:30.319> machine<00:07:30.639> learning<00:07:31.160> and<00:07:31.720> Def<00:07:32.000> NE<00:07:32.280> Network 00:07:33.110 --> 00:07:33.120 align:start position:0% the machine learning and Def NE Network 00:07:33.120 --> 00:07:36.029 align:start position:0% the machine learning and Def NE Network Technologies<00:07:34.120> from<00:07:34.840> the<00:07:35.080> perspective<00:07:35.720> that 00:07:36.029 --> 00:07:36.039 align:start position:0% Technologies from the perspective that 00:07:36.039 --> 00:07:39.110 align:start position:0% Technologies from the perspective that uh<00:07:36.360> like<00:07:36.639> any<00:07:37.639> like<00:07:37.800> any<00:07:38.280> U<00:07:38.479> uh<00:07:38.599> developer 00:07:39.110 --> 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then<00:07:51.360> we<00:07:52.039> talk<00:07:52.360> about<00:07:52.840> you<00:07:52.960> know<00:07:53.120> the 00:07:53.230 --> 00:07:53.240 align:start position:0% and then we talk about you know the 00:07:53.240 --> 00:07:55.070 align:start position:0% and then we talk about you know the machine<00:07:53.560> learning<00:07:53.919> stack<00:07:54.440> not<00:07:54.680> from<00:07:54.919> the 00:07:55.070 --> 00:07:55.080 align:start position:0% machine learning stack not from the 00:07:55.080 --> 00:07:58.189 align:start position:0% machine learning stack not from the models<00:07:55.560> but<00:07:55.759> from<00:07:56.120> a<00:07:56.759> microservice<00:07:57.479> service 00:07:58.189 --> 00:07:58.199 align:start position:0% models but from a microservice service 00:07:58.199 --> 00:08:00.430 align:start position:0% models but from a microservice service aceration<00:07:58.879> perspective<00:07:59.759> and<00:07:59.919> I<00:08:00.039> think<00:08:00.240> that's 00:08:00.430 --> 00:08:00.440 align:start position:0% aceration perspective and I think that's 00:08:00.440 --> 00:08:03.110 align:start position:0% aceration perspective and I think that's also<00:08:00.680> one<00:08:00.800> of<00:08:00.960> the<00:08:01.120> reason<00:08:01.639> why<00:08:02.080> say<00:08:02.400> longchain 00:08:03.110 --> 00:08:03.120 align:start position:0% also one of the reason why say longchain 00:08:03.120 --> 00:08:04.950 align:start position:0% also one of the reason why say longchain and<00:08:03.280> Lama<00:08:03.599> index<00:08:03.960> are<00:08:04.120> so<00:08:04.319> popular<00:08:04.680> among<00:08:04.879> the 00:08:04.950 --> 00:08:04.960 align:start position:0% and Lama index are so popular among the 00:08:04.960 --> 00:08:06.469 align:start position:0% and Lama index are so popular among the community<00:08:05.400> because<00:08:05.840> they<00:08:05.919> are<00:08:06.159> really 00:08:06.469 --> 00:08:06.479 align:start position:0% community because they are really 00:08:06.479 --> 00:08:08.909 align:start position:0% community because they are really abstracting<00:08:07.120> away<00:08:07.639> those<00:08:08.039> integrities<00:08:08.759> in 00:08:08.909 --> 00:08:08.919 align:start position:0% abstracting away those integrities in 00:08:08.919 --> 00:08:11.670 align:start position:0% abstracting away those integrities in machine<00:08:09.199> learning<00:08:09.520> models<00:08:10.039> and<00:08:10.440> data<00:08:10.840> stack 00:08:11.670 --> 00:08:11.680 align:start position:0% machine learning models and data stack 00:08:11.680 --> 00:08:15.189 align:start position:0% machine learning models and data stack they<00:08:11.840> are<00:08:12.240> really<00:08:12.599> just<00:08:13.440> um<00:08:13.960> extracting<00:08:14.759> the 00:08:15.189 --> 00:08:15.199 align:start position:0% they are really just um extracting the 00:08:15.199 --> 00:08:17.430 align:start position:0% they are really just um extracting the important<00:08:15.759> pieces<00:08:16.280> which<00:08:16.440> are<00:08:16.759> say<00:08:17.159> uh<00:08:17.319> in 00:08:17.430 --> 00:08:17.440 align:start position:0% important pieces which are say uh in 00:08:17.440 --> 00:08:19.510 align:start position:0% important pieces which are say uh in long<00:08:17.680> chain<00:08:17.919> you<00:08:18.039> just<00:08:18.199> need<00:08:18.360> to<00:08:18.680> have<00:08:19.159> a<00:08:19.240> few 00:08:19.510 --> 00:08:19.520 align:start position:0% long chain you just need to have a few 00:08:19.520 --> 00:08:22.110 align:start position:0% long chain you just need to have a few components<00:08:20.080> and<00:08:20.240> then<00:08:20.400> you<00:08:21.039> um<00:08:21.159> streamline 00:08:22.110 --> 00:08:22.120 align:start position:0% components and then you um streamline 00:08:22.120 --> 00:08:25.070 align:start position:0% components and then you um streamline them<00:08:22.319> into<00:08:22.560> a<00:08:22.720> chain<00:08:23.360> L<00:08:23.680> index<00:08:24.080> do<00:08:24.840> you<00:08:24.960> know 00:08:25.070 --> 00:08:25.080 align:start position:0% them into a chain L index do you know 00:08:25.080 --> 00:08:27.749 align:start position:0% them into a chain L index do you know you<00:08:25.319> provide<00:08:25.759> abstraction<00:08:26.440> out<00:08:26.599> of<00:08:26.960> the<00:08:27.560> um 00:08:27.749 --> 00:08:27.759 align:start position:0% you provide abstraction out of the um 00:08:27.759 --> 00:08:29.950 align:start position:0% you provide abstraction out of the um the<00:08:27.919> complex<00:08:28.360> retrieval<00:08:28.919> stack<00:08:29.159> Maybe 00:08:29.950 --> 00:08:29.960 align:start position:0% the complex retrieval stack Maybe 00:08:29.960 --> 00:08:32.550 align:start position:0% the complex retrieval stack Maybe it<00:08:30.120> will<00:08:30.759> um<00:08:31.000> you<00:08:31.080> know<00:08:31.319> touch<00:08:32.000> quite<00:08:32.159> a<00:08:32.320> few 00:08:32.550 --> 00:08:32.560 align:start position:0% it will um you know touch quite a few 00:08:32.560 --> 00:08:35.750 align:start position:0% it will um you know touch quite a few pieces<00:08:33.120> but<00:08:33.599> with<00:08:33.880> this<00:08:34.279> simple<00:08:34.800> and<00:08:35.039> elegant 00:08:35.750 --> 00:08:35.760 align:start position:0% pieces but with this simple and elegant 00:08:35.760 --> 00:08:38.509 align:start position:0% pieces but with this simple and elegant abstraction<00:08:36.760> you<00:08:37.159> you<00:08:37.240> know<00:08:37.479> just<00:08:37.680> abstract 00:08:38.509 --> 00:08:38.519 align:start position:0% abstraction you you know just abstract 00:08:38.519 --> 00:08:40.750 align:start position:0% abstraction you you know just abstract away<00:08:38.800> all<00:08:38.959> of<00:08:39.120> the<00:08:39.399> complexities<00:08:40.399> and<00:08:40.560> that's 00:08:40.750 --> 00:08:40.760 align:start position:0% away all of the complexities and that's 00:08:40.760 --> 00:08:42.949 align:start position:0% away all of the complexities and that's the<00:08:41.080> similar<00:08:41.479> thing<00:08:41.880> uh<00:08:42.000> we<00:08:42.120> are<00:08:42.320> doing<00:08:42.640> here 00:08:42.949 --> 00:08:42.959 align:start position:0% the similar thing uh we are doing here 00:08:42.959 --> 00:08:46.630 align:start position:0% the similar thing uh we are doing here like<00:08:43.200> we<00:08:43.440> try<00:08:43.760> to<00:08:44.760> you<00:08:44.880> know<00:08:45.000> we<00:08:45.120> choose<00:08:45.480> to<00:08:46.000> um 00:08:46.630 --> 00:08:46.640 align:start position:0% like we try to you know we choose to um 00:08:46.640 --> 00:08:49.990 align:start position:0% like we try to you know we choose to um partner<00:08:47.200> with<00:08:47.920> um<00:08:48.160> all<00:08:48.320> of<00:08:48.519> the<00:08:48.720> awesome<00:08:49.440> R 00:08:49.990 --> 00:08:50.000 align:start position:0% partner with um all of the awesome R 00:08:50.000 --> 00:08:52.269 align:start position:0% partner with um all of the awesome R acction<00:08:50.640> Frameworks<00:08:51.480> and<00:08:51.720> evaluation 00:08:52.269 --> 00:08:52.279 align:start position:0% acction Frameworks and evaluation 00:08:52.279 --> 00:08:54.389 align:start position:0% acction Frameworks and evaluation Frameworks<00:08:52.839> out<00:08:53.080> in<00:08:53.240> their<00:08:53.720> in<00:08:53.800> the<00:08:53.959> market<00:08:54.279> in 00:08:54.389 --> 00:08:54.399 align:start position:0% Frameworks out in their in the market in 00:08:54.399 --> 00:08:56.550 align:start position:0% Frameworks out in their in the market in the<00:08:54.519> open<00:08:54.760> source<00:08:55.040> Community<00:08:55.959> um<00:08:56.160> by 00:08:56.550 --> 00:08:56.560 align:start position:0% the open source Community um by 00:08:56.560 --> 00:09:00.069 align:start position:0% the open source Community um by integrating<00:08:57.120> MERS<00:08:57.839> and<00:08:58.079> abstracting<00:08:58.720> away<00:08:59.920> um 00:09:00.069 --> 00:09:00.079 align:start position:0% integrating MERS and abstracting away um 00:09:00.079 --> 00:09:03.150 align:start position:0% integrating MERS and abstracting away um you<00:09:00.160> know<00:09:00.440> like<00:09:01.240> vector<00:09:02.000> uh<00:09:02.160> distance<00:09:02.600> Matrix 00:09:03.150 --> 00:09:03.160 align:start position:0% you know like vector uh distance Matrix 00:09:03.160 --> 00:09:05.870 align:start position:0% you know like vector uh distance Matrix and<00:09:03.320> things<00:09:03.600> like<00:09:03.800> that<00:09:04.800> uh<00:09:05.120> extract<00:09:05.560> away 00:09:05.870 --> 00:09:05.880 align:start position:0% and things like that uh extract away 00:09:05.880 --> 00:09:08.990 align:start position:0% and things like that uh extract away those<00:09:06.079> complexities<00:09:06.800> and<00:09:07.120> only<00:09:07.600> leave<00:09:08.120> the<00:09:08.720> um 00:09:08.990 --> 00:09:09.000 align:start position:0% those complexities and only leave the um 00:09:09.000 --> 00:09:11.829 align:start position:0% those complexities and only leave the um most<00:09:09.240> frequently<00:09:09.720> used<00:09:10.079> features<00:09:11.000> in<00:09:11.279> those 00:09:11.829 --> 00:09:11.839 align:start position:0% most frequently used features in those 00:09:11.839 --> 00:09:15.030 align:start position:0% most frequently used features in those um<00:09:12.519> obstructive<00:09:13.240> API<00:09:13.880> those<00:09:14.160> interface 00:09:15.030 --> 00:09:15.040 align:start position:0% um obstructive API those interface 00:09:15.040 --> 00:09:17.910 align:start position:0% um obstructive API those interface however<00:09:15.399> if<00:09:15.519> you<00:09:15.720> really<00:09:16.040> have<00:09:16.240> a<00:09:16.680> complex<00:09:17.680> um 00:09:17.910 --> 00:09:17.920 align:start position:0% however if you really have a complex um 00:09:17.920 --> 00:09:20.350 align:start position:0% however if you really have a complex um problem<00:09:18.240> to<00:09:18.519> T<00:09:18.959> tackle<00:09:19.279> and<00:09:19.440> you<00:09:19.720> need<00:09:19.880> to<00:09:20.240> like 00:09:20.350 --> 00:09:20.360 align:start position:0% problem to T tackle and you need to like 00:09:20.360 --> 00:09:23.389 align:start position:0% problem to T tackle and you need to like find<00:09:20.720> through<00:09:21.120> or<00:09:21.480> like<00:09:22.480> um<00:09:22.880> um<00:09:23.079> you<00:09:23.160> know 00:09:23.389 --> 00:09:23.399 align:start position:0% find through or like um um you know 00:09:23.399 --> 00:09:26.150 align:start position:0% find through or like um um you know customize<00:09:23.839> those<00:09:24.000> knobs<00:09:24.640> we<00:09:24.800> still<00:09:25.160> provide<00:09:25.760> a 00:09:26.150 --> 00:09:26.160 align:start position:0% customize those knobs we still provide a 00:09:26.160 --> 00:09:28.829 align:start position:0% customize those knobs we still provide a um<00:09:26.519> a<00:09:26.680> way<00:09:26.880> to<00:09:27.079> do<00:09:27.320> that<00:09:27.560> like<00:09:27.760> through<00:09:28.160> a<00:09:28.480> bench 00:09:28.829 --> 00:09:28.839 align:start position:0% um a way to do that like through a bench 00:09:28.839 --> 00:09:31.630 align:start position:0% um a way to do that like through a bench of<00:09:29.200> um<00:09:29.560> complex<00:09:30.040> knobs<00:09:30.519> for<00:09:30.720> power<00:09:30.959> users<00:09:31.519> yeah 00:09:31.630 --> 00:09:31.640 align:start position:0% of um complex knobs for power users yeah 00:09:31.640 --> 00:09:33.509 align:start position:0% of um complex knobs for power users yeah for<00:09:31.800> power<00:09:32.040> user<00:09:32.440> for<00:09:32.600> the<00:09:32.760> advanced<00:09:33.200> use 00:09:33.509 --> 00:09:33.519 align:start position:0% for power user for the advanced use 00:09:33.519 --> 00:09:36.269 align:start position:0% for power user for the advanced use cases<00:09:34.440> so<00:09:34.800> that's<00:09:34.959> one<00:09:35.160> thing<00:09:35.360> the<00:09:35.480> other<00:09:35.880> one 00:09:36.269 --> 00:09:36.279 align:start position:0% cases so that's one thing the other one 00:09:36.279 --> 00:09:38.750 align:start position:0% cases so that's one thing the other one is<00:09:36.720> just<00:09:36.920> like<00:09:37.279> what<00:09:37.480> we're<00:09:37.720> doing<00:09:38.079> today<00:09:38.600> and 00:09:38.750 --> 00:09:38.760 align:start position:0% is just like what we're doing today and 00:09:38.760 --> 00:09:41.430 align:start position:0% is just like what we're doing today and also<00:09:39.240> what<00:09:39.440> have<00:09:39.680> been<00:09:40.320> doing<00:09:40.760> a<00:09:40.880> lot<00:09:41.120> in<00:09:41.279> the 00:09:41.430 --> 00:09:41.440 align:start position:0% also what have been doing a lot in the 00:09:41.440 --> 00:09:44.750 align:start position:0% also what have been doing a lot in the GitHub<00:09:42.120> awesome<00:09:42.480> GitHub<00:09:42.839> menu<00:09:43.600> U<00:09:44.079> we<00:09:44.519> um<00:09:44.680> you 00:09:44.750 --> 00:09:44.760 align:start position:0% GitHub awesome GitHub menu U we um you 00:09:44.760 --> 00:09:47.310 align:start position:0% GitHub awesome GitHub menu U we um you know<00:09:44.880> host<00:09:45.200> the<00:09:45.360> Meetup<00:09:45.920> events<00:09:46.360> we<00:09:46.880> uh<00:09:47.040> invite 00:09:47.310 --> 00:09:47.320 align:start position:0% know host the Meetup events we uh invite 00:09:47.320 --> 00:09:49.110 align:start position:0% know host the Meetup events we uh invite the<00:09:47.440> speakers<00:09:48.160> to<00:09:48.399> talk<00:09:48.600> about<00:09:48.760> the<00:09:48.880> new 00:09:49.110 --> 00:09:49.120 align:start position:0% the speakers to talk about the new 00:09:49.120 --> 00:09:52.190 align:start position:0% the speakers to talk about the new trends<00:09:49.760> in<00:09:50.000> this<00:09:50.279> domain<00:09:51.040> so<00:09:51.200> that<00:09:51.440> we<00:09:51.959> um 00:09:52.190 --> 00:09:52.200 align:start position:0% trends in this domain so that we um 00:09:52.200 --> 00:09:55.150 align:start position:0% trends in this domain so that we um provide<00:09:52.880> you<00:09:53.000> know<00:09:53.120> useful<00:09:53.680> information<00:09:54.600> and 00:09:55.150 --> 00:09:55.160 align:start position:0% provide you know useful information and 00:09:55.160 --> 00:09:58.670 align:start position:0% provide you know useful information and like<00:09:55.640> um<00:09:56.440> best<00:09:56.800> practices<00:09:57.760> to<00:09:58.000> the<00:09:58.120> developers 00:09:58.670 --> 00:09:58.680 align:start position:0% like um best practices to the developers 00:09:58.680 --> 00:10:00.590 align:start position:0% like um best practices to the developers so<00:09:58.839> that<00:09:58.959> they<00:09:59.079> don't<00:09:59.720> like<00:09:59.839> 10<00:10:00.079> years<00:10:00.320> of 00:10:00.590 --> 00:10:00.600 align:start position:0% so that they don't like 10 years of 00:10:00.600 --> 00:10:03.550 align:start position:0% so that they don't like 10 years of experience<00:10:01.120> in<00:10:01.399> data<00:10:01.680> pipelines<00:10:02.480> M<00:10:03.240> they<00:10:03.360> can 00:10:03.550 --> 00:10:03.560 align:start position:0% experience in data pipelines M they can 00:10:03.560 --> 00:10:05.750 align:start position:0% experience in data pipelines M they can still<00:10:03.800> build<00:10:04.160> a<00:10:04.519> an<00:10:04.720> awesome<00:10:05.399> uh<00:10:05.560> like 00:10:05.750 --> 00:10:05.760 align:start position:0% still build a an awesome uh like 00:10:05.760 --> 00:10:07.750 align:start position:0% still build a an awesome uh like production<00:10:06.160> ready<00:10:06.519> data<00:10:06.720> pipeline<00:10:07.600> by 00:10:07.750 --> 00:10:07.760 align:start position:0% production ready data pipeline by 00:10:07.760 --> 00:10:10.190 align:start position:0% production ready data pipeline by leveraging<00:10:08.440> The<00:10:08.760> Experience<00:10:09.560> from<00:10:09.880> all<00:10:10.000> of 00:10:10.190 --> 00:10:10.200 align:start position:0% leveraging The Experience from all of 00:10:10.200 --> 00:10:12.110 align:start position:0% leveraging The Experience from all of the<00:10:10.480> you<00:10:10.560> know<00:10:10.760> experts<00:10:11.160> in<00:10:11.320> this<00:10:11.560> domain<00:10:12.000> yes 00:10:12.110 --> 00:10:12.120 align:start position:0% the you know experts in this domain yes 00:10:12.120 --> 00:10:13.590 align:start position:0% the you know experts in this domain yes you<00:10:12.200> know<00:10:12.320> I<00:10:12.480> really<00:10:12.680> love<00:10:12.920> it<00:10:13.160> that<00:10:13.360> like<00:10:13.480> you 00:10:13.590 --> 00:10:13.600 align:start position:0% you know I really love it that like you 00:10:13.600 --> 00:10:15.630 align:start position:0% you know I really love it that like you really<00:10:13.800> follow<00:10:14.160> the<00:10:14.279> spirit<00:10:14.560> of<00:10:14.720> Open<00:10:14.959> Source 00:10:15.630 --> 00:10:15.640 align:start position:0% really follow the spirit of Open Source 00:10:15.640 --> 00:10:18.389 align:start position:0% really follow the spirit of Open Source right<00:10:15.839> then<00:10:16.040> you<00:10:16.320> not<00:10:16.519> only<00:10:17.240> do<00:10:17.399> your<00:10:17.600> own 00:10:18.389 --> 00:10:18.399 align:start position:0% right then you not only do your own 00:10:18.399 --> 00:10:20.150 align:start position:0% right then you not only do your own right<00:10:18.760> and<00:10:18.880> then<00:10:18.959> you<00:10:19.079> invite<00:10:19.399> others<00:10:19.920> so<00:10:20.079> I 00:10:20.150 --> 00:10:20.160 align:start position:0% right and then you invite others so I 00:10:20.160 --> 00:10:23.150 align:start position:0% right and then you invite others so I started<00:10:20.440> joing<00:10:20.959> this<00:10:21.240> he<00:10:21.560> days<00:10:22.200> and<00:10:22.959> what<00:10:23.079> I 00:10:23.150 --> 00:10:23.160 align:start position:0% started joing this he days and what I 00:10:23.160 --> 00:10:25.190 align:start position:0% started joing this he days and what I see<00:10:23.399> is<00:10:23.800> amazing<00:10:24.200> because<00:10:24.680> multiple 00:10:25.190 --> 00:10:25.200 align:start position:0% see is amazing because multiple 00:10:25.200 --> 00:10:27.110 align:start position:0% see is amazing because multiple companies<00:10:25.600> in<00:10:25.720> the<00:10:25.920> space<00:10:26.680> they<00:10:26.839> kind<00:10:26.959> of 00:10:27.110 --> 00:10:27.120 align:start position:0% companies in the space they kind of 00:10:27.120 --> 00:10:29.509 align:start position:0% companies in the space they kind of bring<00:10:27.399> each<00:10:27.560> other<00:10:27.959> and<00:10:28.160> they<00:10:28.519> together<00:10:29.320> show 00:10:29.509 --> 00:10:29.519 align:start position:0% bring each other and they together show 00:10:29.519 --> 00:10:31.590 align:start position:0% bring each other and they together show the<00:10:29.680> stack<00:10:29.920> to<00:10:30.079> developers<00:10:30.720> right<00:10:31.279> because 00:10:31.590 --> 00:10:31.600 align:start position:0% the stack to developers right because 00:10:31.600 --> 00:10:33.829 align:start position:0% the stack to developers right because Rising<00:10:32.000> tide<00:10:32.240> lifts<00:10:32.519> all<00:10:32.640> the<00:10:32.760> boats<00:10:33.519> if<00:10:33.680> we 00:10:33.829 --> 00:10:33.839 align:start position:0% Rising tide lifts all the boats if we 00:10:33.839 --> 00:10:35.590 align:start position:0% Rising tide lifts all the boats if we help<00:10:34.240> everybody<00:10:34.720> do<00:10:34.920> their<00:10:35.120> piece<00:10:35.320> in<00:10:35.440> the 00:10:35.590 --> 00:10:35.600 align:start position:0% help everybody do their piece in the 00:10:35.600 --> 00:10:38.350 align:start position:0% help everybody do their piece in the stack<00:10:36.480> better<00:10:36.880> and<00:10:37.000> we<00:10:37.120> use<00:10:37.320> open<00:10:37.560> source<00:10:38.279> you 00:10:38.350 --> 00:10:38.360 align:start position:0% stack better and we use open source you 00:10:38.360 --> 00:10:40.230 align:start position:0% stack better and we use open source you know<00:10:38.519> we<00:10:38.639> do<00:10:38.720> it<00:10:38.839> better<00:10:39.079> so<00:10:39.760> I've<00:10:39.920> started 00:10:40.230 --> 00:10:40.240 align:start position:0% know we do it better so I've started 00:10:40.240 --> 00:10:41.949 align:start position:0% know we do it better so I've started this<00:10:40.360> new<00:10:40.519> commission<00:10:40.839> called<00:10:41.040> Dev<00:10:41.279> real<00:10:41.720> Dev 00:10:41.949 --> 00:10:41.959 align:start position:0% this new commission called Dev real Dev 00:10:41.959 --> 00:10:44.350 align:start position:0% this new commission called Dev real Dev real.<00:10:42.680> it's<00:10:42.839> basically<00:10:43.200> Dev<00:10:43.839> but<00:10:44.000> keeping<00:10:44.240> it 00:10:44.350 --> 00:10:44.360 align:start position:0% real. it's basically Dev but keeping it 00:10:44.360 --> 00:10:47.470 align:start position:0% real. it's basically Dev but keeping it real<00:10:45.120> right<00:10:45.440> and<00:10:45.600> so<00:10:46.160> so<00:10:46.360> we<00:10:46.519> kind<00:10:46.680> of<00:10:46.800> you<00:10:46.920> know 00:10:47.470 --> 00:10:47.480 align:start position:0% real right and so so we kind of you know 00:10:47.480 --> 00:10:50.509 align:start position:0% real right and so so we kind of you know want<00:10:47.639> to<00:10:47.800> invite<00:10:48.240> kind<00:10:48.360> of<00:10:48.560> the<00:10:49.040> best<00:10:50.040> Deval 00:10:50.509 --> 00:10:50.519 align:start position:0% want to invite kind of the best Deval 00:10:50.519 --> 00:10:52.790 align:start position:0% want to invite kind of the best Deval advocates<00:10:51.200> in<00:10:51.399> in<00:10:51.519> it<00:10:51.839> and<00:10:52.279> my<00:10:52.480> question<00:10:52.680> to 00:10:52.790 --> 00:10:52.800 align:start position:0% advocates in in it and my question to 00:10:52.800 --> 00:10:54.629 align:start position:0% advocates in in it and my question to you<00:10:52.880> is<00:10:53.079> kind<00:10:53.160> of<00:10:53.279> one<00:10:53.399> of<00:10:53.480> the<00:10:53.600> leading<00:10:54.399> the 00:10:54.629 --> 00:10:54.639 align:start position:0% you is kind of one of the leading the 00:10:54.639 --> 00:10:56.990 align:start position:0% you is kind of one of the leading the real<00:10:54.880> folks<00:10:55.320> right<00:10:55.480> doing<00:10:55.760> this<00:10:55.920> for<00:10:56.079> a<00:10:56.240> while 00:10:56.990 --> 00:10:57.000 align:start position:0% real folks right doing this for a while 00:10:57.000 --> 00:10:59.550 align:start position:0% real folks right doing this for a while how<00:10:57.160> do<00:10:57.320> you<00:10:57.839> think<00:10:58.320> we<00:10:58.480> should<00:10:59.320> kind<00:10:59.440> of 00:10:59.550 --> 00:10:59.560 align:start position:0% how do you think we should kind of 00:10:59.560 --> 00:11:01.870 align:start position:0% how do you think we should kind of maximize<00:11:00.120> impact<00:11:00.760> what<00:11:00.959> what<00:11:01.079> works<00:11:01.440> best<00:11:01.680> for 00:11:01.870 --> 00:11:01.880 align:start position:0% maximize impact what what works best for 00:11:01.880 --> 00:11:04.310 align:start position:0% maximize impact what what works best for developers<00:11:02.399> because<00:11:02.560> it's<00:11:02.760> really<00:11:03.040> hard<00:11:03.800> to 00:11:04.310 --> 00:11:04.320 align:start position:0% developers because it's really hard to 00:11:04.320 --> 00:11:06.990 align:start position:0% developers because it's really hard to like<00:11:04.440> you<00:11:04.600> said<00:11:05.320> to<00:11:05.560> find<00:11:06.000> what<00:11:06.160> should<00:11:06.360> you<00:11:06.519> do 00:11:06.990 --> 00:11:07.000 align:start position:0% like you said to find what should you do 00:11:07.000 --> 00:11:08.389 align:start position:0% like you said to find what should you do like<00:11:07.120> you<00:11:07.279> can<00:11:07.440> just<00:11:07.680> be<00:11:07.800> overwhelmed<00:11:08.279> with 00:11:08.389 --> 00:11:08.399 align:start position:0% like you can just be overwhelmed with 00:11:08.399 --> 00:11:10.430 align:start position:0% like you can just be overwhelmed with all<00:11:08.519> this<00:11:08.639> new<00:11:09.040> information<00:11:10.040> right<00:11:10.200> and<00:11:10.320> like 00:11:10.430 --> 00:11:10.440 align:start position:0% all this new information right and like 00:11:10.440 --> 00:11:11.910 align:start position:0% all this new information right and like there's<00:11:10.639> so<00:11:10.760> many<00:11:10.959> possibilities<00:11:11.600> you<00:11:11.760> have 00:11:11.910 --> 00:11:11.920 align:start position:0% there's so many possibilities you have 00:11:11.920 --> 00:11:13.670 align:start position:0% there's so many possibilities you have five<00:11:12.120> of<00:11:12.279> these<00:11:12.440> companies<00:11:13.200> which<00:11:13.360> should<00:11:13.519> I 00:11:13.670 --> 00:11:13.680 align:start position:0% five of these companies which should I 00:11:13.680 --> 00:11:15.670 align:start position:0% five of these companies which should I pick<00:11:14.040> how<00:11:14.200> should<00:11:14.360> I<00:11:14.480> put<00:11:14.639> them<00:11:14.880> together<00:11:15.480> like 00:11:15.670 --> 00:11:15.680 align:start position:0% pick how should I put them together like 00:11:15.680 --> 00:11:18.310 align:start position:0% pick how should I put them together like how<00:11:16.240> do<00:11:16.399> you<00:11:16.959> help<00:11:17.279> developers<00:11:17.800> to<00:11:18.040> think 00:11:18.310 --> 00:11:18.320 align:start position:0% how do you help developers to think 00:11:18.320 --> 00:11:20.670 align:start position:0% how do you help developers to think about<00:11:18.600> this<00:11:18.839> how<00:11:18.959> can<00:11:19.120> they<00:11:19.320> start<00:11:20.200> and<00:11:20.399> how<00:11:20.560> do 00:11:20.670 --> 00:11:20.680 align:start position:0% about this how can they start and how do 00:11:20.680 --> 00:11:23.030 align:start position:0% about this how can they start and how do we<00:11:20.880> keep<00:11:21.079> them<00:11:21.320> happy<00:11:21.639> by<00:11:21.800> learning<00:11:22.680> more<00:11:22.880> and 00:11:23.030 --> 00:11:23.040 align:start position:0% we keep them happy by learning more and 00:11:23.040 --> 00:11:24.350 align:start position:0% we keep them happy by learning more and more<00:11:23.279> and<00:11:23.399> become<00:11:23.639> more<00:11:23.800> comfortable<00:11:24.240> with 00:11:24.350 --> 00:11:24.360 align:start position:0% more and become more comfortable with 00:11:24.360 --> 00:11:26.430 align:start position:0% more and become more comfortable with this<00:11:24.560> stuff<00:11:24.880> yeah<00:11:25.320> so<00:11:25.639> um<00:11:25.800> I<00:11:25.880> think<00:11:26.079> first<00:11:26.279> of 00:11:26.430 --> 00:11:26.440 align:start position:0% this stuff yeah so um I think first of 00:11:26.440 --> 00:11:29.310 align:start position:0% this stuff yeah so um I think first of all<00:11:26.880> I<00:11:27.639> I<00:11:27.839> I<00:11:28.000> wish<00:11:28.279> that<00:11:28.480> we<00:11:28.600> can<00:11:28.880> you<00:11:29.000> know 00:11:29.310 --> 00:11:29.320 align:start position:0% all I I I wish that we can you know 00:11:29.320 --> 00:11:31.870 align:start position:0% all I I I wish that we can you know collaborate<00:11:29.880> even<00:11:30.120> more<00:11:30.720> so<00:11:30.920> that<00:11:31.079> we<00:11:31.320> create 00:11:31.870 --> 00:11:31.880 align:start position:0% collaborate even more so that we create 00:11:31.880 --> 00:11:34.670 align:start position:0% collaborate even more so that we create those<00:11:32.399> um<00:11:33.120> integrated<00:11:34.120> those<00:11:34.440> well 00:11:34.670 --> 00:11:34.680 align:start position:0% those um integrated those well 00:11:34.680 --> 00:11:37.629 align:start position:0% those um integrated those well Illustrated<00:11:35.519> dios<00:11:36.200> and<00:11:36.519> best<00:11:36.800> practices 00:11:37.629 --> 00:11:37.639 align:start position:0% Illustrated dios and best practices 00:11:37.639 --> 00:11:39.750 align:start position:0% Illustrated dios and best practices through<00:11:38.000> you<00:11:38.120> know<00:11:38.320> notebooks<00:11:38.959> and<00:11:39.160> and<00:11:39.320> blogs 00:11:39.750 --> 00:11:39.760 align:start position:0% through you know notebooks and and blogs 00:11:39.760 --> 00:11:42.310 align:start position:0% through you know notebooks and and blogs and<00:11:40.040> and<00:11:40.160> even<00:11:40.399> better<00:11:40.720> video<00:11:41.120> content<00:11:42.079> so 00:11:42.310 --> 00:11:42.320 align:start position:0% and and even better video content so 00:11:42.320 --> 00:11:45.430 align:start position:0% and and even better video content so that<00:11:42.720> uh<00:11:42.920> we<00:11:43.600> show<00:11:44.079> developers<00:11:44.800> like<00:11:45.000> how<00:11:45.279> to 00:11:45.430 --> 00:11:45.440 align:start position:0% that uh we show developers like how to 00:11:45.440 --> 00:11:48.110 align:start position:0% that uh we show developers like how to use<00:11:45.720> those<00:11:45.959> Technologies<00:11:46.600> in<00:11:46.839> action<00:11:47.720> um<00:11:47.920> by 00:11:48.110 --> 00:11:48.120 align:start position:0% use those Technologies in action um by 00:11:48.120 --> 00:11:50.430 align:start position:0% use those Technologies in action um by you<00:11:48.240> know<00:11:48.480> combining<00:11:49.240> a<00:11:49.480> suite<00:11:50.040> of 00:11:50.430 --> 00:11:50.440 align:start position:0% you know combining a suite of 00:11:50.440 --> 00:11:53.110 align:start position:0% you know combining a suite of Technologies<00:11:51.000> like<00:11:51.160> NE<00:11:51.440> 4J<00:11:51.920> and<00:11:52.079> M<00:11:52.760> you<00:11:52.880> know 00:11:53.110 --> 00:11:53.120 align:start position:0% Technologies like NE 4J and M you know 00:11:53.120 --> 00:11:56.790 align:start position:0% Technologies like NE 4J and M you know dat<00:11:53.800> all<00:11:54.040> those<00:11:54.240> great<00:11:54.720> data<00:11:55.160> stack<00:11:56.160> and<00:11:56.600> in 00:11:56.790 --> 00:11:56.800 align:start position:0% dat all those great data stack and in 00:11:56.800 --> 00:11:59.230 align:start position:0% dat all those great data stack and in addition<00:11:57.639> um<00:11:57.920> I<00:11:58.000> think<00:11:58.240> we<00:11:58.519> also<00:11:58.760> need<00:11:58.920> to 00:11:59.230 --> 00:11:59.240 align:start position:0% addition um I think we also need to 00:11:59.240 --> 00:12:01.829 align:start position:0% addition um I think we also need to build<00:11:59.480> a<00:11:59.600> lot<00:11:59.720> of<00:12:00.160> um<00:12:00.839> uh<00:12:01.160> uh<00:12:01.399> we<00:12:01.519> call<00:12:01.720> it 00:12:01.829 --> 00:12:01.839 align:start position:0% build a lot of um uh uh we call it 00:12:01.839 --> 00:12:03.670 align:start position:0% build a lot of um uh uh we call it seamless<00:12:02.399> integration<00:12:02.959> and<00:12:03.160> I<00:12:03.240> know<00:12:03.399> the<00:12:03.480> word 00:12:03.670 --> 00:12:03.680 align:start position:0% seamless integration and I know the word 00:12:03.680 --> 00:12:06.790 align:start position:0% seamless integration and I know the word seamless<00:12:04.160> is<00:12:04.399> kind<00:12:04.519> of<00:12:04.680> overused<00:12:05.480> already<00:12:06.240> but 00:12:06.790 --> 00:12:06.800 align:start position:0% seamless is kind of overused already but 00:12:06.800 --> 00:12:09.590 align:start position:0% seamless is kind of overused already but really<00:12:07.200> has<00:12:07.399> to<00:12:07.600> be<00:12:07.920> because<00:12:08.399> you<00:12:08.560> know<00:12:08.959> um 00:12:09.590 --> 00:12:09.600 align:start position:0% really has to be because you know um 00:12:09.600 --> 00:12:12.470 align:start position:0% really has to be because you know um when<00:12:10.320> developers<00:12:10.920> are<00:12:11.160> using<00:12:11.480> it<00:12:12.120> you<00:12:12.200> won't 00:12:12.470 --> 00:12:12.480 align:start position:0% when developers are using it you won't 00:12:12.480 --> 00:12:15.470 align:start position:0% when developers are using it you won't think<00:12:12.760> of<00:12:13.040> it<00:12:13.360> as<00:12:13.600> you<00:12:13.720> know<00:12:13.959> product<00:12:14.360> a<00:12:14.920> versus 00:12:15.470 --> 00:12:15.480 align:start position:0% think of it as you know product a versus 00:12:15.480 --> 00:12:19.310 align:start position:0% think of it as you know product a versus product<00:12:15.800> B<00:12:16.120> we<00:12:16.320> think<00:12:16.600> of<00:12:17.120> as<00:12:17.240> a<00:12:17.519> a<00:12:17.720> stack<00:12:18.560> as<00:12:18.760> a 00:12:19.310 --> 00:12:19.320 align:start position:0% product B we think of as a a stack as a 00:12:19.320 --> 00:12:22.470 align:start position:0% product B we think of as a a stack as a you<00:12:19.440> know<00:12:19.720> as<00:12:19.839> a<00:12:20.240> um<00:12:20.440> a<00:12:20.600> solution<00:12:21.440> so<00:12:21.639> that<00:12:21.920> by 00:12:22.470 --> 00:12:22.480 align:start position:0% you know as a um a solution so that by 00:12:22.480 --> 00:12:25.629 align:start position:0% you know as a um a solution so that by you<00:12:22.639> know<00:12:23.639> uh<00:12:23.760> doing<00:12:24.120> Integrations<00:12:25.040> between 00:12:25.629 --> 00:12:25.639 align:start position:0% you know uh doing Integrations between 00:12:25.639 --> 00:12:28.110 align:start position:0% you know uh doing Integrations between the<00:12:26.199> um<00:12:26.399> adjacent<00:12:26.880> stack<00:12:27.279> like<00:12:27.440> upstream<00:12:27.920> and 00:12:28.110 --> 00:12:28.120 align:start position:0% the um adjacent stack like upstream and 00:12:28.120 --> 00:12:30.629 align:start position:0% the um adjacent stack like upstream and downstream<00:12:28.800> for<00:12:28.920> example<00:12:29.199> example<00:12:29.760> um<00:12:30.480> um 00:12:30.629 --> 00:12:30.639 align:start position:0% downstream for example example um um 00:12:30.639 --> 00:12:33.389 align:start position:0% downstream for example example um um embeding<00:12:31.120> models<00:12:31.639> and<00:12:31.880> Vector<00:12:32.279> database<00:12:33.040> plus 00:12:33.389 --> 00:12:33.399 align:start position:0% embeding models and Vector database plus 00:12:33.399 --> 00:12:34.949 align:start position:0% embeding models and Vector database plus large<00:12:33.680> language<00:12:34.000> model<00:12:34.320> which<00:12:34.440> is<00:12:34.639> kind<00:12:34.760> of 00:12:34.949 --> 00:12:34.959 align:start position:0% large language model which is kind of 00:12:34.959 --> 00:12:38.389 align:start position:0% large language model which is kind of the<00:12:35.399> three<00:12:35.760> important<00:12:36.240> pillars<00:12:36.839> in<00:12:37.320> R<00:12:38.079> um<00:12:38.240> by 00:12:38.389 --> 00:12:38.399 align:start position:0% the three important pillars in R um by 00:12:38.399 --> 00:12:40.430 align:start position:0% the three important pillars in R um by doing<00:12:38.720> this<00:12:38.880> kind<00:12:39.040> of<00:12:39.160> Integrations<00:12:39.880> we<00:12:40.040> can 00:12:40.430 --> 00:12:40.440 align:start position:0% doing this kind of Integrations we can 00:12:40.440 --> 00:12:43.590 align:start position:0% doing this kind of Integrations we can provide<00:12:41.399> more<00:12:41.920> like<00:12:42.360> um<00:12:42.600> easier<00:12:43.040> way<00:12:43.279> for 00:12:43.590 --> 00:12:43.600 align:start position:0% provide more like um easier way for 00:12:43.600 --> 00:12:45.509 align:start position:0% provide more like um easier way for developer<00:12:44.079> to<00:12:44.279> onboard<00:12:44.880> to<00:12:45.160> this<00:12:45.320> new 00:12:45.509 --> 00:12:45.519 align:start position:0% developer to onboard to this new 00:12:45.519 --> 00:12:48.310 align:start position:0% developer to onboard to this new technology<00:12:46.199> and<00:12:46.519> as<00:12:46.680> well<00:12:46.959> as<00:12:47.600> you<00:12:47.720> know<00:12:48.199> kind 00:12:48.310 --> 00:12:48.320 align:start position:0% technology and as well as you know kind 00:12:48.320 --> 00:12:50.550 align:start position:0% technology and as well as you know kind of<00:12:48.680> plot<00:12:49.120> plot<00:12:49.519> through<00:12:49.839> all<00:12:50.000> of<00:12:50.240> the 00:12:50.550 --> 00:12:50.560 align:start position:0% of plot plot through all of the 00:12:50.560 --> 00:12:53.470 align:start position:0% of plot plot through all of the challenges<00:12:51.560> and<00:12:51.920> you<00:12:52.040> know<00:12:52.279> obstacles<00:12:53.279> that 00:12:53.470 --> 00:12:53.480 align:start position:0% challenges and you know obstacles that 00:12:53.480 --> 00:12:56.350 align:start position:0% challenges and you know obstacles that developer<00:12:53.959> May<00:12:54.199> came<00:12:54.560> across<00:12:55.560> um<00:12:55.920> may<00:12:56.120> come 00:12:56.350 --> 00:12:56.360 align:start position:0% developer May came across um may come 00:12:56.360 --> 00:12:58.150 align:start position:0% developer May came across um may come across<00:12:56.959> when<00:12:57.360> they<00:12:57.480> are<00:12:57.680> doing<00:12:58.000> this 00:12:58.150 --> 00:12:58.160 align:start position:0% across when they are doing this 00:12:58.160 --> 00:13:00.710 align:start position:0% across when they are doing this integration<00:12:59.240> and<00:12:59.680> the<00:12:59.920> last<00:13:00.160> thing<00:13:00.360> we<00:13:00.480> want 00:13:00.710 --> 00:13:00.720 align:start position:0% integration and the last thing we want 00:13:00.720 --> 00:13:03.030 align:start position:0% integration and the last thing we want them<00:13:00.880> to<00:13:01.040> do<00:13:01.279> is<00:13:01.440> to<00:13:01.800> feel<00:13:02.160> frustrated<00:13:02.880> when 00:13:03.030 --> 00:13:03.040 align:start position:0% them to do is to feel frustrated when 00:13:03.040 --> 00:13:05.350 align:start position:0% them to do is to feel frustrated when they<00:13:03.120> are<00:13:03.320> combining<00:13:03.800> technology<00:13:04.360> a<00:13:04.519> b<00:13:04.680> and<00:13:04.800> c 00:13:05.350 --> 00:13:05.360 align:start position:0% they are combining technology a b and c 00:13:05.360 --> 00:13:07.629 align:start position:0% they are combining technology a b and c right<00:13:05.800> yeah<00:13:06.279> um<00:13:06.480> and<00:13:06.680> also<00:13:07.040> you<00:13:07.199> know<00:13:07.440> make 00:13:07.629 --> 00:13:07.639 align:start position:0% right yeah um and also you know make 00:13:07.639 --> 00:13:10.069 align:start position:0% right yeah um and also you know make friends<00:13:08.320> and<00:13:08.760> and<00:13:09.240> um<00:13:09.399> you<00:13:09.480> know<00:13:09.639> host<00:13:09.920> the 00:13:10.069 --> 00:13:10.079 align:start position:0% friends and and um you know host the 00:13:10.079 --> 00:13:12.150 align:start position:0% friends and and um you know host the community<00:13:10.720> uh<00:13:10.880> events<00:13:11.199> so<00:13:11.360> that<00:13:11.480> we<00:13:11.600> can<00:13:11.800> talk 00:13:12.150 --> 00:13:12.160 align:start position:0% community uh events so that we can talk 00:13:12.160 --> 00:13:14.470 align:start position:0% community uh events so that we can talk we<00:13:12.279> can<00:13:12.519> communicate<00:13:13.320> and<00:13:13.519> collaborate 00:13:14.470 --> 00:13:14.480 align:start position:0% we can communicate and collaborate 00:13:14.480 --> 00:13:16.230 align:start position:0% we can communicate and collaborate fantastic<00:13:15.199> this<00:13:15.279> is<00:13:15.360> what<00:13:15.480> we're<00:13:15.639> doing<00:13:15.920> here 00:13:16.230 --> 00:13:16.240 align:start position:0% fantastic this is what we're doing here 00:13:16.240 --> 00:13:18.829 align:start position:0% fantastic this is what we're doing here and<00:13:16.440> last<00:13:16.720> question<00:13:17.560> is<00:13:18.040> you<00:13:18.160> know<00:13:18.519> maybe<00:13:18.760> you 00:13:18.829 --> 00:13:18.839 align:start position:0% and last question is you know maybe you 00:13:18.839 --> 00:13:21.269 align:start position:0% and last question is you know maybe you can<00:13:19.000> tell<00:13:19.240> us<00:13:19.800> something<00:13:20.199> fun<00:13:20.480> about<00:13:20.720> yourself 00:13:21.269 --> 00:13:21.279 align:start position:0% can tell us something fun about yourself 00:13:21.279 --> 00:13:23.030 align:start position:0% can tell us something fun about yourself a<00:13:21.440> fun<00:13:21.720> fact<00:13:22.040> or<00:13:22.240> what<00:13:22.399> do<00:13:22.480> you<00:13:22.560> like<00:13:22.680> to<00:13:22.800> do<00:13:22.880> for 00:13:23.030 --> 00:13:23.040 align:start position:0% a fun fact or what do you like to do for 00:13:23.040 --> 00:13:26.189 align:start position:0% a fun fact or what do you like to do for fun<00:13:23.760> okay<00:13:24.320> um<00:13:24.519> I<00:13:24.639> guess<00:13:24.920> yeah<00:13:25.120> fun<00:13:25.360> fact<00:13:25.639> about 00:13:26.189 --> 00:13:26.199 align:start position:0% fun okay um I guess yeah fun fact about 00:13:26.199 --> 00:13:29.269 align:start position:0% fun okay um I guess yeah fun fact about uh<00:13:26.440> my<00:13:26.760> my<00:13:26.920> role<00:13:27.600> actually<00:13:28.120> I<00:13:28.480> I<00:13:28.600> have<00:13:28.760> never 00:13:29.269 --> 00:13:29.279 align:start position:0% uh my my role actually I I have never 00:13:29.279 --> 00:13:31.829 align:start position:0% uh my my role actually I I have never than<00:13:29.600> DAV<00:13:30.240> before<00:13:30.680> all<00:13:30.839> right<00:13:31.199> this<00:13:31.320> is<00:13:31.680> uh 00:13:31.829 --> 00:13:31.839 align:start position:0% than DAV before all right this is uh 00:13:31.839 --> 00:13:34.949 align:start position:0% than DAV before all right this is uh this<00:13:31.920> is<00:13:32.279> probably<00:13:32.600> probably<00:13:33.000> my<00:13:33.399> like<00:13:34.399> third 00:13:34.949 --> 00:13:34.959 align:start position:0% this is probably probably my like third 00:13:34.959 --> 00:13:37.470 align:start position:0% this is probably probably my like third fourth<00:13:35.399> month<00:13:35.639> doing<00:13:35.920> DAV<00:13:36.519> I<00:13:36.720> I<00:13:36.880> really<00:13:37.240> came 00:13:37.470 --> 00:13:37.480 align:start position:0% fourth month doing DAV I I really came 00:13:37.480 --> 00:13:38.990 align:start position:0% fourth month doing DAV I I really came from<00:13:37.720> the<00:13:37.880> engineering<00:13:38.360> and<00:13:38.600> product 00:13:38.990 --> 00:13:39.000 align:start position:0% from the engineering and product 00:13:39.000 --> 00:13:41.550 align:start position:0% from the engineering and product background<00:13:39.720> so<00:13:40.079> um<00:13:40.320> back<00:13:40.519> in<00:13:40.639> the<00:13:40.839> days<00:13:41.360> uh 00:13:41.550 --> 00:13:41.560 align:start position:0% background so um back in the days uh 00:13:41.560 --> 00:13:43.910 align:start position:0% background so um back in the days uh well<00:13:41.800> when<00:13:41.959> I<00:13:42.079> was<00:13:42.360> at<00:13:42.560> Google<00:13:43.040> I<00:13:43.160> was<00:13:43.560> um<00:13:43.839> you 00:13:43.910 --> 00:13:43.920 align:start position:0% well when I was at Google I was um you 00:13:43.920 --> 00:13:47.430 align:start position:0% well when I was at Google I was um you know<00:13:44.079> building<00:13:44.480> short<00:13:44.800> video<00:13:45.199> search<00:13:46.079> um<00:13:46.440> by 00:13:47.430 --> 00:13:47.440 align:start position:0% know building short video search um by 00:13:47.440 --> 00:13:49.910 align:start position:0% know building short video search um by you<00:13:47.560> know<00:13:48.199> doing<00:13:48.560> semantic<00:13:49.320> understanding<00:13:49.720> of 00:13:49.910 --> 00:13:49.920 align:start position:0% you know doing semantic understanding of 00:13:49.920 --> 00:13:51.910 align:start position:0% you know doing semantic understanding of the<00:13:50.079> short<00:13:50.399> videos<00:13:50.800> out<00:13:51.040> there<00:13:51.320> like<00:13:51.480> from<00:13:51.720> Tik 00:13:51.910 --> 00:13:51.920 align:start position:0% the short videos out there like from Tik 00:13:51.920 --> 00:13:54.710 align:start position:0% the short videos out there like from Tik Tok<00:13:52.160> from<00:13:52.360> YouTube<00:13:52.639> shorts<00:13:53.160> Instagram<00:13:54.160> um<00:13:54.399> so 00:13:54.710 --> 00:13:54.720 align:start position:0% Tok from YouTube shorts Instagram um so 00:13:54.720 --> 00:13:57.509 align:start position:0% Tok from YouTube shorts Instagram um so like<00:13:55.240> at<00:13:55.440> that<00:13:55.680> time<00:13:56.560> we<00:13:56.680> didn't<00:13:57.000> really<00:13:57.279> have 00:13:57.509 --> 00:13:57.519 align:start position:0% like at that time we didn't really have 00:13:57.519 --> 00:13:59.670 align:start position:0% like at that time we didn't really have the<00:13:57.759> sense<00:13:58.079> of<00:13:58.560> D<00:13:58.880> real 00:13:59.670 --> 00:13:59.680 align:start position:0% the sense of D real 00:13:59.680 --> 00:14:02.910 align:start position:0% the sense of D real because<00:14:00.120> we<00:14:00.240> only<00:14:00.560> have<00:14:00.800> C<00:14:01.800> customers<00:14:02.800> you 00:14:02.910 --> 00:14:02.920 align:start position:0% because we only have C customers you 00:14:02.920 --> 00:14:04.990 align:start position:0% because we only have C customers you know<00:14:03.199> partner<00:14:03.600> teams<00:14:04.199> like<00:14:04.360> in<00:14:04.519> the<00:14:04.680> large 00:14:04.990 --> 00:14:05.000 align:start position:0% know partner teams like in the large 00:14:05.000 --> 00:14:07.189 align:start position:0% know partner teams like in the large organization<00:14:05.720> so<00:14:05.920> that<00:14:06.399> you<00:14:06.519> know<00:14:06.959> it's 00:14:07.189 --> 00:14:07.199 align:start position:0% organization so that you know it's 00:14:07.199 --> 00:14:09.350 align:start position:0% organization so that you know it's really<00:14:07.480> really<00:14:07.800> different<00:14:08.600> uh<00:14:08.720> working<00:14:09.120> in 00:14:09.350 --> 00:14:09.360 align:start position:0% really really different uh working in 00:14:09.360 --> 00:14:12.829 align:start position:0% really really different uh working in this<00:14:09.759> uh<00:14:09.920> open<00:14:10.240> source<00:14:10.959> and<00:14:11.440> um<00:14:12.160> you<00:14:12.279> know<00:14:12.639> this 00:14:12.829 --> 00:14:12.839 align:start position:0% this uh open source and um you know this 00:14:12.839 --> 00:14:15.069 align:start position:0% this uh open source and um you know this very<00:14:13.079> open<00:14:13.399> Community<00:14:13.920> where<00:14:14.320> you<00:14:14.600> have 00:14:15.069 --> 00:14:15.079 align:start position:0% very open Community where you have 00:14:15.079 --> 00:14:17.310 align:start position:0% very open Community where you have unlimited<00:14:15.720> amount<00:14:15.959> of<00:14:16.199> resources<00:14:16.800> but<00:14:17.040> at<00:14:17.240> at 00:14:17.310 --> 00:14:17.320 align:start position:0% unlimited amount of resources but at at 00:14:17.320 --> 00:14:20.590 align:start position:0% unlimited amount of resources but at at the<00:14:17.480> same<00:14:17.720> time<00:14:17.880> you<00:14:18.079> also<00:14:19.079> um<00:14:19.360> you<00:14:19.480> know<00:14:20.279> con 00:14:20.590 --> 00:14:20.600 align:start position:0% the same time you also um you know con 00:14:20.600 --> 00:14:22.069 align:start position:0% the same time you also um you know con constantly<00:14:21.000> face<00:14:21.279> the<00:14:21.440> challenge<00:14:21.839> of 00:14:22.069 --> 00:14:22.079 align:start position:0% constantly face the challenge of 00:14:22.079 --> 00:14:23.910 align:start position:0% constantly face the challenge of connecting<00:14:22.600> to<00:14:22.880> to<00:14:23.079> your<00:14:23.240> users<00:14:23.720> and 00:14:23.910 --> 00:14:23.920 align:start position:0% connecting to to your users and 00:14:23.920 --> 00:14:27.470 align:start position:0% connecting to to your users and developer<00:14:24.360> friends<00:14:25.360> so<00:14:25.639> that<00:14:26.600> yeah<00:14:26.920> I<00:14:27.079> I<00:14:27.199> guess 00:14:27.470 --> 00:14:27.480 align:start position:0% developer friends so that yeah I I guess 00:14:27.480 --> 00:14:29.990 align:start position:0% developer friends so that yeah I I guess back<00:14:27.639> to<00:14:27.959> the<00:14:28.279> you<00:14:28.399> know<00:14:28.680> the<00:14:29.320> the<00:14:29.519> the<00:14:29.600> central 00:14:29.990 --> 00:14:30.000 align:start position:0% back to the you know the the the central 00:14:30.000 --> 00:14:32.030 align:start position:0% back to the you know the the the central topic<00:14:30.279> of<00:14:30.440> today<00:14:30.759> is<00:14:30.920> still<00:14:31.320> like<00:14:31.759> I<00:14:31.839> think 00:14:32.030 --> 00:14:32.040 align:start position:0% topic of today is still like I think 00:14:32.040 --> 00:14:34.910 align:start position:0% topic of today is still like I think it's<00:14:32.360> never<00:14:33.360> um<00:14:33.680> you<00:14:33.800> know<00:14:34.199> we<00:14:34.320> can't<00:14:34.600> really 00:14:34.910 --> 00:14:34.920 align:start position:0% it's never um you know we can't really 00:14:34.920 --> 00:14:37.990 align:start position:0% it's never um you know we can't really emphasize<00:14:35.680> the<00:14:35.959> importance<00:14:36.399> of<00:14:36.600> community<00:14:37.600> um 00:14:37.990 --> 00:14:38.000 align:start position:0% emphasize the importance of community um 00:14:38.000 --> 00:14:40.430 align:start position:0% emphasize the importance of community um um<00:14:38.199> too<00:14:38.440> much<00:14:38.959> it's<00:14:39.320> really<00:14:39.680> really<00:14:39.959> important 00:14:40.430 --> 00:14:40.440 align:start position:0% um too much it's really really important 00:14:40.440 --> 00:14:43.550 align:start position:0% um too much it's really really important to<00:14:40.839> foster<00:14:41.240> a<00:14:41.440> community<00:14:41.880> and<00:14:42.079> Foster<00:14:42.680> the<00:14:43.399> um 00:14:43.550 --> 00:14:43.560 align:start position:0% to foster a community and Foster the um 00:14:43.560 --> 00:14:45.990 align:start position:0% to foster a community and Foster the um the<00:14:43.720> channel<00:14:44.320> of<00:14:44.639> communication<00:14:45.639> and<00:14:45.839> the 00:14:45.990 --> 00:14:46.000 align:start position:0% the channel of communication and the 00:14:46.000 --> 00:14:48.470 align:start position:0% the channel of communication and the free<00:14:46.279> flow<00:14:46.639> of<00:14:46.880> information<00:14:47.800> so<00:14:48.079> that<00:14:48.360> you 00:14:48.470 --> 00:14:48.480 align:start position:0% free flow of information so that you 00:14:48.480 --> 00:14:51.269 align:start position:0% free flow of information so that you know<00:14:48.680> we<00:14:48.800> can<00:14:49.240> better<00:14:49.600> build<00:14:50.160> um<00:14:50.399> Technologies 00:14:51.269 --> 00:14:51.279 align:start position:0% know we can better build um Technologies 00:14:51.279 --> 00:14:53.710 align:start position:0% know we can better build um Technologies but<00:14:51.440> also<00:14:51.839> products<00:14:52.600> no<00:14:52.759> I<00:14:52.839> feel<00:14:53.120> really<00:14:53.360> happy 00:14:53.710 --> 00:14:53.720 align:start position:0% but also products no I feel really happy 00:14:53.720 --> 00:14:55.470 align:start position:0% but also products no I feel really happy that<00:14:53.880> you<00:14:53.959> know<00:14:54.120> you<00:14:54.240> said<00:14:54.480> that<00:14:54.680> because<00:14:55.360> you 00:14:55.470 --> 00:14:55.480 align:start position:0% that you know you said that because you 00:14:55.480 --> 00:14:58.870 align:start position:0% that you know you said that because you know<00:14:55.680> this<00:14:55.800> is<00:14:56.000> the<00:14:56.199> first<00:14:56.959> meet<00:14:57.440> up<00:14:58.440> in<00:14:58.600> the<00:14:58.720> 10 00:14:58.870 --> 00:14:58.880 align:start position:0% know this is the first meet up in the 10 00:14:58.880 --> 00:15:00.590 align:start position:0% know this is the first meet up in the 10 years<00:14:59.040> year<00:14:59.199> span<00:14:59.480> we<00:14:59.600> run<00:14:59.759> it<00:14:59.959> which<00:15:00.040> I<00:15:00.160> run<00:15:00.399> as 00:15:00.590 --> 00:15:00.600 align:start position:0% years year span we run it which I run as 00:15:00.600 --> 00:15:02.710 align:start position:0% years year span we run it which I run as AI<00:15:00.800> committee<00:15:01.120> architect<00:15:01.959> which<00:15:02.079> is<00:15:02.199> in<00:15:02.360> the 00:15:02.710 --> 00:15:02.720 align:start position:0% AI committee architect which is in the 00:15:02.720 --> 00:15:04.470 align:start position:0% AI committee architect which is in the org<00:15:03.160> so<00:15:03.279> I've<00:15:03.440> been<00:15:03.560> doing<00:15:03.759> it<00:15:03.880> for<00:15:04.000> many<00:15:04.199> years 00:15:04.470 --> 00:15:04.480 align:start position:0% org so I've been doing it for many years 00:15:04.480 --> 00:15:06.829 align:start position:0% org so I've been doing it for many years but<00:15:04.720> this<00:15:04.839> is<00:15:05.000> the<00:15:05.160> third<00:15:05.480> week<00:15:06.360> you<00:15:06.519> said<00:15:06.759> a 00:15:06.829 --> 00:15:06.839 align:start position:0% but this is the third week you said a 00:15:06.839 --> 00:15:08.550 align:start position:0% but this is the third week you said a few<00:15:07.079> months<00:15:07.519> this<00:15:07.720> third<00:15:07.959> week<00:15:08.160> I<00:15:08.279> do<00:15:08.399> it 00:15:08.550 --> 00:15:08.560 align:start position:0% few months this third week I do it 00:15:08.560 --> 00:15:10.749 align:start position:0% few months this third week I do it officially<00:15:09.279> in<00:15:09.399> the<00:15:09.560> de<00:15:09.920> or<00:15:10.199> and<00:15:10.360> right<00:15:10.480> and<00:15:10.600> so 00:15:10.749 --> 00:15:10.759 align:start position:0% officially in the de or and right and so 00:15:10.759 --> 00:15:13.110 align:start position:0% officially in the de or and right and so I<00:15:10.839> really<00:15:11.000> want<00:15:11.160> to<00:15:11.279> learn<00:15:11.560> from<00:15:11.759> Dev<00:15:12.240> like<00:15:12.440> you 00:15:13.110 --> 00:15:13.120 align:start position:0% I really want to learn from Dev like you 00:15:13.120 --> 00:15:16.749 align:start position:0% I really want to learn from Dev like you and<00:15:13.440> all<00:15:13.600> of<00:15:13.759> us<00:15:14.000> to<00:15:14.800> teach<00:15:15.600> developers<00:15:16.399> how<00:15:16.560> to 00:15:16.749 --> 00:15:16.759 align:start position:0% and all of us to teach developers how to 00:15:16.759 --> 00:15:18.110 align:start position:0% and all of us to teach developers how to tackle<00:15:17.040> this<00:15:17.240> a<00:15:17.480> think<00:15:17.600> so<00:15:17.759> I<00:15:17.839> think<00:15:17.959> with 00:15:18.110 --> 00:15:18.120 align:start position:0% tackle this a think so I think with 00:15:18.120 --> 00:15:20.910 align:start position:0% tackle this a think so I think with folks<00:15:18.399> like<00:15:18.600> you<00:15:19.079> and<00:15:19.279> Roy<00:15:20.000> and<00:15:20.199> others<00:15:20.759> like 00:15:20.910 --> 00:15:20.920 align:start position:0% folks like you and Roy and others like 00:15:20.920 --> 00:15:22.269 align:start position:0% folks like you and Roy and others like we're<00:15:21.079> going<00:15:21.199> to<00:15:21.360> do<00:15:21.560> it<00:15:21.839> I<00:15:21.920> think<00:15:22.079> we're<00:15:22.199> going 00:15:22.269 --> 00:15:22.279 align:start position:0% we're going to do it I think we're going 00:15:22.279 --> 00:15:24.389 align:start position:0% we're going to do it I think we're going to<00:15:22.399> bring<00:15:22.639> a<00:15:22.800> eye<00:15:23.000> to<00:15:23.199> the<00:15:23.600> people<00:15:24.000> with<00:15:24.160> open 00:15:24.389 --> 00:15:24.399 align:start position:0% to bring a eye to the people with open 00:15:24.399 --> 00:15:26.030 align:start position:0% to bring a eye to the people with open source<00:15:24.720> so<00:15:24.959> thank<00:15:25.120> you<00:15:25.440> Chun<00:15:25.759> and<00:15:25.880> looking 00:15:26.030 --> 00:15:26.040 align:start position:0% source so thank you Chun and looking 00:15:26.040 --> 00:15:28.309 align:start position:0% source so thank you Chun and looking forward<00:15:26.279> to<00:15:26.399> your<00:15:26.560> talk<00:15:27.320> thank<00:15:27.440> you<00:15:27.639> very<00:15:27.839> much 00:15:28.309 --> 00:15:28.319 align:start position:0% forward to your talk thank you very much 00:15:28.319 --> 00:15:34.079 align:start position:0% forward to your talk thank you very much thank<00:15:28.480> you<00:15:29.120> all<00:15:29.279> right<00:15:29.440> looking<00:15:30.079> forward<00:15:31.079> all