WEBVTT Kind: captions Language: en 00:00:12.400 --> 00:00:14.310 align:start position:0% hello<00:00:12.639> everybody<00:00:13.080> my<00:00:13.200> name<00:00:13.320> is<00:00:13.440> Alexi<00:00:13.759> kov<00:00:14.200> I'm 00:00:14.310 --> 00:00:14.320 align:start position:0% hello everybody my name is Alexi kov I'm 00:00:14.320 --> 00:00:16.750 align:start position:0% hello everybody my name is Alexi kov I'm the<00:00:14.440> founder<00:00:14.759> and<00:00:14.920> organizer<00:00:15.400> of<00:00:15.559> Baya<00:00:16.039> AI 00:00:16.750 --> 00:00:16.760 align:start position:0% the founder and organizer of Baya AI 00:00:16.760 --> 00:00:18.630 align:start position:0% the founder and organizer of Baya AI which<00:00:16.880> is<00:00:17.000> the<00:00:17.119> most<00:00:17.359> established<00:00:17.840> AI<00:00:18.160> met<00:00:18.400> up 00:00:18.630 --> 00:00:18.640 align:start position:0% which is the most established AI met up 00:00:18.640 --> 00:00:21.109 align:start position:0% which is the most established AI met up in<00:00:18.840> Bay<00:00:19.080> Area<00:00:19.520> and<00:00:19.720> the<00:00:19.840> world<00:00:20.600> and<00:00:20.800> here<00:00:21.000> we 00:00:21.109 --> 00:00:21.119 align:start position:0% in Bay Area and the world and here we 00:00:21.119 --> 00:00:24.830 align:start position:0% in Bay Area and the world and here we are<00:00:21.400> with<00:00:21.720> Roy<00:00:22.640> who<00:00:23.039> is<00:00:23.560> theel<00:00:24.119> Advocate<00:00:24.640> from 00:00:24.830 --> 00:00:24.840 align:start position:0% are with Roy who is theel Advocate from 00:00:24.840 --> 00:00:28.189 align:start position:0% are with Roy who is theel Advocate from Pine<00:00:25.119> con<00:00:26.039> and<00:00:26.320> we<00:00:26.599> later<00:00:27.000> have<00:00:27.320> a<00:00:27.480> program<00:00:27.960> on 00:00:28.189 --> 00:00:28.199 align:start position:0% Pine con and we later have a program on 00:00:28.199 --> 00:00:30.470 align:start position:0% Pine con and we later have a program on rag<00:00:28.599> in<00:00:28.840> various<00:00:29.640> kinds 00:00:30.470 --> 00:00:30.480 align:start position:0% rag in various kinds 00:00:30.480 --> 00:00:34.110 align:start position:0% rag in various kinds Vector<00:00:30.840> rag<00:00:31.039> graph<00:00:31.359> Rag<00:00:32.239> and<00:00:32.840> uh<00:00:33.000> I'm<00:00:33.559> a<00:00:33.840> Comm 00:00:34.110 --> 00:00:34.120 align:start position:0% Vector rag graph Rag and uh I'm a Comm 00:00:34.120 --> 00:00:36.950 align:start position:0% Vector rag graph Rag and uh I'm a Comm architect<00:00:34.559> at<00:00:34.719> new<00:00:35.239> for<00:00:35.399> J<00:00:36.239> and<00:00:36.360> we<00:00:36.520> have<00:00:36.640> an 00:00:36.950 --> 00:00:36.960 align:start position:0% architect at new for J and we have an 00:00:36.960 --> 00:00:39.670 align:start position:0% architect at new for J and we have an integration<00:00:37.960> coming<00:00:38.200> up<00:00:38.399> with<00:00:38.559> pine<00:00:38.879> con<00:00:39.280> and 00:00:39.670 --> 00:00:39.680 align:start position:0% integration coming up with pine con and 00:00:39.680 --> 00:00:42.470 align:start position:0% integration coming up with pine con and uh<00:00:40.000> the<00:00:40.440> there<00:00:40.559> is<00:00:40.680> a<00:00:40.800> blog<00:00:41.079> post<00:00:41.440> on<00:00:41.640> both<00:00:41.920> NE<00:00:42.280> J 00:00:42.470 --> 00:00:42.480 align:start position:0% uh the there is a blog post on both NE J 00:00:42.480 --> 00:00:44.470 align:start position:0% uh the there is a blog post on both NE J and<00:00:42.640> pine<00:00:42.920> con<00:00:43.440> so<00:00:43.600> we're<00:00:43.800> very<00:00:44.000> happy<00:00:44.200> to<00:00:44.320> have 00:00:44.470 --> 00:00:44.480 align:start position:0% and pine con so we're very happy to have 00:00:44.480 --> 00:00:46.510 align:start position:0% and pine con so we're very happy to have Roy<00:00:44.840> and<00:00:44.920> we're<00:00:45.079> just<00:00:45.200> going<00:00:45.320> to<00:00:45.440> talk<00:00:45.680> about 00:00:46.510 --> 00:00:46.520 align:start position:0% Roy and we're just going to talk about 00:00:46.520 --> 00:00:49.910 align:start position:0% Roy and we're just going to talk about Dev<00:00:47.079> things<00:00:48.079> yeah<00:00:48.160> yeah<00:00:48.320> yeah<00:00:48.480> sounds<00:00:48.920> great 00:00:49.910 --> 00:00:49.920 align:start position:0% Dev things yeah yeah yeah sounds great 00:00:49.920 --> 00:00:52.110 align:start position:0% Dev things yeah yeah yeah sounds great so<00:00:50.199> tell<00:00:50.399> us<00:00:50.520> a<00:00:50.640> little<00:00:50.840> bit<00:00:51.160> you<00:00:51.280> know<00:00:51.920> what 00:00:52.110 --> 00:00:52.120 align:start position:0% so tell us a little bit you know what 00:00:52.120 --> 00:00:54.150 align:start position:0% so tell us a little bit you know what you<00:00:52.239> do<00:00:52.520> at<00:00:52.719> Pine<00:00:53.000> Cone<00:00:53.440> how<00:00:53.559> do<00:00:53.680> you<00:00:53.800> do<00:00:54.000> the 00:00:54.150 --> 00:00:54.160 align:start position:0% you do at Pine Cone how do you do the 00:00:54.160 --> 00:00:56.310 align:start position:0% you do at Pine Cone how do you do the devel<00:00:54.840> and<00:00:55.079> where<00:00:55.320> have<00:00:55.440> you<00:00:55.559> been<00:00:55.840> before 00:00:56.310 --> 00:00:56.320 align:start position:0% devel and where have you been before 00:00:56.320 --> 00:00:58.029 align:start position:0% devel and where have you been before like<00:00:56.520> how<00:00:56.719> you<00:00:57.120> came<00:00:57.280> to<00:00:57.480> this<00:00:57.600> point<00:00:57.760> in<00:00:57.879> your 00:00:58.029 --> 00:00:58.039 align:start position:0% like how you came to this point in your 00:00:58.039 --> 00:01:00.270 align:start position:0% like how you came to this point in your career<00:00:58.600> yeah<00:00:58.719> for<00:00:58.840> sure<00:00:59.079> I'll<00:00:59.199> start<00:00:59.440> with<00:00:59.559> the 00:01:00.270 --> 00:01:00.280 align:start position:0% career yeah for sure I'll start with the 00:01:00.280 --> 00:01:03.270 align:start position:0% career yeah for sure I'll start with the the<00:01:00.399> second<00:01:00.719> part<00:01:01.120> um<00:01:01.879> I've<00:01:02.039> been<00:01:02.280> an<00:01:02.640> engineer 00:01:03.270 --> 00:01:03.280 align:start position:0% the second part um I've been an engineer 00:01:03.280 --> 00:01:06.789 align:start position:0% the second part um I've been an engineer for<00:01:04.000> almost<00:01:04.239> 20<00:01:04.559> years<00:01:05.400> um<00:01:05.720> mostly<00:01:06.000> worked<00:01:06.240> in 00:01:06.789 --> 00:01:06.799 align:start position:0% for almost 20 years um mostly worked in 00:01:06.799 --> 00:01:09.230 align:start position:0% for almost 20 years um mostly worked in startups<00:01:07.799> um<00:01:08.200> and<00:01:08.320> started<00:01:08.640> at<00:01:08.759> Pine<00:01:09.040> con 00:01:09.230 --> 00:01:09.240 align:start position:0% startups um and started at Pine con 00:01:09.240 --> 00:01:12.469 align:start position:0% startups um and started at Pine con about<00:01:09.400> two<00:01:09.560> years<00:01:09.759> ago<00:01:10.320> after<00:01:11.320> doing<00:01:11.640> my<00:01:11.840> first 00:01:12.469 --> 00:01:12.479 align:start position:0% about two years ago after doing my first 00:01:12.479 --> 00:01:14.910 align:start position:0% about two years ago after doing my first um<00:01:12.720> devant<00:01:13.520> at<00:01:13.640> a<00:01:13.759> company<00:01:14.000> called<00:01:14.159> the<00:01:14.280> serto 00:01:14.910 --> 00:01:14.920 align:start position:0% um devant at a company called the serto 00:01:14.920 --> 00:01:17.149 align:start position:0% um devant at a company called the serto out<00:01:15.040> of<00:01:15.240> Seattle<00:01:16.240> for<00:01:16.560> that<00:01:16.720> worked<00:01:16.960> at<00:01:17.080> a 00:01:17.149 --> 00:01:17.159 align:start position:0% out of Seattle for that worked at a 00:01:17.159 --> 00:01:19.310 align:start position:0% out of Seattle for that worked at a company<00:01:17.439> called<00:01:17.640> Mana<00:01:18.000> that<00:01:18.240> dealt<00:01:18.560> with<00:01:19.040> um<00:01:19.240> a 00:01:19.310 --> 00:01:19.320 align:start position:0% company called Mana that dealt with um a 00:01:19.320 --> 00:01:22.270 align:start position:0% company called Mana that dealt with um a lot<00:01:19.439> of<00:01:19.600> AI<00:01:20.200> before<00:01:20.520> the<00:01:20.680> chat<00:01:21.000> GPT<00:01:21.520> craze 00:01:22.270 --> 00:01:22.280 align:start position:0% lot of AI before the chat GPT craze 00:01:22.280 --> 00:01:27.830 align:start position:0% lot of AI before the chat GPT craze started<00:01:23.520> um<00:01:24.520> so<00:01:25.240> at<00:01:25.720> at<00:01:26.240> um<00:01:26.439> pine<00:01:26.799> cone<00:01:27.520> I<00:01:27.640> would 00:01:27.830 --> 00:01:27.840 align:start position:0% started um so at at um pine cone I would 00:01:27.840 --> 00:01:29.510 align:start position:0% started um so at at um pine cone I would say<00:01:28.119> that<00:01:28.320> like<00:01:28.560> the<00:01:28.720> job<00:01:28.960> is<00:01:29.119> kind<00:01:29.200> of<00:01:29.400> like 00:01:29.510 --> 00:01:29.520 align:start position:0% say that like the job is kind of like 00:01:29.520 --> 00:01:32.910 align:start position:0% say that like the job is kind of like broken<00:01:30.040> into<00:01:30.240> two<00:01:31.159> two<00:01:31.400> main<00:01:31.680> parts<00:01:32.040> one<00:01:32.240> is 00:01:32.910 --> 00:01:32.920 align:start position:0% broken into two two main parts one is 00:01:32.920 --> 00:01:35.950 align:start position:0% broken into two two main parts one is kind<00:01:33.040> of<00:01:33.399> ideating<00:01:34.399> and<00:01:34.840> figuring<00:01:35.320> out 00:01:35.950 --> 00:01:35.960 align:start position:0% kind of ideating and figuring out 00:01:35.960 --> 00:01:37.950 align:start position:0% kind of ideating and figuring out interesting<00:01:36.320> use<00:01:36.680> cases<00:01:37.000> for<00:01:37.240> our<00:01:37.479> customers 00:01:37.950 --> 00:01:37.960 align:start position:0% interesting use cases for our customers 00:01:37.960 --> 00:01:39.870 align:start position:0% interesting use cases for our customers and<00:01:38.119> kind<00:01:38.240> of<00:01:38.439> like<00:01:39.000> showcasing<00:01:39.720> the 00:01:39.870 --> 00:01:39.880 align:start position:0% and kind of like showcasing the 00:01:39.880 --> 00:01:41.350 align:start position:0% and kind of like showcasing the capabilities<00:01:40.360> of<00:01:40.520> the<00:01:40.720> product<00:01:41.079> right<00:01:41.240> like 00:01:41.350 --> 00:01:41.360 align:start position:0% capabilities of the product right like 00:01:41.360 --> 00:01:43.590 align:start position:0% capabilities of the product right like and<00:01:41.560> exploring<00:01:42.079> different<00:01:42.439> modalities<00:01:43.439> um 00:01:43.590 --> 00:01:43.600 align:start position:0% and exploring different modalities um 00:01:43.600 --> 00:01:46.109 align:start position:0% and exploring different modalities um that<00:01:43.680> it<00:01:43.799> could<00:01:43.920> be<00:01:44.040> used<00:01:44.320> in<00:01:44.840> um<00:01:44.960> and<00:01:45.200> because 00:01:46.109 --> 00:01:46.119 align:start position:0% that it could be used in um and because 00:01:46.119 --> 00:01:48.749 align:start position:0% that it could be used in um and because um<00:01:46.600> Pine<00:01:46.880> con<00:01:47.079> as<00:01:47.159> a<00:01:47.520> as<00:01:47.600> a<00:01:47.719> database<00:01:48.079> a<00:01:48.200> vector 00:01:48.749 --> 00:01:48.759 align:start position:0% um Pine con as a as a database a vector 00:01:48.759 --> 00:01:51.270 align:start position:0% um Pine con as a as a database a vector database<00:01:49.759> um<00:01:49.960> it's<00:01:50.200> like<00:01:50.320> a<00:01:50.479> very<00:01:50.719> fundamental 00:01:51.270 --> 00:01:51.280 align:start position:0% database um it's like a very fundamental 00:01:51.280 --> 00:01:53.270 align:start position:0% database um it's like a very fundamental piece<00:01:51.479> of<00:01:51.600> a<00:01:51.759> lot<00:01:51.880> of<00:01:52.439> different<00:01:52.880> AI 00:01:53.270 --> 00:01:53.280 align:start position:0% piece of a lot of different AI 00:01:53.280 --> 00:01:55.429 align:start position:0% piece of a lot of different AI applications<00:01:54.280> and<00:01:54.360> so<00:01:54.520> we<00:01:54.719> have<00:01:55.200> like<00:01:55.320> the 00:01:55.429 --> 00:01:55.439 align:start position:0% applications and so we have like the 00:01:55.439 --> 00:01:57.749 align:start position:0% applications and so we have like the leeway<00:01:55.920> to<00:01:56.079> kind<00:01:56.200> of<00:01:56.640> decide<00:01:57.360> where<00:01:57.520> we<00:01:57.640> want 00:01:57.749 --> 00:01:57.759 align:start position:0% leeway to kind of decide where we want 00:01:57.759 --> 00:02:00.870 align:start position:0% leeway to kind of decide where we want to<00:01:57.920> go<00:01:58.159> how<00:01:58.280> we<00:01:58.399> want<00:01:58.520> to<00:01:59.119> attack<00:02:00.159> um<00:02:00.479> which 00:02:00.870 --> 00:02:00.880 align:start position:0% to go how we want to attack um which 00:02:00.880 --> 00:02:04.270 align:start position:0% to go how we want to attack um which vertical<00:02:01.880> um<00:02:02.320> and<00:02:02.840> you<00:02:02.960> know<00:02:03.159> for<00:02:03.399> as<00:02:03.520> a<00:02:03.640> Dev 00:02:04.270 --> 00:02:04.280 align:start position:0% vertical um and you know for as a Dev 00:02:04.280 --> 00:02:07.109 align:start position:0% vertical um and you know for as a Dev like<00:02:04.399> it's<00:02:04.560> a<00:02:04.719> lot<00:02:04.880> of<00:02:05.079> fun<00:02:06.039> um<00:02:06.320> to<00:02:06.600> to<00:02:06.840> have 00:02:07.109 --> 00:02:07.119 align:start position:0% like it's a lot of fun um to to have 00:02:07.119 --> 00:02:09.669 align:start position:0% like it's a lot of fun um to to have that<00:02:07.399> like<00:02:07.600> you<00:02:07.719> know<00:02:08.679> clear<00:02:09.080> canvas<00:02:09.399> to<00:02:09.560> kind 00:02:09.669 --> 00:02:09.679 align:start position:0% that like you know clear canvas to kind 00:02:09.679 --> 00:02:12.830 align:start position:0% that like you know clear canvas to kind of<00:02:09.840> experiment<00:02:10.280> on<00:02:11.160> interesting<00:02:12.160> I<00:02:12.280> like<00:02:12.480> that 00:02:12.830 --> 00:02:12.840 align:start position:0% of experiment on interesting I like that 00:02:12.840 --> 00:02:14.430 align:start position:0% of experiment on interesting I like that like<00:02:12.959> you<00:02:13.080> know<00:02:13.200> you<00:02:13.319> mentioned<00:02:14.160> that<00:02:14.319> you 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wonder like you've seen AI evolve into this<00:02:28.319> do<00:02:28.440> you<00:02:28.560> see<00:02:28.760> any<00:02:29.040> patterns<00:02:29.959> like<00:02:30.120> the 00:02:30.229 --> 00:02:30.239 align:start position:0% this do you see any patterns like the 00:02:30.239 --> 00:02:32.589 align:start position:0% this do you see any patterns like the first<00:02:30.519> wave<00:02:30.760> of<00:02:30.879> deep<00:02:31.080> learning<00:02:31.599> like<00:02:32.400> because 00:02:32.589 --> 00:02:32.599 align:start position:0% first wave of deep learning like because 00:02:32.599 --> 00:02:34.070 align:start position:0% first wave of deep learning like because I<00:02:32.680> think<00:02:32.800> a<00:02:32.879> lot<00:02:33.000> of<00:02:33.080> folks<00:02:33.400> just<00:02:33.560> came<00:02:33.760> into 00:02:34.070 --> 00:02:34.080 align:start position:0% I think a lot of folks just came into 00:02:34.080 --> 00:02:35.830 align:start position:0% I think a lot of folks just came into this<00:02:34.640> and<00:02:34.760> the<00:02:34.879> thing<00:02:35.040> is<00:02:35.160> all<00:02:35.319> new<00:02:35.599> like<00:02:35.760> do 00:02:35.830 --> 00:02:35.840 align:start position:0% this and the thing is all new like do 00:02:35.840 --> 00:02:37.830 align:start position:0% this and the thing is all new like do you<00:02:35.920> see<00:02:36.120> any<00:02:36.640> he's<00:02:37.000> repeating<00:02:37.319> yourself<00:02:37.640> any 00:02:37.830 --> 00:02:37.840 align:start position:0% you see any he's repeating yourself any 00:02:37.840 --> 00:02:40.790 align:start position:0% you see any he's repeating yourself any kind<00:02:37.959> of<00:02:38.080> fun<00:02:38.959> parallels<00:02:39.959> um<00:02:40.319> yeah<00:02:40.480> I<00:02:40.519> mean<00:02:40.760> I 00:02:40.790 --> 00:02:40.800 align:start position:0% kind of fun parallels um yeah I mean I 00:02:40.800 --> 00:02:42.630 align:start position:0% kind of fun parallels um yeah I mean I would<00:02:41.000> say<00:02:41.239> that<00:02:41.480> like<00:02:42.040> you<00:02:42.159> know<00:02:42.319> there's 00:02:42.630 --> 00:02:42.640 align:start position:0% would say that like you know there's 00:02:42.640 --> 00:02:45.470 align:start position:0% would say that like you know there's always<00:02:43.000> like<00:02:43.200> the<00:02:43.480> hype<00:02:43.760> cycle<00:02:44.120> and<00:02:44.840> release 00:02:45.470 --> 00:02:45.480 align:start position:0% always like the hype cycle and release 00:02:45.480 --> 00:02:47.509 align:start position:0% always like the hype cycle and release of<00:02:45.959> a<00:02:46.040> lot<00:02:46.159> of<00:02:46.319> different<00:02:46.599> technologies<00:02:47.239> that 00:02:47.509 --> 00:02:47.519 align:start position:0% of a lot of different technologies that 00:02:47.519 --> 00:02:49.790 align:start position:0% of a lot of different technologies that that<00:02:47.640> we've<00:02:47.840> seen<00:02:48.080> out<00:02:48.319> there<00:02:49.280> um<00:02:49.519> and<00:02:49.640> the 00:02:49.790 --> 00:02:49.800 align:start position:0% that we've seen out there um and the 00:02:49.800 --> 00:02:51.070 align:start position:0% that we've seen out there um and the question<00:02:50.000> is<00:02:50.200> like<00:02:50.360> always<00:02:50.640> like<00:02:50.800> what's<00:02:50.959> the 00:02:51.070 --> 00:02:51.080 align:start position:0% question is like always like what's the 00:02:51.080 --> 00:02:53.229 align:start position:0% question is like always like what's the staying<00:02:51.480> power<00:02:51.800> so<00:02:52.360> similar<00:02:52.680> to<00:02:52.840> mobile<00:02:53.120> and 00:02:53.229 --> 00:02:53.239 align:start position:0% staying power so similar to mobile and 00:02:53.239 --> 00:02:55.830 align:start position:0% staying power so similar to mobile and social<00:02:53.560> that<00:02:53.720> kind<00:02:53.840> of<00:02:54.200> rose<00:02:55.159> and<00:02:55.519> kind<00:02:55.640> of 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position:0% still powering so much of our Lives um I 00:03:01.519 --> 00:03:03.949 align:start position:0% still powering so much of our Lives um I think<00:03:01.760> AI<00:03:02.040> is<00:03:02.200> going<00:03:02.319> to<00:03:02.560> become<00:03:03.360> that<00:03:03.840> you 00:03:03.949 --> 00:03:03.959 align:start position:0% think AI is going to become that you 00:03:03.959 --> 00:03:06.149 align:start position:0% think AI is going to become that you know<00:03:04.159> so<00:03:04.760> out<00:03:04.959> out<00:03:05.080> of<00:03:05.239> the<00:03:05.519> hype<00:03:05.799> cycle 00:03:06.149 --> 00:03:06.159 align:start position:0% know so out out of the hype cycle 00:03:06.159 --> 00:03:08.869 align:start position:0% know so out out of the hype cycle perhaps<00:03:07.000> but<00:03:07.159> still<00:03:07.480> very<00:03:08.040> like<00:03:08.239> Central<00:03:08.760> in 00:03:08.869 --> 00:03:08.879 align:start position:0% perhaps but still very like Central in 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00:03:17.630 align:start position:0% think that what happens with a lot of Technologies<00:03:15.840> um<00:03:16.040> in<00:03:16.120> this<00:03:16.360> space<00:03:17.120> is<00:03:17.319> that 00:03:17.630 --> 00:03:17.640 align:start position:0% Technologies um in this space is that 00:03:17.640 --> 00:03:19.830 align:start position:0% Technologies um in this space is that again<00:03:17.879> they<00:03:18.200> stop<00:03:18.760> becoming<00:03:19.239> like<00:03:19.440> this<00:03:19.640> one 00:03:19.830 --> 00:03:19.840 align:start position:0% again they stop becoming like this one 00:03:19.840 --> 00:03:22.350 align:start position:0% again they stop becoming like this one shiny<00:03:20.280> thing<00:03:20.879> and<00:03:21.080> instead<00:03:21.480> people<00:03:21.760> start 00:03:22.350 --> 00:03:22.360 align:start position:0% shiny thing and instead people start 00:03:22.360 --> 00:03:23.949 align:start position:0% shiny thing and instead people start understanding<00:03:22.720> how<00:03:22.840> to<00:03:23.080> compose<00:03:23.519> them<00:03:23.680> with 00:03:23.949 --> 00:03:23.959 align:start position:0% understanding how to compose them with 00:03:23.959 --> 00:03:26.149 align:start position:0% understanding how to compose them with other<00:03:24.319> existing<00:03:25.200> Technologies<00:03:25.879> and 00:03:26.149 --> 00:03:26.159 align:start position:0% other existing Technologies and 00:03:26.159 --> 00:03:28.030 align:start position:0% other existing Technologies and capabilities<00:03:27.159> with<00:03:27.319> AI<00:03:27.599> I<00:03:27.680> think<00:03:27.840> it's<00:03:27.920> going 00:03:28.030 --> 00:03:28.040 align:start position:0% capabilities with AI I think it's going 00:03:28.040 --> 00:03:30.110 align:start position:0% capabilities with AI I think it's going to<00:03:28.120> be<00:03:28.280> the<00:03:28.400> same<00:03:28.720> so<00:03:29.239> instead<00:03:29.480> of<00:03:29.799> you<00:03:29.879> know 00:03:30.110 --> 00:03:30.120 align:start position:0% to be the same so instead of you know 00:03:30.120 --> 00:03:32.149 align:start position:0% to be the same so instead of you know just<00:03:30.319> thinking<00:03:30.879> that<00:03:31.040> the<00:03:31.200> entire<00:03:31.560> word<00:03:31.879> is 00:03:32.149 --> 00:03:32.159 align:start position:0% just thinking that the entire word is 00:03:32.159 --> 00:03:35.229 align:start position:0% just thinking that the entire word is llms<00:03:32.879> and<00:03:33.159> only<00:03:33.400> llms<00:03:33.959> are<00:03:34.159> going<00:03:34.319> to<00:03:34.480> save<00:03:34.720> us 00:03:35.229 --> 00:03:35.239 align:start position:0% llms and only llms are going to save us 00:03:35.239 --> 00:03:37.270 align:start position:0% llms and only llms are going to save us I<00:03:35.360> think<00:03:35.560> that<00:03:35.840> with<00:03:36.120> Rag<00:03:36.480> and<00:03:36.680> other<00:03:36.920> patterns 00:03:37.270 --> 00:03:37.280 align:start position:0% I think that with Rag and other patterns 00:03:37.280 --> 00:03:39.830 align:start position:0% I think that with Rag and other patterns are<00:03:37.519> sort<00:03:37.640> of<00:03:37.959> developing<00:03:38.840> we're<00:03:39.080> so<00:03:39.439> slowly 00:03:39.830 --> 00:03:39.840 align:start position:0% are sort of developing we're so slowly 00:03:39.840 --> 00:03:41.030 align:start position:0% are sort of developing we're so slowly beginning<00:03:40.120> to<00:03:40.560> understand<00:03:40.760> that<00:03:40.920> like 00:03:41.030 --> 00:03:41.040 align:start position:0% beginning to understand that like 00:03:41.040 --> 00:03:43.949 align:start position:0% beginning to understand that like there's<00:03:41.239> a<00:03:41.360> lot<00:03:41.519> of<00:03:42.000> value<00:03:43.000> still<00:03:43.280> to<00:03:43.439> be<00:03:43.640> had 00:03:43.949 --> 00:03:43.959 align:start position:0% there's a lot of value still to be had 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awesome<00:03:52.000> yeah<00:03:52.120> I<00:03:52.239> agree<00:03:52.480> with<00:03:52.599> you 00:03:52.710 --> 00:03:52.720 align:start position:0% that's awesome yeah I agree with you 00:03:52.720 --> 00:03:54.350 align:start position:0% that's awesome yeah I agree with you it's<00:03:52.959> like<00:03:53.239> you<00:03:53.360> know<00:03:53.840> there<00:03:53.959> is<00:03:54.040> a<00:03:54.159> whole 00:03:54.350 --> 00:03:54.360 align:start position:0% it's like you know there is a whole 00:03:54.360 --> 00:03:56.789 align:start position:0% it's like you know there is a whole stack<00:03:54.920> right<00:03:55.120> and<00:03:55.280> there<00:03:55.400> is<00:03:55.560> like<00:03:55.799> emerging 00:03:56.789 --> 00:03:56.799 align:start position:0% stack right and there is like emerging 00:03:56.799 --> 00:03:58.550 align:start position:0% stack right and there is like emerging Stacks<00:03:57.280> I<00:03:57.360> wonder<00:03:57.599> if<00:03:57.680> you<00:03:57.760> can<00:03:57.920> talk<00:03:58.120> about 00:03:58.550 --> 00:03:58.560 align:start position:0% Stacks I wonder if you can talk about 00:03:58.560 --> 00:04:00.390 align:start position:0% Stacks I wonder if you can talk about like<00:03:58.840> Pine<00:03:59.280> was<00:03:59.439> the<00:03:59.560> thing 00:04:00.390 --> 00:04:00.400 align:start position:0% like Pine was the thing 00:04:00.400 --> 00:04:02.869 align:start position:0% like Pine was the thing a<00:04:00.519> leader<00:04:01.200> in<00:04:01.599> R<00:04:02.040> right<00:04:02.200> like<00:04:02.319> you<00:04:02.480> guys<00:04:02.680> were 00:04:02.869 --> 00:04:02.879 align:start position:0% a leader in R right like you guys were 00:04:02.879 --> 00:04:05.710 align:start position:0% a leader in R right like you guys were early<00:04:03.200> out<00:04:03.319> of<00:04:03.480> the<00:04:03.640> gate<00:04:04.640> uh<00:04:04.799> so<00:04:05.079> how<00:04:05.280> do<00:04:05.439> you 00:04:05.710 --> 00:04:05.720 align:start position:0% early out of the gate uh so how do you 00:04:05.720 --> 00:04:07.750 align:start position:0% early out of the gate uh so how do you kind<00:04:05.879> of<00:04:06.400> how<00:04:06.560> did<00:04:06.680> you<00:04:06.799> see<00:04:06.959> it<00:04:07.159> from<00:04:07.519> with 00:04:07.750 --> 00:04:07.760 align:start position:0% kind of how did you see it from with 00:04:07.760 --> 00:04:11.270 align:start position:0% kind of how did you see it from with inside<00:04:08.760> the<00:04:08.959> evolution<00:04:09.680> like<00:04:10.000> what<00:04:10.920> what<00:04:11.079> are 00:04:11.270 --> 00:04:11.280 align:start position:0% inside the evolution like what what are 00:04:11.280 --> 00:04:13.710 align:start position:0% inside the evolution like what what are the<00:04:11.439> parts<00:04:11.760> of<00:04:12.519> uh<00:04:12.680> AI<00:04:13.000> stack<00:04:13.239> you<00:04:13.319> see<00:04:13.599> the 00:04:13.710 --> 00:04:13.720 align:start position:0% the parts of uh AI stack you see the 00:04:13.720 --> 00:04:16.110 align:start position:0% the parts of uh AI stack you see the most<00:04:14.200> like<00:04:14.720> how<00:04:14.840> do<00:04:14.959> you<00:04:15.040> see<00:04:15.239> this<00:04:15.400> evolving 00:04:16.110 --> 00:04:16.120 align:start position:0% most like how do you see this evolving 00:04:16.120 --> 00:04:18.909 align:start position:0% most like how do you see this evolving like<00:04:16.239> with<00:04:16.400> pine<00:04:16.720> cone<00:04:17.239> in<00:04:17.320> the<00:04:17.440> middle<00:04:17.639> of<00:04:17.919> it 00:04:18.909 --> 00:04:18.919 align:start position:0% like with pine cone in the middle of it 00:04:18.919 --> 00:04:21.189 align:start position:0% like with pine cone in the middle of it yeah<00:04:19.160> I<00:04:19.239> think<00:04:19.440> that<00:04:19.639> like<00:04:19.799> the<00:04:20.199> fundamental 00:04:21.189 --> 00:04:21.199 align:start position:0% yeah I think that like the fundamental 00:04:21.199 --> 00:04:25.189 align:start position:0% yeah I think that like the fundamental understanding<00:04:21.840> on<00:04:22.840> on<00:04:23.040> in<00:04:23.199> Pine<00:04:23.520> Cone<00:04:24.000> and<00:04:24.280> spe 00:04:25.189 --> 00:04:25.199 align:start position:0% understanding on on in Pine Cone and spe 00:04:25.199 --> 00:04:27.390 align:start position:0% understanding on on in Pine Cone and spe specifically<00:04:25.680> our<00:04:25.800> founder<00:04:26.160> Ido<00:04:26.600> Liberty 00:04:27.390 --> 00:04:27.400 align:start position:0% specifically our founder Ido Liberty 00:04:27.400 --> 00:04:31.830 align:start position:0% specifically our founder Ido Liberty Liberty<00:04:28.400> um<00:04:28.680> is<00:04:29.000> that<00:04:29.440> you<00:04:29.560> know<00:04:29.759> know<00:04:30.120> the<00:04:30.840> the 00:04:31.830 --> 00:04:31.840 align:start position:0% Liberty um is that you know know the the 00:04:31.840 --> 00:04:34.270 align:start position:0% Liberty um is that you know know the the volumes<00:04:32.360> of<00:04:32.600> unstructured<00:04:33.400> data<00:04:33.840> are<00:04:34.080> going 00:04:34.270 --> 00:04:34.280 align:start position:0% volumes of unstructured data are going 00:04:34.280 --> 00:04:37.870 align:start position:0% volumes of unstructured data are going to<00:04:34.639> rise<00:04:35.520> and<00:04:35.680> that<00:04:35.840> the<00:04:36.039> best<00:04:36.320> way<00:04:36.600> to<00:04:37.360> to 00:04:37.870 --> 00:04:37.880 align:start position:0% to rise and that the best way to to 00:04:37.880 --> 00:04:40.430 align:start position:0% to rise and that the best way to to leverage<00:04:38.520> that<00:04:38.720> data<00:04:39.240> would<00:04:39.400> be<00:04:39.840> in<00:04:39.960> the<00:04:40.120> way 00:04:40.430 --> 00:04:40.440 align:start position:0% leverage that data would be in the way 00:04:40.440 --> 00:04:43.110 align:start position:0% leverage that data would be in the way of<00:04:40.759> embeddings<00:04:41.759> right<00:04:41.919> in<00:04:42.000> the<00:04:42.120> way<00:04:42.320> of<00:04:42.759> some 00:04:43.110 --> 00:04:43.120 align:start position:0% of embeddings right in the way of some 00:04:43.120 --> 00:04:45.110 align:start position:0% of embeddings right in the way of some some<00:04:43.360> Mech<00:04:44.080> when<00:04:44.199> we<00:04:44.280> say<00:04:44.440> embeddings<00:04:44.840> we<00:04:44.960> say 00:04:45.110 --> 00:04:45.120 align:start position:0% some Mech when we say embeddings we say 00:04:45.120 --> 00:04:47.230 align:start position:0% some Mech when we say embeddings we say some<00:04:45.360> mechanism<00:04:45.919> that<00:04:46.000> can<00:04:46.240> make<00:04:46.520> sense<00:04:46.919> of 00:04:47.230 --> 00:04:47.240 align:start position:0% some mechanism that can make sense of 00:04:47.240 --> 00:04:49.110 align:start position:0% some mechanism that can make sense of this<00:04:47.400> unstructured<00:04:48.039> data<00:04:48.759> in<00:04:48.919> some 00:04:49.110 --> 00:04:49.120 align:start position:0% this unstructured data in some 00:04:49.120 --> 00:04:51.710 align:start position:0% this unstructured data in some programmatic<00:04:49.720> way<00:04:50.160> MH<00:04:50.880> um<00:04:51.120> and<00:04:51.240> I<00:04:51.360> think<00:04:51.600> that 00:04:51.710 --> 00:04:51.720 align:start position:0% programmatic way MH um and I think that 00:04:51.720 --> 00:04:54.029 align:start position:0% programmatic way MH um and I think that in<00:04:51.880> that<00:04:52.080> sense<00:04:52.479> like<00:04:52.600> it's<00:04:52.720> a<00:04:52.919> long-term<00:04:53.479> BET 00:04:54.029 --> 00:04:54.039 align:start position:0% in that sense like it's a long-term BET 00:04:54.039 --> 00:04:55.310 align:start position:0% in that sense like it's a long-term BET right<00:04:54.160> so<00:04:54.360> like<00:04:54.520> there's<00:04:54.880> all<00:04:55.000> of<00:04:55.160> these 00:04:55.310 --> 00:04:55.320 align:start position:0% right so like there's all of these 00:04:55.320 --> 00:04:56.510 align:start position:0% right so like there's all of these different<00:04:55.560> modalities<00:04:56.000> that<00:04:56.080> we're<00:04:56.240> seeing 00:04:56.510 --> 00:04:56.520 align:start position:0% different modalities that we're seeing 00:04:56.520 --> 00:04:58.990 align:start position:0% different modalities that we're seeing now<00:04:56.759> right<00:04:57.000> like<00:04:57.440> rag<00:04:57.840> is<00:04:58.120> one<00:04:58.440> way<00:04:58.759> to 00:04:58.990 --> 00:04:59.000 align:start position:0% now right like rag is one way to 00:04:59.000 --> 00:05:01.230 align:start position:0% now right like rag is one way to leverage<00:04:59.440> that<00:04:59.759> capability<00:05:00.280> of<00:05:00.759> handling 00:05:01.230 --> 00:05:01.240 align:start position:0% leverage that capability of handling 00:05:01.240 --> 00:05:03.189 align:start position:0% leverage that capability of handling unstructured<00:05:01.840> data<00:05:02.080> by<00:05:02.199> using<00:05:02.440> embeddings 00:05:03.189 --> 00:05:03.199 align:start position:0% unstructured data by using embeddings 00:05:03.199 --> 00:05:06.029 align:start position:0% unstructured data by using embeddings yep<00:05:03.680> um<00:05:04.120> you<00:05:04.240> know<00:05:04.520> doing<00:05:05.039> image<00:05:05.400> search<00:05:05.880> and 00:05:06.029 --> 00:05:06.039 align:start position:0% yep um you know doing image search and 00:05:06.039 --> 00:05:08.469 align:start position:0% yep um you know doing image search and doing<00:05:06.600> all<00:05:06.759> sorts<00:05:07.000> of<00:05:07.240> other<00:05:07.479> kind<00:05:07.720> of<00:05:08.240> um 00:05:08.469 --> 00:05:08.479 align:start position:0% doing all sorts of other kind of um 00:05:08.479 --> 00:05:10.189 align:start position:0% doing all sorts of other kind of um operations<00:05:08.960> on<00:05:09.240> structured<00:05:09.720> data<00:05:10.039> on 00:05:10.189 --> 00:05:10.199 align:start position:0% operations on structured data on 00:05:10.199 --> 00:05:12.950 align:start position:0% operations on structured data on unstructured<00:05:10.800> data<00:05:11.479> can<00:05:11.720> prove<00:05:11.919> to<00:05:12.080> be<00:05:12.759> um 00:05:12.950 --> 00:05:12.960 align:start position:0% unstructured data can prove to be um 00:05:12.960 --> 00:05:14.670 align:start position:0% unstructured data can prove to be um very<00:05:13.240> lucrative<00:05:13.720> as<00:05:13.840> well<00:05:14.080> in<00:05:14.160> the<00:05:14.280> future 00:05:14.670 --> 00:05:14.680 align:start position:0% very lucrative as well in the future 00:05:14.680 --> 00:05:16.909 align:start position:0% very lucrative as well in the future right<00:05:14.840> so<00:05:15.320> I<00:05:15.400> think<00:05:15.840> we're<00:05:16.199> keeping<00:05:16.560> our 00:05:16.909 --> 00:05:16.919 align:start position:0% right so I think we're keeping our 00:05:16.919 --> 00:05:19.189 align:start position:0% right so I think we're keeping our options<00:05:17.440> open<00:05:18.199> but<00:05:18.280> we're<00:05:18.479> also<00:05:18.720> trying<00:05:18.919> to 00:05:19.189 --> 00:05:19.199 align:start position:0% options open but we're also trying to 00:05:19.199 --> 00:05:20.909 align:start position:0% options open but we're also trying to leverage<00:05:19.600> on<00:05:19.919> opportunities<00:05:20.479> that<00:05:20.600> are<00:05:20.800> kind 00:05:20.909 --> 00:05:20.919 align:start position:0% leverage on opportunities that are kind 00:05:20.919 --> 00:05:22.870 align:start position:0% leverage on opportunities that are kind of<00:05:21.080> immediate<00:05:21.680> where<00:05:21.800> we<00:05:21.919> can<00:05:22.360> help<00:05:22.639> our 00:05:22.870 --> 00:05:22.880 align:start position:0% of immediate where we can help our 00:05:22.880 --> 00:05:25.790 align:start position:0% of immediate where we can help our customers<00:05:23.680> and<00:05:23.800> our<00:05:23.919> users<00:05:24.280> by<00:05:24.560> making<00:05:25.520> their 00:05:25.790 --> 00:05:25.800 align:start position:0% customers and our users by making their 00:05:25.800 --> 00:05:28.390 align:start position:0% customers and our users by making their lives<00:05:26.240> easier<00:05:27.240> um<00:05:27.360> for<00:05:27.560> example<00:05:28.000> with<00:05:28.240> with 00:05:28.390 --> 00:05:28.400 align:start position:0% lives easier um for example with with 00:05:28.400 --> 00:05:30.990 align:start position:0% lives easier um for example with with rag<00:05:28.919> right<00:05:29.120> like<00:05:29.280> which<00:05:29.400> is<00:05:29.720> which<00:05:29.880> is<00:05:30.240> still<00:05:30.759> a 00:05:30.990 --> 00:05:31.000 align:start position:0% rag right like which is which is still a 00:05:31.000 --> 00:05:34.189 align:start position:0% rag right like which is which is still a very<00:05:31.360> big<00:05:31.639> portion<00:05:32.000> of<00:05:32.680> um<00:05:33.000> of<00:05:33.240> our<00:05:33.560> of<00:05:33.680> our 00:05:34.189 --> 00:05:34.199 align:start position:0% very big portion of um of our of our 00:05:34.199 --> 00:05:36.790 align:start position:0% very big portion of um of our of our activity<00:05:35.199> um<00:05:35.520> we<00:05:35.840> just<00:05:36.039> released<00:05:36.639> um 00:05:36.790 --> 00:05:36.800 align:start position:0% activity um we just released um 00:05:36.800 --> 00:05:39.469 align:start position:0% activity um we just released um assistant<00:05:37.759> and<00:05:37.880> that<00:05:38.000> is<00:05:38.280> just<00:05:38.600> a<00:05:38.840> very<00:05:39.120> simple 00:05:39.469 --> 00:05:39.479 align:start position:0% assistant and that is just a very simple 00:05:39.479 --> 00:05:42.390 align:start position:0% assistant and that is just a very simple way<00:05:39.680> of<00:05:39.919> getting<00:05:40.479> getting<00:05:40.840> a<00:05:41.280> rag<00:05:41.759> stack<00:05:42.280> kind 00:05:42.390 --> 00:05:42.400 align:start position:0% way of getting getting a rag stack kind 00:05:42.400 --> 00:05:45.110 align:start position:0% way of getting getting a rag stack kind of<00:05:42.919> started<00:05:43.919> um<00:05:44.120> without<00:05:44.440> having<00:05:44.639> to<00:05:44.800> know<00:05:45.000> the 00:05:45.110 --> 00:05:45.120 align:start position:0% of started um without having to know the 00:05:45.120 --> 00:05:46.749 align:start position:0% of started um without having to know the intricacies<00:05:45.759> of<00:05:46.160> you<00:05:46.240> know<00:05:46.400> how<00:05:46.479> to<00:05:46.600> do 00:05:46.749 --> 00:05:46.759 align:start position:0% intricacies of you know how to do 00:05:46.759 --> 00:05:48.110 align:start position:0% intricacies of you know how to do chunking<00:05:47.160> and<00:05:47.360> how<00:05:47.479> to<00:05:47.560> do<00:05:47.680> embedding 00:05:48.110 --> 00:05:48.120 align:start position:0% chunking and how to do embedding 00:05:48.120 --> 00:05:49.749 align:start position:0% chunking and how to do embedding properly<00:05:48.479> and<00:05:48.680> how<00:05:48.800> to<00:05:49.120> like<00:05:49.280> go<00:05:49.400> about<00:05:49.600> all 00:05:49.749 --> 00:05:49.759 align:start position:0% properly and how to like go about all 00:05:49.759 --> 00:05:51.830 align:start position:0% properly and how to like go about all the<00:05:49.919> evaluation<00:05:50.400> steps<00:05:50.639> on<00:05:50.759> your<00:05:50.880> own<00:05:51.440> you<00:05:51.639> get 00:05:51.830 --> 00:05:51.840 align:start position:0% the evaluation steps on your own you get 00:05:51.840 --> 00:05:55.110 align:start position:0% the evaluation steps on your own you get that<00:05:52.199> as<00:05:52.560> as<00:05:52.840> as<00:05:52.960> a<00:05:53.039> sort<00:05:53.199> of<00:05:53.360> like<00:05:53.440> an<00:05:53.759> API<00:05:54.759> um 00:05:55.110 --> 00:05:55.120 align:start position:0% that as as as a sort of like an API um 00:05:55.120 --> 00:05:57.510 align:start position:0% that as as as a sort of like an API um and<00:05:55.360> I<00:05:55.440> think<00:05:55.680> that<00:05:55.840> is<00:05:56.479> as<00:05:56.600> a<00:05:56.800> direction<00:05:57.360> right 00:05:57.510 --> 00:05:57.520 align:start position:0% and I think that is as a direction right 00:05:57.520 --> 00:05:59.309 align:start position:0% and I think that is as a direction right like<00:05:57.680> we<00:05:57.840> have<00:05:58.039> this<00:05:58.280> like<00:05:58.560> very<00:05:58.840> wide<00:05:59.039> scope 00:05:59.309 --> 00:05:59.319 align:start position:0% like we have this like very wide scope 00:05:59.319 --> 00:06:00.550 align:start position:0% like we have this like very wide scope of<00:05:59.400> things<00:05:59.680> that<00:05:59.800> you<00:05:59.919> could<00:06:00.080> do<00:06:00.240> with<00:06:00.360> the 00:06:00.550 --> 00:06:00.560 align:start position:0% of things that you could do with the 00:06:00.560 --> 00:06:03.189 align:start position:0% of things that you could do with the infrastructure<00:06:01.560> but<00:06:01.759> also<00:06:02.360> very<00:06:02.680> specific 00:06:03.189 --> 00:06:03.199 align:start position:0% infrastructure but also very specific 00:06:03.199 --> 00:06:04.870 align:start position:0% infrastructure but also very specific type<00:06:03.360> of<00:06:03.520> implementations<00:06:04.160> that<00:06:04.280> we<00:06:04.400> want<00:06:04.479> to 00:06:04.870 --> 00:06:04.880 align:start position:0% type of implementations that we want to 00:06:04.880 --> 00:06:06.790 align:start position:0% type of implementations that we want to kind<00:06:05.000> of<00:06:05.160> Usher<00:06:05.759> and<00:06:05.880> help<00:06:06.080> people<00:06:06.319> build 00:06:06.790 --> 00:06:06.800 align:start position:0% kind of Usher and help people build 00:06:06.800 --> 00:06:08.350 align:start position:0% kind of Usher and help people build that's<00:06:07.000> awesome<00:06:07.400> I<00:06:07.520> I<00:06:07.639> love<00:06:07.800> it<00:06:08.000> right<00:06:08.080> so<00:06:08.199> like 00:06:08.350 --> 00:06:08.360 align:start position:0% that's awesome I I love it right so like 00:06:08.360 --> 00:06:10.710 align:start position:0% that's awesome I I love it right so like assistant<00:06:08.680> will<00:06:08.840> help<00:06:09.160> people<00:06:09.880> to<00:06:10.319> take<00:06:10.520> their 00:06:10.710 --> 00:06:10.720 align:start position:0% assistant will help people to take their 00:06:10.720 --> 00:06:13.230 align:start position:0% assistant will help people to take their documents<00:06:11.280> put<00:06:11.560> them<00:06:12.160> in<00:06:12.360> Rag<00:06:12.680> and<00:06:12.960> do<00:06:13.080> it 00:06:13.230 --> 00:06:13.240 align:start position:0% documents put them in Rag and do it 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like<00:06:20.240> you<00:06:20.400> go<00:06:20.599> to<00:06:21.000> deel<00:06:21.400> like<00:06:21.520> you<00:06:21.599> talk<00:06:21.720> to 00:06:21.830 --> 00:06:21.840 align:start position:0% like you go to deel like you talk to 00:06:21.840 --> 00:06:23.430 align:start position:0% like you go to deel like you talk to developers<00:06:22.319> can<00:06:22.479> you<00:06:22.800> talk<00:06:22.960> a<00:06:23.080> little<00:06:23.240> bit 00:06:23.430 --> 00:06:23.440 align:start position:0% developers can you talk a little bit 00:06:23.440 --> 00:06:25.390 align:start position:0% developers can you talk a little bit like<00:06:24.240> what<00:06:24.360> do<00:06:24.440> you<00:06:24.520> see<00:06:24.759> because<00:06:25.000> it's<00:06:25.160> super 00:06:25.390 --> 00:06:25.400 align:start position:0% like what do you see because it's super 00:06:25.400 --> 00:06:26.749 align:start position:0% like what do you see because it's super hard<00:06:25.720> like<00:06:26.160> you<00:06:26.240> know<00:06:26.360> I<00:06:26.440> think<00:06:26.599> the 00:06:26.749 --> 00:06:26.759 align:start position:0% hard like you know I think the 00:06:26.759 --> 00:06:28.629 align:start position:0% hard like you know I think the difference<00:06:27.080> from<00:06:27.280> previous<00:06:27.599> waves<00:06:27.840> of<00:06:28.000> AI 00:06:28.629 --> 00:06:28.639 align:start position:0% difference from previous waves of AI 00:06:28.639 --> 00:06:30.909 align:start position:0% difference from previous waves of AI like<00:06:28.840> you<00:06:28.960> think<00:06:29.120> de<00:06:29.319> learn<00:06:29.800> was<00:06:30.120> was<00:06:30.319> was<00:06:30.520> hard 00:06:30.909 --> 00:06:30.919 align:start position:0% like you think de learn was was was hard 00:06:30.919 --> 00:06:33.350 align:start position:0% like you think de learn was was was hard like<00:06:31.240> look<00:06:31.400> at<00:06:31.639> this<00:06:31.800> stuff<00:06:32.080> like<00:06:32.319> the<00:06:32.520> the<00:06:32.919> the 00:06:33.350 --> 00:06:33.360 align:start position:0% like look at this stuff like the the the 00:06:33.360 --> 00:06:36.070 align:start position:0% like look at this stuff like the the the change<00:06:33.720> is<00:06:34.000> much<00:06:34.319> much<00:06:34.599> faster<00:06:35.319> there's<00:06:35.880> much 00:06:36.070 --> 00:06:36.080 align:start position:0% change is much much faster there's much 00:06:36.080 --> 00:06:38.110 align:start position:0% change is much much faster there's much more<00:06:36.319> new<00:06:36.599> stuff<00:06:36.960> right<00:06:37.199> like<00:06:37.680> how<00:06:37.840> do<00:06:37.960> you 00:06:38.110 --> 00:06:38.120 align:start position:0% more new stuff right like how do you 00:06:38.120 --> 00:06:40.110 align:start position:0% more new stuff right like how do you cope<00:06:38.400> with<00:06:38.560> this<00:06:38.759> yourself<00:06:39.440> and<00:06:39.639> like<00:06:39.840> how<00:06:40.000> do 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teaching the 00:06:46.599 --> 00:06:49.029 align:start position:0% do we go about basically teaching the community<00:06:47.319> the<00:06:47.479> best<00:06:47.759> practices<00:06:48.599> yeah<00:06:48.919> it's 00:06:49.029 --> 00:06:49.039 align:start position:0% community the best practices yeah it's 00:06:49.039 --> 00:06:52.550 align:start position:0% community the best practices yeah it's an<00:06:49.240> excellent<00:06:49.680> question<00:06:50.440> so<00:06:51.440> um<00:06:52.000> I<00:06:52.080> think<00:06:52.319> that 00:06:52.550 --> 00:06:52.560 align:start position:0% an excellent question so um I think that 00:06:52.560 --> 00:06:54.589 align:start position:0% an excellent question so um I think that like<00:06:53.280> you're<00:06:53.560> right<00:06:53.800> like<00:06:53.919> I<00:06:54.000> think<00:06:54.199> that<00:06:54.440> the 00:06:54.589 --> 00:06:54.599 align:start position:0% like you're right like I think that the 00:06:54.599 --> 00:06:56.469 align:start position:0% like you're right like I think that the people<00:06:54.919> are<00:06:55.240> overwhelmed<00:06:55.840> by<00:06:56.039> like<00:06:56.199> just<00:06:56.319> the 00:06:56.469 --> 00:06:56.479 align:start position:0% people are overwhelmed by like just the 00:06:56.479 --> 00:06:58.550 align:start position:0% people are overwhelmed by like just the sheer<00:06:56.800> number<00:06:57.160> of<00:06:57.680> possibilities<00:06:58.240> in<00:06:58.360> front 00:06:58.550 --> 00:06:58.560 align:start position:0% sheer number of possibilities in front 00:06:58.560 --> 00:07:01.830 align:start position:0% sheer number of possibilities in front of<00:06:58.720> them<00:06:59.080> mhm<00:06:59.680> um<00:07:00.520> you<00:07:00.639> know<00:07:01.080> there's<00:07:01.440> I<00:07:01.800> I 00:07:01.830 --> 00:07:01.840 align:start position:0% of them mhm um you know there's I I 00:07:01.840 --> 00:07:03.589 align:start position:0% of them mhm um you know there's I I would<00:07:02.039> classify<00:07:02.599> like<00:07:02.960> you<00:07:03.080> know<00:07:03.199> the<00:07:03.319> world 00:07:03.589 --> 00:07:03.599 align:start position:0% would classify like you know the world 00:07:03.599 --> 00:07:06.309 align:start position:0% would classify like you know the world into<00:07:03.919> two<00:07:04.840> very<00:07:05.080> general<00:07:05.599> groups<00:07:05.960> like<00:07:06.120> people 00:07:06.309 --> 00:07:06.319 align:start position:0% into two very general groups like people 00:07:06.319 --> 00:07:07.790 align:start position:0% into two very general groups like people who<00:07:06.479> know<00:07:06.680> what<00:07:06.800> they<00:07:06.919> want<00:07:07.039> to<00:07:07.199> do<00:07:07.400> and<00:07:07.599> people 00:07:07.790 --> 00:07:07.800 align:start position:0% who know what they want to do and people 00:07:07.800 --> 00:07:09.550 align:start position:0% who know what they want to do and people who<00:07:07.960> don't<00:07:08.199> know<00:07:08.400> what<00:07:08.520> they<00:07:08.599> want<00:07:08.720> to<00:07:08.840> do<00:07:09.360> so 00:07:09.550 --> 00:07:09.560 align:start position:0% who don't know what they want to do so 00:07:09.560 --> 00:07:11.110 align:start position:0% who don't know what they want to do so and<00:07:09.680> I<00:07:09.759> think<00:07:09.919> that<00:07:10.039> there's<00:07:10.240> like<00:07:10.400> a<00:07:10.639> a<00:07:10.840> very 00:07:11.110 --> 00:07:11.120 align:start position:0% and I think that there's like a a very 00:07:11.120 --> 00:07:13.830 align:start position:0% and I think that there's like a a very big<00:07:11.400> group<00:07:11.800> of<00:07:12.000> people<00:07:12.360> who<00:07:13.120> see<00:07:13.400> a<00:07:13.520> lot<00:07:13.639> of 00:07:13.830 --> 00:07:13.840 align:start position:0% big group of people who see a lot of 00:07:13.840 --> 00:07:15.950 align:start position:0% big group of people who see a lot of very<00:07:14.000> cool<00:07:14.319> tools<00:07:15.080> and<00:07:15.199> are<00:07:15.400> like<00:07:15.639> I<00:07:15.720> want<00:07:15.840> to 00:07:15.950 --> 00:07:15.960 align:start position:0% very cool tools and are like I want to 00:07:15.960 --> 00:07:18.029 align:start position:0% very cool tools and are like I want to use<00:07:16.199> these<00:07:16.360> tools<00:07:17.039> but<00:07:17.160> they<00:07:17.319> don't<00:07:17.560> know<00:07:17.879> what 00:07:18.029 --> 00:07:18.039 align:start position:0% use these tools but they don't know what 00:07:18.039 --> 00:07:19.869 align:start position:0% use these tools but they don't know what they<00:07:18.160> want<00:07:18.280> to<00:07:18.400> do<00:07:18.560> with<00:07:18.720> these<00:07:18.879> tools<00:07:19.720> these 00:07:19.869 --> 00:07:19.879 align:start position:0% they want to do with these tools these 00:07:19.879 --> 00:07:22.189 align:start position:0% they want to do with these tools these people<00:07:20.160> have<00:07:20.360> like<00:07:20.479> a<00:07:20.759> very<00:07:21.759> different 00:07:22.189 --> 00:07:22.199 align:start position:0% people have like a very different 00:07:22.199 --> 00:07:24.390 align:start position:0% people have like a very different problem<00:07:22.560> from<00:07:22.800> the<00:07:22.919> second<00:07:23.240> group<00:07:24.000> um<00:07:24.199> which 00:07:24.390 --> 00:07:24.400 align:start position:0% problem from the second group um which 00:07:24.400 --> 00:07:27.110 align:start position:0% problem from the second group um which we<00:07:24.720> kind<00:07:24.800> of<00:07:24.960> try<00:07:25.160> to<00:07:25.360> empower<00:07:25.879> right<00:07:26.000> so<00:07:26.240> like 00:07:27.110 --> 00:07:27.120 align:start position:0% we kind of try to empower right so like 00:07:27.120 --> 00:07:29.909 align:start position:0% we kind of try to empower right so like the<00:07:27.240> first<00:07:27.520> group<00:07:27.960> right<00:07:28.960> the<00:07:29.120> our<00:07:29.599> job<00:07:29.759> as 00:07:29.909 --> 00:07:29.919 align:start position:0% the first group right the our job as 00:07:29.919 --> 00:07:32.070 align:start position:0% the first group right the our job as devell<00:07:30.479> is<00:07:30.560> to<00:07:30.800> basically<00:07:31.440> show<00:07:31.680> The<00:07:31.800> Art<00:07:31.960> of 00:07:32.070 --> 00:07:32.080 align:start position:0% devell is to basically show The Art of 00:07:32.080 --> 00:07:33.629 align:start position:0% devell is to basically show The Art of the<00:07:32.280> possible<00:07:32.800> right<00:07:32.919> so<00:07:33.160> like<00:07:33.319> basically 00:07:33.629 --> 00:07:33.639 align:start position:0% the possible right so like basically 00:07:33.639 --> 00:07:35.110 align:start position:0% the possible right so like basically show<00:07:33.879> them<00:07:34.120> what<00:07:34.199> are<00:07:34.360> the<00:07:34.520> things<00:07:34.919> what<00:07:35.000> are 00:07:35.110 --> 00:07:35.120 align:start position:0% show them what are the things what are 00:07:35.120 --> 00:07:37.189 align:start position:0% show them what are the things what are the<00:07:35.280> types<00:07:35.479> of<00:07:35.720> problems<00:07:36.599> that<00:07:36.720> you<00:07:36.840> can<00:07:37.039> go 00:07:37.189 --> 00:07:37.199 align:start position:0% the types of problems that you can go 00:07:37.199 --> 00:07:39.150 align:start position:0% the types of problems that you can go about<00:07:37.560> solving<00:07:38.000> with<00:07:38.160> this<00:07:38.360> thing<00:07:38.879> and<00:07:39.000> then 00:07:39.150 --> 00:07:39.160 align:start position:0% about solving with this thing and then 00:07:39.160 --> 00:07:41.749 align:start position:0% about solving with this thing and then once<00:07:39.319> you've<00:07:39.680> found<00:07:40.199> how<00:07:40.479> your<00:07:40.879> problem<00:07:41.440> maps 00:07:41.749 --> 00:07:41.759 align:start position:0% once you've found how your problem maps 00:07:41.759 --> 00:07:44.990 align:start position:0% once you've found how your problem maps to<00:07:42.000> this<00:07:42.280> problem<00:07:43.199> you're<00:07:44.199> more<00:07:44.360> than<00:07:44.520> likely 00:07:44.990 --> 00:07:45.000 align:start position:0% to this problem you're more than likely 00:07:45.000 --> 00:07:47.070 align:start position:0% to this problem you're more than likely to<00:07:45.120> follow<00:07:45.479> the<00:07:45.599> same<00:07:45.879> path<00:07:46.280> right<00:07:46.759> so<00:07:46.960> these 00:07:47.070 --> 00:07:47.080 align:start position:0% to follow the same path right so these 00:07:47.080 --> 00:07:48.350 align:start position:0% to follow the same path right so these are<00:07:47.199> the<00:07:47.280> materials<00:07:47.680> we'll<00:07:47.840> pull<00:07:48.039> out<00:07:48.159> for 00:07:48.350 --> 00:07:48.360 align:start position:0% are the materials we'll pull out for 00:07:48.360 --> 00:07:50.390 align:start position:0% are the materials we'll pull out for them<00:07:48.879> for<00:07:49.080> people<00:07:49.319> who<00:07:49.479> know<00:07:49.759> exactly<00:07:50.159> what<00:07:50.280> it 00:07:50.390 --> 00:07:50.400 align:start position:0% them for people who know exactly what it 00:07:50.400 --> 00:07:51.950 align:start position:0% them for people who know exactly what it is<00:07:50.599> that<00:07:50.720> they<00:07:50.840> want<00:07:50.960> to<00:07:51.120> do<00:07:51.599> they<00:07:51.720> just<00:07:51.840> want 00:07:51.950 --> 00:07:51.960 align:start position:0% is that they want to do they just want 00:07:51.960 --> 00:07:53.869 align:start position:0% is that they want to do they just want to<00:07:52.120> get<00:07:52.240> to<00:07:52.360> the<00:07:52.479> Brass<00:07:52.800> tax<00:07:53.080> of<00:07:53.240> how<00:07:53.360> to<00:07:53.560> stand 00:07:53.869 --> 00:07:53.879 align:start position:0% to get to the Brass tax of how to stand 00:07:53.879 --> 00:07:55.710 align:start position:0% to get to the Brass tax of how to stand these<00:07:54.039> things<00:07:54.319> up<00:07:54.960> right<00:07:55.159> like<00:07:55.280> the<00:07:55.440> problem 00:07:55.710 --> 00:07:55.720 align:start position:0% these things up right like the problem 00:07:55.720 --> 00:07:58.270 align:start position:0% these things up right like the problem there<00:07:55.879> becomes<00:07:56.280> more<00:07:56.599> of<00:07:57.280> knowing<00:07:57.800> all<00:07:57.960> of<00:07:58.080> the 00:07:58.270 --> 00:07:58.280 align:start position:0% there becomes more of knowing all of the 00:07:58.280 --> 00:08:00.430 align:start position:0% there becomes more of knowing all of the different<00:07:58.599> details<00:07:59.039> and<00:07:59.199> fact<00:07:59.520> factors<00:08:00.120> that 00:08:00.430 --> 00:08:00.440 align:start position:0% different details and fact factors that 00:08:00.440 --> 00:08:03.149 align:start position:0% different details and fact factors that that<00:08:01.000> that<00:08:01.400> that<00:08:01.840> influence<00:08:02.520> the<00:08:02.639> way<00:08:02.919> you 00:08:03.149 --> 00:08:03.159 align:start position:0% that that that influence the way you 00:08:03.159 --> 00:08:06.670 align:start position:0% that that that influence the way you construct<00:08:03.639> your<00:08:03.919> stack<00:08:04.680> as<00:08:04.759> a<00:08:05.080> whole<00:08:06.080> um<00:08:06.520> that 00:08:06.670 --> 00:08:06.680 align:start position:0% construct your stack as a whole um that 00:08:06.680 --> 00:08:09.029 align:start position:0% construct your stack as a whole um that gets<00:08:07.560> like<00:08:07.680> the<00:08:07.759> combinatorics<00:08:08.360> of<00:08:08.599> that<00:08:08.919> kind 00:08:09.029 --> 00:08:09.039 align:start position:0% gets like the combinatorics of that kind 00:08:09.039 --> 00:08:11.350 align:start position:0% gets like the combinatorics of that kind of<00:08:09.240> explode<00:08:09.840> now<00:08:10.479> when<00:08:10.599> you<00:08:10.759> have<00:08:10.960> like<00:08:11.080> all<00:08:11.199> of 00:08:11.350 --> 00:08:11.360 align:start position:0% of explode now when you have like all of 00:08:11.360 --> 00:08:12.990 align:start position:0% of explode now when you have like all of these<00:08:11.520> new<00:08:11.960> things<00:08:12.240> and<00:08:12.400> systems<00:08:12.759> that<00:08:12.879> you 00:08:12.990 --> 00:08:13.000 align:start position:0% these new things and systems that you 00:08:13.000 --> 00:08:14.589 align:start position:0% these new things and systems that you have<00:08:13.120> to<00:08:13.280> think<00:08:13.479> about<00:08:13.759> that<00:08:13.879> you<00:08:14.039> have<00:08:14.360> you 00:08:14.589 --> 00:08:14.599 align:start position:0% have to think about that you have you 00:08:14.599 --> 00:08:17.469 align:start position:0% have to think about that you have you need<00:08:14.759> to<00:08:15.080> think<00:08:15.240> about<00:08:15.520> before<00:08:16.000> M<00:08:16.520> um<00:08:16.800> so<00:08:17.319> part 00:08:17.469 --> 00:08:17.479 align:start position:0% need to think about before M um so part 00:08:17.479 --> 00:08:19.430 align:start position:0% need to think about before M um so part of<00:08:17.599> it<00:08:17.759> is<00:08:17.960> kind<00:08:18.080> of<00:08:18.280> like<00:08:18.479> just<00:08:18.720> general 00:08:19.430 --> 00:08:19.440 align:start position:0% of it is kind of like just general 00:08:19.440 --> 00:08:21.869 align:start position:0% of it is kind of like just general engineering<00:08:20.440> um<00:08:20.800> premises<00:08:21.400> that<00:08:21.479> are<00:08:21.720> for 00:08:21.869 --> 00:08:21.879 align:start position:0% engineering um premises that are for 00:08:21.879 --> 00:08:23.670 align:start position:0% engineering um premises that are for example<00:08:22.319> right<00:08:22.560> like<00:08:22.919> when<00:08:23.080> you<00:08:23.199> build<00:08:23.520> the 00:08:23.670 --> 00:08:23.680 align:start position:0% example right like when you build the 00:08:23.680 --> 00:08:26.390 align:start position:0% example right like when you build the rag<00:08:24.039> P<00:08:24.360> pipeline<00:08:25.000> MH<00:08:25.560> don't<00:08:25.759> just<00:08:25.919> build<00:08:26.199> the 00:08:26.390 --> 00:08:26.400 align:start position:0% rag P pipeline MH don't just build the 00:08:26.400 --> 00:08:29.149 align:start position:0% rag P pipeline MH don't just build the rag<00:08:26.720> Pipeline<00:08:27.120> and<00:08:27.319> say<00:08:28.280> things<00:08:28.479> will<00:08:28.639> be<00:08:28.840> good 00:08:29.149 --> 00:08:29.159 align:start position:0% rag Pipeline and say things will be good 00:08:29.159 --> 00:08:32.149 align:start position:0% rag Pipeline and say things will be good you<00:08:29.560> need<00:08:29.680> to<00:08:29.879> have<00:08:30.039> an<00:08:30.319> evaluation<00:08:31.319> right 00:08:32.149 --> 00:08:32.159 align:start position:0% you need to have an evaluation right 00:08:32.159 --> 00:08:34.149 align:start position:0% you need to have an evaluation right like<00:08:32.320> Paradigm<00:08:32.800> tool<00:08:33.159> mechanism<00:08:33.719> there<00:08:33.919> in 00:08:34.149 --> 00:08:34.159 align:start position:0% like Paradigm tool mechanism there in 00:08:34.159 --> 00:08:36.790 align:start position:0% like Paradigm tool mechanism there in place<00:08:34.800> to<00:08:35.120> actually<00:08:35.519> know<00:08:36.360> right<00:08:36.519> that<00:08:36.640> you're 00:08:36.790 --> 00:08:36.800 align:start position:0% place to actually know right that you're 00:08:36.800 --> 00:08:38.430 align:start position:0% place to actually know right that you're doing<00:08:37.039> a<00:08:37.159> good<00:08:37.320> job<00:08:37.560> we<00:08:37.760> not<00:08:37.839> doing<00:08:38.039> good<00:08:38.240> job 00:08:38.430 --> 00:08:38.440 align:start position:0% doing a good job we not doing good job 00:08:38.440 --> 00:08:40.389 align:start position:0% doing a good job we not doing good job so<00:08:38.599> like<00:08:38.760> even<00:08:39.080> going<00:08:39.399> about<00:08:39.839> that<00:08:40.039> whole 00:08:40.389 --> 00:08:40.399 align:start position:0% so like even going about that whole 00:08:40.399 --> 00:08:43.350 align:start position:0% so like even going about that whole pipeline<00:08:41.320> is<00:08:41.760> not<00:08:41.959> necessarily<00:08:42.440> true<00:08:43.080> for<00:08:43.240> a 00:08:43.350 --> 00:08:43.360 align:start position:0% pipeline is not necessarily true for a 00:08:43.360 --> 00:08:46.389 align:start position:0% pipeline is not necessarily true for a lot<00:08:43.479> of<00:08:43.640> people<00:08:44.159> so<00:08:44.839> that's<00:08:45.080> the<00:08:45.240> other<00:08:45.959> aspect 00:08:46.389 --> 00:08:46.399 align:start position:0% lot of people so that's the other aspect 00:08:46.399 --> 00:08:47.990 align:start position:0% lot of people so that's the other aspect right<00:08:46.519> like<00:08:46.600> it's<00:08:46.720> trying<00:08:46.920> to<00:08:47.120> give<00:08:47.360> people 00:08:47.990 --> 00:08:48.000 align:start position:0% right like it's trying to give people 00:08:48.000 --> 00:08:50.310 align:start position:0% right like it's trying to give people the<00:08:48.160> tools<00:08:48.519> and<00:08:48.680> the<00:08:48.880> and<00:08:49.080> the<00:08:49.279> and<00:08:49.399> the<00:08:49.560> flows 00:08:50.310 --> 00:08:50.320 align:start position:0% the tools and the and the and the flows 00:08:50.320 --> 00:08:52.910 align:start position:0% the tools and the and the and the flows right<00:08:50.519> and<00:08:50.800> examples<00:08:51.760> that<00:08:51.920> kind<00:08:52.040> of<00:08:52.640> tell 00:08:52.910 --> 00:08:52.920 align:start position:0% right and examples that kind of tell 00:08:52.920 --> 00:08:55.150 align:start position:0% right and examples that kind of tell them<00:08:53.160> how<00:08:53.279> to<00:08:53.680> compose<00:08:54.600> all<00:08:54.839> the<00:08:54.959> different 00:08:55.150 --> 00:08:55.160 align:start position:0% them how to compose all the different 00:08:55.160 --> 00:08:57.070 align:start position:0% them how to compose all the different tools<00:08:55.480> that<00:08:55.640> exist<00:08:56.040> in<00:08:56.200> this<00:08:56.440> ecosystem 00:08:57.070 --> 00:08:57.080 align:start position:0% tools that exist in this ecosystem 00:08:57.080 --> 00:08:59.230 align:start position:0% tools that exist in this ecosystem because<00:08:57.839> unfortunately<00:08:58.440> for<00:08:58.640> us<00:08:58.920> right<00:08:59.079> like 00:08:59.230 --> 00:08:59.240 align:start position:0% because unfortunately for us right like 00:08:59.240 --> 00:09:01.990 align:start position:0% because unfortunately for us right like we<00:08:59.640> we<00:08:59.839> cannot<00:09:00.240> as<00:09:00.320> a<00:09:00.480> database<00:09:01.000> right<00:09:01.200> operate 00:09:01.990 --> 00:09:02.000 align:start position:0% we we cannot as a database right operate 00:09:02.000 --> 00:09:05.269 align:start position:0% we we cannot as a database right operate in<00:09:02.519> like<00:09:02.839> a<00:09:03.440> vacuum<00:09:04.240> like<00:09:04.320> we're<00:09:04.560> reliant<00:09:05.120> on 00:09:05.269 --> 00:09:05.279 align:start position:0% in like a vacuum like we're reliant on 00:09:05.279 --> 00:09:08.030 align:start position:0% in like a vacuum like we're reliant on the<00:09:05.399> entire<00:09:06.120> like<00:09:06.360> one<00:09:07.000> right<00:09:07.200> like<00:09:07.399> and<00:09:07.600> then 00:09:08.030 --> 00:09:08.040 align:start position:0% the entire like one right like and then 00:09:08.040 --> 00:09:09.949 align:start position:0% the entire like one right like and then delegate<00:09:08.720> right<00:09:09.040> exactly<00:09:09.480> that's<00:09:09.680> great<00:09:09.839> and 00:09:09.949 --> 00:09:09.959 align:start position:0% delegate right exactly that's great and 00:09:09.959 --> 00:09:13.590 align:start position:0% delegate right exactly that's great and so<00:09:10.800> uh<00:09:11.200> the<00:09:11.399> last<00:09:11.800> question<00:09:12.440> for<00:09:12.680> the<00:09:12.839> ra<00:09:13.480> and 00:09:13.590 --> 00:09:13.600 align:start position:0% so uh the last question for the ra and 00:09:13.600 --> 00:09:16.310 align:start position:0% so uh the last question for the ra and then<00:09:13.720> I<00:09:13.839> just<00:09:14.000> have<00:09:14.120> like<00:09:14.240> a<00:09:14.320> fun<00:09:14.720> question<00:09:15.720> uh 00:09:16.310 --> 00:09:16.320 align:start position:0% then I just have like a fun question uh 00:09:16.320 --> 00:09:19.150 align:start position:0% then I just have like a fun question uh is<00:09:16.920> we<00:09:17.160> started<00:09:17.399> the<00:09:17.480> new<00:09:17.600> series<00:09:17.880> called<00:09:18.160> D 00:09:19.150 --> 00:09:19.160 align:start position:0% is we started the new series called D 00:09:19.160 --> 00:09:21.829 align:start position:0% is we started the new series called D not<00:09:19.360> a<00:09:20.000> right<00:09:20.320> and<00:09:20.440> so<00:09:20.959> that's<00:09:21.120> also<00:09:21.320> URL<00:09:21.720> of 00:09:21.829 --> 00:09:21.839 align:start position:0% not a right and so that's also URL of 00:09:21.839 --> 00:09:23.990 align:start position:0% not a right and so that's also URL of course<00:09:22.360> and<00:09:22.480> this<00:09:22.600> is<00:09:22.800> basically<00:09:23.200> how<00:09:23.480> to<00:09:23.880> keep 00:09:23.990 --> 00:09:24.000 align:start position:0% course and this is basically how to keep 00:09:24.000 --> 00:09:27.269 align:start position:0% course and this is basically how to keep it<00:09:24.160> real<00:09:24.560> doing<00:09:24.839> the<00:09:25.040> RA<00:09:25.399> in<00:09:25.560> the<00:09:26.040> times<00:09:26.720> and<00:09:26.880> so 00:09:27.269 --> 00:09:27.279 align:start position:0% it real doing the RA in the times and so 00:09:27.279 --> 00:09:28.870 align:start position:0% it real doing the RA in the times and so you've<00:09:27.480> been<00:09:27.600> doing<00:09:27.760> it<00:09:27.880> for<00:09:28.000> a<00:09:28.120> long<00:09:28.360> time<00:09:28.680> I'm 00:09:28.870 --> 00:09:28.880 align:start position:0% you've been doing it for a long time I'm 00:09:28.880 --> 00:09:32.430 align:start position:0% you've been doing it for a long time I'm coming<00:09:29.399> back<00:09:29.519> to<00:09:29.720> theel<00:09:30.720> you<00:09:30.880> know<00:09:31.200> after<00:09:31.720> like 00:09:32.430 --> 00:09:32.440 align:start position:0% coming back to theel you know after like 00:09:32.440 --> 00:09:35.710 align:start position:0% coming back to theel you know after like interesting<00:09:32.959> things<00:09:33.640> so<00:09:34.440> uh<00:09:35.360> what's<00:09:35.519> your 00:09:35.710 --> 00:09:35.720 align:start position:0% interesting things so uh what's your 00:09:35.720 --> 00:09:38.710 align:start position:0% interesting things so uh what's your advice<00:09:36.279> to<00:09:36.640> devels<00:09:37.360> operating<00:09:37.760> in<00:09:37.920> this<00:09:38.320> super 00:09:38.710 --> 00:09:38.720 align:start position:0% advice to devels operating in this super 00:09:38.720 --> 00:09:40.590 align:start position:0% advice to devels operating in this super hard<00:09:39.040> world<00:09:39.320> how<00:09:39.399> do<00:09:39.519> you<00:09:39.640> keep<00:09:39.760> it<00:09:39.920> real<00:09:40.440> how 00:09:40.590 --> 00:09:40.600 align:start position:0% hard world how do you keep it real how 00:09:40.600 --> 00:09:42.590 align:start position:0% hard world how do you keep it real how do<00:09:40.680> you<00:09:40.800> make<00:09:40.920> it<00:09:41.200> interesting<00:09:42.200> what<00:09:42.360> should 00:09:42.590 --> 00:09:42.600 align:start position:0% do you make it interesting what should 00:09:42.600 --> 00:09:44.949 align:start position:0% do you make it interesting what should you<00:09:42.720> do<00:09:42.920> to<00:09:43.160> really<00:09:43.519> like<00:09:43.720> make<00:09:43.920> developers 00:09:44.949 --> 00:09:44.959 align:start position:0% you do to really like make developers 00:09:44.959 --> 00:09:48.110 align:start position:0% you do to really like make developers happy<00:09:45.959> yeah<00:09:46.200> I<00:09:46.279> mean<00:09:46.680> for<00:09:46.880> me<00:09:47.120> at<00:09:47.279> least<00:09:47.839> the 00:09:48.110 --> 00:09:48.120 align:start position:0% happy yeah I mean for me at least the 00:09:48.120 --> 00:09:50.030 align:start position:0% happy yeah I mean for me at least the The<00:09:48.240> Joy<00:09:48.519> has<00:09:48.720> always<00:09:49.000> been<00:09:49.360> at<00:09:49.640> helping 00:09:50.030 --> 00:09:50.040 align:start position:0% The Joy has always been at helping 00:09:50.040 --> 00:09:51.750 align:start position:0% The Joy has always been at helping people<00:09:50.600> understand<00:09:50.839> what<00:09:51.240> problems<00:09:51.560> they're 00:09:51.750 --> 00:09:51.760 align:start position:0% people understand what problems they're 00:09:51.760 --> 00:09:54.030 align:start position:0% people understand what problems they're trying<00:09:51.959> to<00:09:52.079> solve<00:09:52.440> specifically<00:09:53.440> to<00:09:53.560> sort<00:09:53.760> of 00:09:54.030 --> 00:09:54.040 align:start position:0% trying to solve specifically to sort of 00:09:54.040 --> 00:09:56.550 align:start position:0% trying to solve specifically to sort of try<00:09:54.200> and<00:09:54.440> untie<00:09:54.959> them<00:09:55.240> from<00:09:56.000> the<00:09:56.160> ways<00:09:56.399> that 00:09:56.550 --> 00:09:56.560 align:start position:0% try and untie them from the ways that 00:09:56.560 --> 00:09:58.750 align:start position:0% try and untie them from the ways that they<00:09:56.720> think<00:09:56.920> about<00:09:57.160> solving<00:09:57.560> a<00:09:57.800> problem<00:09:58.440> and 00:09:58.750 --> 00:09:58.760 align:start position:0% they think about solving a problem and 00:09:58.760 --> 00:10:01.269 align:start position:0% they think about solving a problem and you<00:09:58.880> know<00:09:59.480> that<00:09:59.680> becoming<00:10:00.040> kind<00:10:00.160> of<00:10:00.320> like<00:10:00.560> the 00:10:01.269 --> 00:10:01.279 align:start position:0% you know that becoming kind of like the 00:10:01.279 --> 00:10:03.030 align:start position:0% you know that becoming kind of like the the<00:10:01.480> the<00:10:01.600> thing<00:10:01.800> that<00:10:02.040> cor<00:10:02.399> Corners<00:10:02.760> you<00:10:02.880> into 00:10:03.030 --> 00:10:03.040 align:start position:0% the the thing that cor Corners you into 00:10:03.040 --> 00:10:05.949 align:start position:0% the the thing that cor Corners you into a<00:10:03.279> very<00:10:04.000> particular<00:10:04.440> solution<00:10:05.160> or<00:10:05.360> even<00:10:05.600> worse 00:10:05.949 --> 00:10:05.959 align:start position:0% a very particular solution or even worse 00:10:05.959 --> 00:10:07.710 align:start position:0% a very particular solution or even worse right<00:10:06.120> when<00:10:06.200> you<00:10:06.320> start<00:10:06.560> with<00:10:06.680> a<00:10:06.839> solution<00:10:07.480> and 00:10:07.710 --> 00:10:07.720 align:start position:0% right when you start with a solution and 00:10:07.720 --> 00:10:09.470 align:start position:0% right when you start with a solution and like<00:10:07.920> then<00:10:08.079> you<00:10:08.320> limit<00:10:08.680> the<00:10:08.839> scope<00:10:09.120> of<00:10:09.200> your 00:10:09.470 --> 00:10:09.480 align:start position:0% like then you limit the scope of your 00:10:09.480 --> 00:10:12.630 align:start position:0% like then you limit the scope of your problem<00:10:09.800> to<00:10:09.959> begin<00:10:10.240> with<00:10:10.560> right<00:10:11.120> so<00:10:12.000> I<00:10:12.120> think 00:10:12.630 --> 00:10:12.640 align:start position:0% problem to begin with right so I think 00:10:12.640 --> 00:10:15.310 align:start position:0% problem to begin with right so I think like<00:10:13.000> that<00:10:13.320> like<00:10:13.640> having<00:10:14.160> like<00:10:14.360> the<00:10:14.600> knowledge 00:10:15.310 --> 00:10:15.320 align:start position:0% like that like having like the knowledge 00:10:15.320 --> 00:10:17.190 align:start position:0% like that like having like the knowledge right<00:10:15.760> um<00:10:15.959> of<00:10:16.079> the<00:10:16.200> tools<00:10:16.519> that<00:10:16.640> you're<00:10:17.079> that 00:10:17.190 --> 00:10:17.200 align:start position:0% right um of the tools that you're that 00:10:17.200 --> 00:10:20.430 align:start position:0% right um of the tools that you're that you're<00:10:18.000> uh<00:10:18.600> promoting<00:10:19.360> right<00:10:19.760> is<00:10:19.959> super 00:10:20.430 --> 00:10:20.440 align:start position:0% you're uh promoting right is super 00:10:20.440 --> 00:10:21.949 align:start position:0% you're uh promoting right is super important<00:10:20.880> because<00:10:21.120> then<00:10:21.200> you<00:10:21.320> can<00:10:21.480> enable 00:10:21.949 --> 00:10:21.959 align:start position:0% important because then you can enable 00:10:21.959 --> 00:10:23.550 align:start position:0% important because then you can enable people<00:10:22.200> to<00:10:22.399> think<00:10:22.600> about<00:10:22.920> problems<00:10:23.360> in<00:10:23.440> a 00:10:23.550 --> 00:10:23.560 align:start position:0% people to think about problems in a 00:10:23.560 --> 00:10:25.230 align:start position:0% people to think about problems in a certain<00:10:23.839> way<00:10:24.360> right<00:10:24.680> and<00:10:24.760> I<00:10:24.880> think<00:10:25.079> that 00:10:25.230 --> 00:10:25.240 align:start position:0% certain way right and I think that 00:10:25.240 --> 00:10:27.030 align:start position:0% certain way right and I think that people<00:10:25.519> that<00:10:25.680> work<00:10:26.160> with<00:10:26.480> you<00:10:26.560> know<00:10:26.800> graph 00:10:27.030 --> 00:10:27.040 align:start position:0% people that work with you know graph 00:10:27.040 --> 00:10:29.030 align:start position:0% people that work with you know graph databases<00:10:27.680> have<00:10:27.800> a<00:10:28.079> very<00:10:28.320> particular<00:10:28.760> way<00:10:28.920> of 00:10:29.030 --> 00:10:29.040 align:start position:0% databases have a very particular way of 00:10:29.040 --> 00:10:31.509 align:start position:0% databases have a very particular way of thinking<00:10:29.399> about<00:10:29.560> the<00:10:29.800> world<00:10:30.800> I<00:10:30.959> think<00:10:31.240> that 00:10:31.509 --> 00:10:31.519 align:start position:0% thinking about the world I think that 00:10:31.519 --> 00:10:33.710 align:start position:0% thinking about the world I think that now<00:10:32.040> with<00:10:32.200> my<00:10:32.360> experience<00:10:32.800> using<00:10:33.120> vectors<00:10:33.519> and 00:10:33.710 --> 00:10:33.720 align:start position:0% now with my experience using vectors and 00:10:33.720 --> 00:10:35.430 align:start position:0% now with my experience using vectors and graphs<00:10:34.079> and<00:10:34.279> other<00:10:34.720> things<00:10:35.000> like<00:10:35.200> type 00:10:35.430 --> 00:10:35.440 align:start position:0% graphs and other things like type 00:10:35.440 --> 00:10:37.629 align:start position:0% graphs and other things like type systems<00:10:35.839> Etc<00:10:36.600> have<00:10:36.720> a<00:10:36.800> way<00:10:36.920> to<00:10:37.079> think<00:10:37.360> about 00:10:37.629 --> 00:10:37.639 align:start position:0% systems Etc have a way to think about 00:10:37.639 --> 00:10:41.069 align:start position:0% systems Etc have a way to think about the<00:10:37.760> world<00:10:38.680> um<00:10:39.399> uh<00:10:39.600> and<00:10:39.720> I<00:10:39.839> think<00:10:40.120> that<00:10:40.680> as<00:10:40.880> long 00:10:41.069 --> 00:10:41.079 align:start position:0% the world um uh and I think that as long 00:10:41.079 --> 00:10:44.030 align:start position:0% the world um uh and I think that as long as<00:10:41.320> I<00:10:41.440> can<00:10:41.839> you<00:10:42.000> know<00:10:42.600> help<00:10:42.880> people<00:10:43.279> I 00:10:44.030 --> 00:10:44.040 align:start position:0% as I can you know help people I 00:10:44.040 --> 00:10:45.870 align:start position:0% as I can you know help people I understand<00:10:44.399> like<00:10:44.760> what<00:10:44.959> their<00:10:45.160> goals<00:10:45.519> are 00:10:45.870 --> 00:10:45.880 align:start position:0% understand like what their goals are 00:10:45.880 --> 00:10:49.190 align:start position:0% understand like what their goals are very<00:10:46.800> specifically<00:10:47.800> right<00:10:48.320> then<00:10:48.760> it<00:10:48.920> allows 00:10:49.190 --> 00:10:49.200 align:start position:0% very specifically right then it allows 00:10:49.200 --> 00:10:51.670 align:start position:0% very specifically right then it allows me<00:10:49.360> to<00:10:49.639> you<00:10:49.720> know<00:10:49.920> come<00:10:50.079> up<00:10:50.320> with<00:10:51.040> potential 00:10:51.670 --> 00:10:51.680 align:start position:0% me to you know come up with potential 00:10:51.680 --> 00:10:53.269 align:start position:0% me to you know come up with potential you<00:10:51.760> know<00:10:51.959> recommendations<00:10:52.560> and<00:10:52.800> Technical 00:10:53.269 --> 00:10:53.279 align:start position:0% you know recommendations and Technical 00:10:53.279 --> 00:10:55.430 align:start position:0% you know recommendations and Technical Solutions<00:10:54.200> and<00:10:54.360> actually<00:10:54.600> be<00:10:54.800> effective<00:10:55.200> so<00:10:55.360> I 00:10:55.430 --> 00:10:55.440 align:start position:0% Solutions and actually be effective so I 00:10:55.440 --> 00:10:56.790 align:start position:0% Solutions and actually be effective so I think<00:10:55.680> that<00:10:56.000> that<00:10:56.079> works<00:10:56.320> for<00:10:56.480> me<00:10:56.639> I<00:10:56.680> don't 00:10:56.790 --> 00:10:56.800 align:start position:0% think that that works for me I don't 00:10:56.800 --> 00:10:58.110 align:start position:0% think that that works for me I don't know<00:10:56.880> if<00:10:56.959> it<00:10:57.079> works<00:10:57.240> for<00:10:57.360> everybody<00:10:57.680> I<00:10:57.760> love<00:10:57.920> it 00:10:58.110 --> 00:10:58.120 align:start position:0% know if it works for everybody I love it 00:10:58.120 --> 00:11:00.389 align:start position:0% know if it works for everybody I love it and<00:10:58.360> I<00:10:58.440> think<00:10:58.600> it's<00:10:58.760> like<00:10:58.959> the<00:10:59.480> it's<00:10:59.760> it's<00:11:00.279> you 00:11:00.389 --> 00:11:00.399 align:start position:0% and I think it's like the it's it's you 00:11:00.399 --> 00:11:03.030 align:start position:0% and I think it's like the it's it's you know<00:11:00.959> it's<00:11:01.279> the<00:11:01.480> like<00:11:01.600> Eternal<00:11:02.040> truth<00:11:02.800> know 00:11:03.030 --> 00:11:03.040 align:start position:0% know it's the like Eternal truth know 00:11:03.040 --> 00:11:06.030 align:start position:0% know it's the like Eternal truth know your<00:11:03.160> tools<00:11:03.680> learn<00:11:04.120> your<00:11:04.519> options<00:11:05.480> right<00:11:05.800> like 00:11:06.030 --> 00:11:06.040 align:start position:0% your tools learn your options right like 00:11:06.040 --> 00:11:08.230 align:start position:0% your tools learn your options right like it's<00:11:06.360> it's<00:11:06.519> not<00:11:06.720> magic<00:11:07.360> learn<00:11:07.639> how<00:11:07.800> this<00:11:07.959> stuff 00:11:08.230 --> 00:11:08.240 align:start position:0% it's it's not magic learn how this stuff 00:11:08.240 --> 00:11:10.790 align:start position:0% it's it's not magic learn how this stuff works<00:11:09.000> you<00:11:09.240> know<00:11:09.560> programming<00:11:10.000> language<00:11:10.519> know 00:11:10.790 --> 00:11:10.800 align:start position:0% works you know programming language know 00:11:10.800 --> 00:11:12.870 align:start position:0% works you know programming language know you<00:11:11.000> know<00:11:11.160> it<00:11:11.320> well<00:11:11.560> know<00:11:11.800> EV<00:11:12.000> Val<00:11:12.360> right<00:11:12.519> like 00:11:12.870 --> 00:11:12.880 align:start position:0% you know it well know EV Val right like 00:11:12.880 --> 00:11:14.470 align:start position:0% you know it well know EV Val right like learn<00:11:13.240> the<00:11:13.480> components<00:11:13.959> and<00:11:14.079> then<00:11:14.200> you<00:11:14.320> can 00:11:14.470 --> 00:11:14.480 align:start position:0% learn the components and then you can 00:11:14.480 --> 00:11:16.949 align:start position:0% learn the components and then you can put<00:11:14.600> them<00:11:14.839> together<00:11:15.200> y<00:11:15.760> love<00:11:15.959> it<00:11:16.279> and<00:11:16.519> the<00:11:16.720> last 00:11:16.949 --> 00:11:16.959 align:start position:0% put them together y love it and the last 00:11:16.959 --> 00:11:18.550 align:start position:0% put them together y love it and the last question<00:11:17.320> like<00:11:17.760> tell<00:11:17.959> us<00:11:18.120> something<00:11:18.320> fun 00:11:18.550 --> 00:11:18.560 align:start position:0% question like tell us something fun 00:11:18.560 --> 00:11:20.389 align:start position:0% question like tell us something fun about<00:11:18.720> yourself<00:11:19.120> like<00:11:19.279> what<00:11:19.360> do<00:11:19.480> you<00:11:20.160> you<00:11:20.240> know 00:11:20.389 --> 00:11:20.399 align:start position:0% about yourself like what do you you know 00:11:20.399 --> 00:11:22.030 align:start position:0% about yourself like what do you you know what's<00:11:20.519> a<00:11:20.680> fun<00:11:20.959> fact<00:11:21.240> about<00:11:21.440> you<00:11:21.600> what<00:11:21.720> do<00:11:21.800> you 00:11:22.030 --> 00:11:22.040 align:start position:0% what's a fun fact about you what do you 00:11:22.040 --> 00:11:25.470 align:start position:0% what's a fun fact about you what do you like<00:11:22.200> to<00:11:22.320> do<00:11:22.440> for<00:11:22.600> fun<00:11:23.160> yeah<00:11:23.560> um<00:11:24.480> the<00:11:24.720> fun<00:11:25.040> facts 00:11:25.470 --> 00:11:25.480 align:start position:0% like to do for fun yeah um the fun facts 00:11:25.480 --> 00:11:29.069 align:start position:0% like to do for fun yeah um the fun facts I'm<00:11:25.720> I've<00:11:26.040> been<00:11:26.360> playing<00:11:26.639> flute<00:11:27.079> for<00:11:27.279> about<00:11:28.079> 25 00:11:29.069 --> 00:11:29.079 align:start position:0% I'm I've been playing flute for about 25 00:11:29.079 --> 00:11:31.430 align:start position:0% I'm I've been playing flute for about 25 years<00:11:29.360> years<00:11:29.519> or<00:11:29.639> so<00:11:30.000> oh<00:11:30.200> wow<00:11:30.880> I<00:11:31.040> play<00:11:31.240> other 00:11:31.430 --> 00:11:31.440 align:start position:0% years years or so oh wow I play other 00:11:31.440 --> 00:11:33.190 align:start position:0% years years or so oh wow I play other instruments<00:11:31.959> is<00:11:32.079> it<00:11:32.200> classical<00:11:32.600> music<00:11:33.040> uh<00:11:33.160> I 00:11:33.190 --> 00:11:33.200 align:start position:0% instruments is it classical music uh I 00:11:33.200 --> 00:11:34.430 align:start position:0% instruments is it classical music uh I don't<00:11:33.360> play<00:11:33.519> classical<00:11:33.880> music<00:11:34.120> anymore<00:11:34.399> I 00:11:34.430 --> 00:11:34.440 align:start position:0% don't play classical music anymore I 00:11:34.440 --> 00:11:35.910 align:start position:0% don't play classical music anymore I used<00:11:34.600> to<00:11:34.800> play<00:11:35.040> classical<00:11:35.360> music<00:11:35.600> I<00:11:35.680> used<00:11:35.839> to 00:11:35.910 --> 00:11:35.920 align:start position:0% used to play classical music I used to 00:11:35.920 --> 00:11:37.470 align:start position:0% used to play classical music I used to be<00:11:36.000> in<00:11:36.120> a<00:11:36.240> choir<00:11:36.639> when<00:11:36.760> it<00:11:36.839> was<00:11:37.000> like<00:11:37.079> a<00:11:37.160> really 00:11:37.470 --> 00:11:37.480 align:start position:0% be in a choir when it was like a really 00:11:37.480 --> 00:11:40.190 align:start position:0% be in a choir when it was like a really fantastic<00:11:38.200> really<00:11:38.399> young<00:11:38.680> kid<00:11:39.399> um<00:11:39.839> but<00:11:40.040> yeah 00:11:40.190 --> 00:11:40.200 align:start position:0% fantastic really young kid um but yeah 00:11:40.200 --> 00:11:41.629 align:start position:0% fantastic really young kid um but yeah no<00:11:40.360> I'm<00:11:40.519> still<00:11:40.880> I<00:11:41.000> I<00:11:41.079> still<00:11:41.240> love<00:11:41.399> playing 00:11:41.629 --> 00:11:41.639 align:start position:0% no I'm still I I still love playing 00:11:41.639 --> 00:11:43.550 align:start position:0% no I'm still I I still love playing music<00:11:41.880> I<00:11:42.000> play<00:11:42.160> piano<00:11:42.480> bass<00:11:42.880> stuff<00:11:43.120> like<00:11:43.279> that 00:11:43.550 --> 00:11:43.560 align:start position:0% music I play piano bass stuff like that 00:11:43.560 --> 00:11:45.910 align:start position:0% music I play piano bass stuff like that um<00:11:43.839> but<00:11:44.120> yeah<00:11:44.279> mostly<00:11:44.560> with<00:11:44.760> myself<00:11:45.320> fantastic 00:11:45.910 --> 00:11:45.920 align:start position:0% um but yeah mostly with myself fantastic 00:11:45.920 --> 00:11:47.110 align:start position:0% um but yeah mostly with myself fantastic this<00:11:46.040> is<00:11:46.240> great<00:11:46.480> like<00:11:46.600> you<00:11:46.680> know<00:11:46.800> I<00:11:46.880> think<00:11:47.040> a 00:11:47.110 --> 00:11:47.120 align:start position:0% this is great like you know I think a 00:11:47.120 --> 00:11:49.269 align:start position:0% this is great like you know I think a lot<00:11:47.240> of<00:11:47.360> folks<00:11:47.560> in<00:11:47.720> AI<00:11:48.560> you<00:11:48.639> know<00:11:48.839> originally 00:11:49.269 --> 00:11:49.279 align:start position:0% lot of folks in AI you know originally 00:11:49.279 --> 00:11:51.190 align:start position:0% lot of folks in AI you know originally started<00:11:49.680> with<00:11:49.959> artists<00:11:50.480> philosophers 00:11:51.190 --> 00:11:51.200 align:start position:0% started with artists philosophers 00:11:51.200 --> 00:11:53.190 align:start position:0% started with artists philosophers musicians<00:11:51.800> like<00:11:52.279> it's<00:11:52.440> really<00:11:52.720> great<00:11:52.880> to<00:11:53.040> have 00:11:53.190 --> 00:11:53.200 align:start position:0% musicians like it's really great to have 00:11:53.200 --> 00:11:55.509 align:start position:0% musicians like it's really great to have all<00:11:53.360> of<00:11:53.480> this<00:11:53.600> coming<00:11:54.279> together<00:11:55.200> well<00:11:55.399> thank 00:11:55.509 --> 00:11:55.519 align:start position:0% all of this coming together well thank 00:11:55.519 --> 00:11:57.230 align:start position:0% all of this coming together well thank you<00:11:55.639> Ro<00:11:55.839> so<00:11:55.959> much<00:11:56.480> we're<00:11:56.680> looking<00:11:56.880> forward<00:11:57.120> to 00:11:57.230 --> 00:11:57.240 align:start position:0% you Ro so much we're looking forward to 00:11:57.240 --> 00:11:58.829 align:start position:0% you Ro so much we're looking forward to your<00:11:57.399> talk<00:11:57.800> all<00:11:57.920> right<00:11:58.079> thank<00:11:58.200> you<00:11:58.360> so<00:11:58.519> much 00:11:58.829 --> 00:11:58.839 align:start position:0% your talk all right thank you so much 00:11:58.839 --> 00:12:01.240 align:start position:0% your talk all right thank you so much all<00:11:58.959> right