WEBVTT Kind: captions Language: en 00:00:12.000 --> 00:00:14.030 align:start position:0% hello<00:00:12.240> everybody<00:00:12.840> my<00:00:12.960> name<00:00:13.080> is<00:00:13.200> Alexi<00:00:13.519> kov<00:00:13.960> I'm 00:00:14.030 --> 00:00:14.040 align:start position:0% hello everybody my name is Alexi kov I'm 00:00:14.040 --> 00:00:16.510 align:start position:0% hello everybody my name is Alexi kov I'm the<00:00:14.120> founder<00:00:14.400> and<00:00:14.559> organizer<00:00:15.080> of<00:00:15.240> B<00:00:15.679> AI<00:00:16.359> which 00:00:16.510 --> 00:00:16.520 align:start position:0% the founder and organizer of B AI which 00:00:16.520 --> 00:00:18.790 align:start position:0% the founder and organizer of B AI which is<00:00:16.640> the<00:00:16.800> most<00:00:17.080> established<00:00:17.680> longest<00:00:18.080> running 00:00:18.790 --> 00:00:18.800 align:start position:0% is the most established longest running 00:00:18.800 --> 00:00:21.349 align:start position:0% is the most established longest running deep<00:00:19.119> technical<00:00:19.800> metop<00:00:20.199> on<00:00:20.359> AI<00:00:20.840> in<00:00:21.000> the<00:00:21.160> Bay 00:00:21.349 --> 00:00:21.359 align:start position:0% deep technical metop on AI in the Bay 00:00:21.359 --> 00:00:23.750 align:start position:0% deep technical metop on AI in the Bay Area<00:00:21.840> and<00:00:22.119> the<00:00:22.279> world<00:00:22.960> run<00:00:23.160> for<00:00:23.320> 10<00:00:23.519> years 00:00:23.750 --> 00:00:23.760 align:start position:0% Area and the world run for 10 years 00:00:23.760 --> 00:00:27.630 align:start position:0% Area and the world run for 10 years we've<00:00:23.920> been<00:00:24.160> NLP<00:00:25.160> KD<00:00:26.039> machine<00:00:26.359> learning<00:00:27.119> now 00:00:27.630 --> 00:00:27.640 align:start position:0% we've been NLP KD machine learning now 00:00:27.640 --> 00:00:32.069 align:start position:0% we've been NLP KD machine learning now ai<00:00:28.640> and<00:00:29.560> we<00:00:30.000> do<00:00:30.080> it<00:00:30.160> from<00:00:30.439> location<00:00:31.439> GitHub 00:00:32.069 --> 00:00:32.079 align:start position:0% ai and we do it from location GitHub 00:00:32.079 --> 00:00:35.110 align:start position:0% ai and we do it from location GitHub headquarters<00:00:33.079> we<00:00:33.280> have<00:00:33.600> like<00:00:34.000> top<00:00:34.680> uh<00:00:34.840> AI 00:00:35.110 --> 00:00:35.120 align:start position:0% headquarters we have like top uh AI 00:00:35.120 --> 00:00:36.910 align:start position:0% headquarters we have like top uh AI developers<00:00:35.600> coming<00:00:35.840> to<00:00:36.000> learn<00:00:36.360> about 00:00:36.910 --> 00:00:36.920 align:start position:0% developers coming to learn about 00:00:36.920 --> 00:00:39.750 align:start position:0% developers coming to learn about interesting<00:00:37.480> projects<00:00:38.079> and<00:00:38.960> I<00:00:39.079> call<00:00:39.239> it<00:00:39.360> DP 00:00:39.750 --> 00:00:39.760 align:start position:0% interesting projects and I call it DP 00:00:39.760 --> 00:00:41.630 align:start position:0% interesting projects and I call it DP you<00:00:39.840> can<00:00:39.960> tell<00:00:40.079> me<00:00:40.239> what<00:00:40.360> you<00:00:40.480> call<00:00:40.640> it<00:00:41.120> is<00:00:41.399> been 00:00:41.630 --> 00:00:41.640 align:start position:0% you can tell me what you call it is been 00:00:41.640 --> 00:00:44.950 align:start position:0% you can tell me what you call it is been top<00:00:41.840> of<00:00:42.000> mind<00:00:42.879> uh<00:00:43.079> I<00:00:43.840> uh 00:00:44.950 --> 00:00:44.960 align:start position:0% top of mind uh I uh 00:00:44.960 --> 00:00:48.350 align:start position:0% top of mind uh I uh found<00:00:45.960> found<00:00:46.480> discovered<00:00:46.800> Tomar<00:00:47.199> kab<00:00:47.680> who<00:00:47.840> was 00:00:48.350 --> 00:00:48.360 align:start position:0% found found discovered Tomar kab who was 00:00:48.360 --> 00:00:51.270 align:start position:0% found found discovered Tomar kab who was who<00:00:48.559> created<00:00:48.920> thisp<00:00:49.719> student<00:00:50.039> of<00:00:50.160> M<00:00:50.440> Zakaria 00:00:51.270 --> 00:00:51.280 align:start position:0% who created thisp student of M Zakaria 00:00:51.280 --> 00:00:53.310 align:start position:0% who created thisp student of M Zakaria we<00:00:51.559> we<00:00:51.680> launched<00:00:52.239> the<00:00:52.359> very<00:00:52.600> first<00:00:52.800> Spark<00:00:53.120> me 00:00:53.310 --> 00:00:53.320 align:start position:0% we we launched the very first Spark me 00:00:53.320 --> 00:00:55.229 align:start position:0% we we launched the very first Spark me up<00:00:53.480> when<00:00:53.559> I<00:00:53.680> found<00:00:53.960> spark<00:00:54.520> in<00:00:54.640> 2012<00:00:55.120> we 00:00:55.229 --> 00:00:55.239 align:start position:0% up when I found spark in 2012 we 00:00:55.239 --> 00:00:58.630 align:start position:0% up when I found spark in 2012 we launched<00:00:55.800> mate<00:00:56.559> at<00:00:56.879> you<00:00:57.000> know<00:00:57.320> at<00:00:57.879> SCA<00:00:58.160> as 00:00:58.630 --> 00:00:58.640 align:start position:0% launched mate at you know at SCA as 00:00:58.640 --> 00:01:00.910 align:start position:0% launched mate at you know at SCA as spark<00:00:59.320> so<00:00:59.559> then<00:01:00.079> I've<00:01:00.199> seen<00:01:00.359> Omar<00:01:00.680> and<00:01:00.800> he 00:01:00.910 --> 00:01:00.920 align:start position:0% spark so then I've seen Omar and he 00:01:00.920 --> 00:01:02.869 align:start position:0% spark so then I've seen Omar and he spoke<00:01:01.199> at<00:01:01.359> our<00:01:01.559> conference<00:01:01.920> Kill<00:01:02.160> by<00:01:02.239> the<00:01:02.359> way 00:01:02.869 --> 00:01:02.879 align:start position:0% spoke at our conference Kill by the way 00:01:02.879 --> 00:01:05.509 align:start position:0% spoke at our conference Kill by the way and<00:01:03.039> then<00:01:03.199> now<00:01:03.440> Omar<00:01:03.920> told<00:01:04.159> me<00:01:04.720> he<00:01:04.879> wants<00:01:05.280> more 00:01:05.509 --> 00:01:05.519 align:start position:0% and then now Omar told me he wants more 00:01:05.519 --> 00:01:07.749 align:start position:0% and then now Omar told me he wants more folks<00:01:05.840> working<00:01:06.159> for<00:01:06.479> thisp<00:01:06.920> to<00:01:07.040> talk<00:01:07.240> about<00:01:07.439> it 00:01:07.749 --> 00:01:07.759 align:start position:0% folks working for thisp to talk about it 00:01:07.759 --> 00:01:10.030 align:start position:0% folks working for thisp to talk about it and<00:01:07.960> here<00:01:08.119> come<00:01:08.439> Michael<00:01:08.840> as<00:01:09.040> one<00:01:09.200> of<00:01:09.320> the<00:01:09.479> top 00:01:10.030 --> 00:01:10.040 align:start position:0% and here come Michael as one of the top 00:01:10.040 --> 00:01:12.270 align:start position:0% and here come Michael as one of the top developers<00:01:11.000> and<00:01:11.159> Michael<00:01:11.439> is<00:01:11.560> a<00:01:11.960> master 00:01:12.270 --> 00:01:12.280 align:start position:0% developers and Michael is a master 00:01:12.280 --> 00:01:13.749 align:start position:0% developers and Michael is a master student<00:01:12.600> in<00:01:12.680> Stanford<00:01:13.200> that's<00:01:13.320> correct<00:01:13.600> so 00:01:13.749 --> 00:01:13.759 align:start position:0% student in Stanford that's correct so 00:01:13.759 --> 00:01:16.149 align:start position:0% student in Stanford that's correct so Michael<00:01:14.080> tell<00:01:14.240> us<00:01:14.520> how<00:01:14.880> did<00:01:15.040> you<00:01:15.439> get<00:01:15.600> to<00:01:15.960> do 00:01:16.149 --> 00:01:16.159 align:start position:0% Michael tell us how did you get to do 00:01:16.159 --> 00:01:18.990 align:start position:0% Michael tell us how did you get to do disp<00:01:16.759> and<00:01:17.000> like<00:01:17.400> what's<00:01:18.000> what<00:01:18.159> made<00:01:18.400> you<00:01:18.880> you 00:01:18.990 --> 00:01:19.000 align:start position:0% disp and like what's what made you you 00:01:19.000 --> 00:01:21.270 align:start position:0% disp and like what's what made you you know<00:01:19.680> like<00:01:19.840> what's<00:01:20.040> fun<00:01:20.320> about<00:01:20.560> it<00:01:20.799> and<00:01:21.040> how 00:01:21.270 --> 00:01:21.280 align:start position:0% know like what's fun about it and how 00:01:21.280 --> 00:01:23.310 align:start position:0% know like what's fun about it and how come<00:01:21.640> like<00:01:21.880> you<00:01:22.079> made<00:01:22.320> one<00:01:22.439> of<00:01:22.600> the<00:01:22.799> key 00:01:23.310 --> 00:01:23.320 align:start position:0% come like you made one of the key 00:01:23.320 --> 00:01:26.310 align:start position:0% come like you made one of the key components<00:01:23.840> with<00:01:24.520> yeah<00:01:24.680> for<00:01:24.840> sure<00:01:25.119> so<00:01:25.960> I<00:01:26.079> got 00:01:26.310 --> 00:01:26.320 align:start position:0% components with yeah for sure so I got 00:01:26.320 --> 00:01:28.830 align:start position:0% components with yeah for sure so I got involved<00:01:26.799> with<00:01:27.159> so<00:01:27.400> I<00:01:27.520> call<00:01:27.680> it<00:01:27.799> DSP<00:01:28.560> I<00:01:28.600> think 00:01:28.830 --> 00:01:28.840 align:start position:0% involved with so I call it DSP I think 00:01:28.840 --> 00:01:30.510 align:start position:0% involved with so I call it DSP I think any<00:01:29.159> pronunciation<00:01:29.720> kind<00:01:29.920> kind<00:01:30.000> of<00:01:30.119> worked 00:01:30.510 --> 00:01:30.520 align:start position:0% any pronunciation kind kind of worked 00:01:30.520 --> 00:01:32.550 align:start position:0% any pronunciation kind kind of worked but<00:01:30.840> um<00:01:31.240> I<00:01:31.360> got<00:01:31.479> involved<00:01:31.799> with<00:01:31.880> DSP<00:01:32.360> when<00:01:32.439> I 00:01:32.550 --> 00:01:32.560 align:start position:0% but um I got involved with DSP when I 00:01:32.560 --> 00:01:35.270 align:start position:0% but um I got involved with DSP when I got<00:01:32.720> started<00:01:33.200> at<00:01:33.399> Stanford<00:01:34.399> um<00:01:34.799> so<00:01:35.000> about<00:01:35.159> a 00:01:35.270 --> 00:01:35.280 align:start position:0% got started at Stanford um so about a 00:01:35.280 --> 00:01:38.190 align:start position:0% got started at Stanford um so about a year<00:01:35.520> ago<00:01:36.200> I<00:01:36.560> was<00:01:36.720> taking<00:01:37.000> a<00:01:37.240> class<00:01:37.640> on<00:01:37.920> meta 00:01:38.190 --> 00:01:38.200 align:start position:0% year ago I was taking a class on meta 00:01:38.200 --> 00:01:40.670 align:start position:0% year ago I was taking a class on meta learning<00:01:39.079> and<00:01:39.280> one<00:01:39.399> of<00:01:39.520> the<00:01:39.720> projects<00:01:40.320> that<00:01:40.520> we 00:01:40.670 --> 00:01:40.680 align:start position:0% learning and one of the projects that we 00:01:40.680 --> 00:01:41.870 align:start position:0% learning and one of the projects that we decided<00:01:41.000> we<00:01:41.079> wanted<00:01:41.240> to<00:01:41.360> work<00:01:41.479> on<00:01:41.640> was<00:01:41.759> like 00:01:41.870 --> 00:01:41.880 align:start position:0% decided we wanted to work on was like 00:01:41.880 --> 00:01:43.749 align:start position:0% decided we wanted to work on was like prompt<00:01:42.240> optimization<00:01:43.200> and<00:01:43.320> I<00:01:43.399> had<00:01:43.479> just<00:01:43.600> seen 00:01:43.749 --> 00:01:43.759 align:start position:0% prompt optimization and I had just seen 00:01:43.759 --> 00:01:46.550 align:start position:0% prompt optimization and I had just seen a<00:01:43.920> talk<00:01:44.159> from<00:01:44.360> Omar<00:01:44.759> at<00:01:44.840> the<00:01:44.960> NLP<00:01:45.439> group<00:01:46.040> about 00:01:46.550 --> 00:01:46.560 align:start position:0% a talk from Omar at the NLP group about 00:01:46.560 --> 00:01:49.310 align:start position:0% a talk from Omar at the NLP group about dspi<00:01:47.560> and<00:01:47.920> how<00:01:48.079> he<00:01:48.200> was<00:01:48.399> working<00:01:48.799> on 00:01:49.310 --> 00:01:49.320 align:start position:0% dspi and how he was working on 00:01:49.320 --> 00:01:50.990 align:start position:0% dspi and how he was working on especially<00:01:49.640> F<00:01:50.000> shot<00:01:50.240> bootstrapping 00:01:50.990 --> 00:01:51.000 align:start position:0% especially F shot bootstrapping 00:01:51.000 --> 00:01:52.910 align:start position:0% especially F shot bootstrapping optimization<00:01:51.640> for<00:01:51.920> language<00:01:52.280> model<00:01:52.560> programs 00:01:52.910 --> 00:01:52.920 align:start position:0% optimization for language model programs 00:01:52.920 --> 00:01:55.550 align:start position:0% optimization for language model programs in<00:01:53.040> dsy<00:01:54.000> so<00:01:54.479> I<00:01:54.560> was<00:01:54.719> working<00:01:55.119> with<00:01:55.280> somebody 00:01:55.550 --> 00:01:55.560 align:start position:0% in dsy so I was working with somebody 00:01:55.560 --> 00:01:57.310 align:start position:0% in dsy so I was working with somebody named<00:01:55.799> Christa<00:01:56.200> on<00:01:56.320> this<00:01:56.560> project<00:01:57.000> uh<00:01:57.079> we<00:01:57.159> were 00:01:57.310 --> 00:01:57.320 align:start position:0% named Christa on this project uh we were 00:01:57.320 --> 00:01:59.469 align:start position:0% named Christa on this project uh we were just<00:01:57.479> both<00:01:57.640> students<00:01:57.960> in<00:01:58.119> this<00:01:58.320> class<00:01:59.039> and<00:01:59.360> I 00:01:59.469 --> 00:01:59.479 align:start position:0% just both students in this class and I 00:01:59.479 --> 00:02:01.069 align:start position:0% just both students in this class and I reached<00:01:59.960> out<00:02:00.039> to<00:02:00.159> Omar<00:02:00.439> and<00:02:00.560> said<00:02:00.840> like<00:02:00.960> we 00:02:01.069 --> 00:02:01.079 align:start position:0% reached out to Omar and said like we 00:02:01.079 --> 00:02:02.789 align:start position:0% reached out to Omar and said like we want<00:02:01.159> to<00:02:01.280> work<00:02:01.439> on<00:02:01.600> prompt<00:02:01.880> optimization<00:02:02.719> and 00:02:02.789 --> 00:02:02.799 align:start position:0% want to work on prompt optimization and 00:02:02.799 --> 00:02:04.270 align:start position:0% want to work on prompt optimization and you<00:02:02.920> said<00:02:03.119> this<00:02:03.200> is<00:02:03.360> maybe<00:02:03.600> like<00:02:03.719> a<00:02:03.840> next<00:02:04.079> step 00:02:04.270 --> 00:02:04.280 align:start position:0% you said this is maybe like a next step 00:02:04.280 --> 00:02:06.709 align:start position:0% you said this is maybe like a next step for<00:02:04.520> DSP<00:02:05.399> so<00:02:05.640> maybe<00:02:05.840> we<00:02:05.960> can<00:02:06.119> collaborate<00:02:06.560> on 00:02:06.709 --> 00:02:06.719 align:start position:0% for DSP so maybe we can collaborate on 00:02:06.719 --> 00:02:08.669 align:start position:0% for DSP so maybe we can collaborate on something<00:02:07.039> here<00:02:07.600> and<00:02:07.799> immediately<00:02:08.280> we<00:02:08.399> got<00:02:08.520> to 00:02:08.669 --> 00:02:08.679 align:start position:0% something here and immediately we got to 00:02:08.679 --> 00:02:10.790 align:start position:0% something here and immediately we got to work<00:02:09.000> on<00:02:09.239> brainstorming<00:02:10.200> and<00:02:10.399> that's<00:02:10.520> how<00:02:10.679> we 00:02:10.790 --> 00:02:10.800 align:start position:0% work on brainstorming and that's how we 00:02:10.800 --> 00:02:12.190 align:start position:0% work on brainstorming and that's how we started<00:02:11.280> making<00:02:11.599> something<00:02:11.879> called<00:02:12.080> the 00:02:12.190 --> 00:02:12.200 align:start position:0% started making something called the 00:02:12.200 --> 00:02:14.430 align:start position:0% started making something called the co-pro<00:02:12.720> optimizer<00:02:13.720> uh<00:02:13.840> which<00:02:13.920> has<00:02:14.080> now<00:02:14.239> been 00:02:14.430 --> 00:02:14.440 align:start position:0% co-pro optimizer uh which has now been 00:02:14.440 --> 00:02:16.390 align:start position:0% co-pro optimizer uh which has now been kind<00:02:14.560> of<00:02:14.720> deprecated<00:02:15.200> in<00:02:15.360> favor<00:02:15.599> of<00:02:15.760> the<00:02:15.920> MEO 00:02:16.390 --> 00:02:16.400 align:start position:0% kind of deprecated in favor of the MEO 00:02:16.400 --> 00:02:18.309 align:start position:0% kind of deprecated in favor of the MEO Optimizer<00:02:17.319> and<00:02:17.480> that's<00:02:17.680> what<00:02:17.840> the<00:02:18.000> talk<00:02:18.200> will 00:02:18.309 --> 00:02:18.319 align:start position:0% Optimizer and that's what the talk will 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DSP and<00:02:25.360> so<00:02:25.560> some<00:02:25.680> of<00:02:25.800> the<00:02:25.920> stuff<00:02:26.160> I'm<00:02:26.360> really 00:02:26.589 --> 00:02:26.599 align:start position:0% and so some of the stuff I'm really 00:02:26.599 --> 00:02:29.990 align:start position:0% and so some of the stuff I'm really excited<00:02:27.000> about<00:02:27.319> with<00:02:27.519> DSP<00:02:28.400> I<00:02:28.560> think<00:02:28.959> it's<00:02:29.599> such 00:02:29.990 --> 00:02:30.000 align:start position:0% excited about with DSP I think it's such 00:02:30.000 --> 00:02:31.790 align:start position:0% excited about with DSP I think it's such an<00:02:30.120> amazing<00:02:30.519> framework<00:02:31.160> for<00:02:31.519> just 00:02:31.790 --> 00:02:31.800 align:start position:0% an amazing framework for just 00:02:31.800 --> 00:02:34.869 align:start position:0% an amazing framework for just considering<00:02:32.560> what<00:02:32.959> you<00:02:33.160> should<00:02:34.160> uh<00:02:34.599> sort<00:02:34.760> of 00:02:34.869 --> 00:02:34.879 align:start position:0% considering what you should uh sort of 00:02:34.879 --> 00:02:36.190 align:start position:0% considering what you should uh sort of conceptualize<00:02:35.440> for<00:02:35.560> a<00:02:35.640> language<00:02:35.920> model 00:02:36.190 --> 00:02:36.200 align:start position:0% conceptualize for a language model 00:02:36.200 --> 00:02:38.070 align:start position:0% conceptualize for a language model program<00:02:36.760> so<00:02:37.000> the<00:02:37.120> idea<00:02:37.400> that<00:02:37.480> you<00:02:37.560> can<00:02:37.879> break 00:02:38.070 --> 00:02:38.080 align:start position:0% program so the idea that you can break 00:02:38.080 --> 00:02:40.670 align:start position:0% program so the idea that you can break it<00:02:38.440> into<00:02:39.040> your<00:02:39.319> your<00:02:39.959> uh<00:02:40.080> structure<00:02:40.400> of<00:02:40.519> your 00:02:40.670 --> 00:02:40.680 align:start position:0% it into your your uh structure of your 00:02:40.680 --> 00:02:43.509 align:start position:0% it into your your uh structure of your program<00:02:41.000> into<00:02:41.280> inputs<00:02:42.239> um<00:02:42.480> a<00:02:42.640> metric<00:02:43.200> and<00:02:43.360> the 00:02:43.509 --> 00:02:43.519 align:start position:0% program into inputs um a metric and the 00:02:43.519 --> 00:02:45.509 align:start position:0% program into inputs um a metric and the program<00:02:43.879> itself<00:02:44.480> and<00:02:44.599> then<00:02:44.879> optimize<00:02:45.400> the 00:02:45.509 --> 00:02:45.519 align:start position:0% program itself and then optimize the 00:02:45.519 --> 00:02:47.589 align:start position:0% program itself and then optimize the entire<00:02:45.879> system<00:02:46.120> end<00:02:46.319> to<00:02:46.440> end<00:02:46.959> I<00:02:47.040> think<00:02:47.319> having 00:02:47.589 --> 00:02:47.599 align:start position:0% entire system end to end I think having 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prompts um and<00:02:54.959> what<00:02:55.360> uh<00:02:55.519> different<00:02:55.800> data<00:02:56.040> do<00:02:56.159> I<00:02:56.239> need<00:02:56.400> to 00:02:56.550 --> 00:02:56.560 align:start position:0% and what uh different data do I need to 00:02:56.560 --> 00:02:58.710 align:start position:0% and what uh different data do I need to collect<00:02:57.159> and<00:02:57.400> how<00:02:57.560> do<00:02:57.720> I<00:02:58.040> actually<00:02:58.280> optimize 00:02:58.710 --> 00:02:58.720 align:start position:0% collect and how do I actually optimize 00:02:58.720 --> 00:03:01.350 align:start position:0% collect and how do I actually optimize this<00:02:58.840> do<00:02:58.959> I<00:02:59.080> need<00:02:59.280> a<00:02:59.440> gradient<00:03:00.000> signal<00:03:00.720> DSP 00:03:01.350 --> 00:03:01.360 align:start position:0% this do I need a gradient signal DSP 00:03:01.360 --> 00:03:03.350 align:start position:0% this do I need a gradient signal DSP actually<00:03:01.640> can<00:03:02.080> kind<00:03:02.200> of<00:03:02.440> take<00:03:02.800> all<00:03:02.959> of<00:03:03.159> that 00:03:03.350 --> 00:03:03.360 align:start position:0% actually can kind of take all of that 00:03:03.360 --> 00:03:05.110 align:start position:0% actually can kind of take all of that confusion<00:03:04.000> and<00:03:04.120> allow<00:03:04.319> you<00:03:04.440> to<00:03:04.560> just<00:03:04.720> write<00:03:04.920> a 00:03:05.110 --> 00:03:05.120 align:start position:0% confusion and allow you to just write a 00:03:05.120 --> 00:03:06.750 align:start position:0% confusion and allow you to just write a program<00:03:05.599> that<00:03:05.799> solves<00:03:06.120> the<00:03:06.280> task<00:03:06.560> that<00:03:06.640> you 00:03:06.750 --> 00:03:06.760 align:start position:0% program that solves the task that you 00:03:06.760 --> 00:03:09.149 align:start position:0% program that solves the task that you want<00:03:06.920> to<00:03:07.120> solve<00:03:07.640> and<00:03:07.879> optimize<00:03:08.319> it<00:03:08.640> for<00:03:08.840> you<00:03:09.040> in 00:03:09.149 --> 00:03:09.159 align:start position:0% want to solve and optimize it for you in 00:03:09.159 --> 00:03:10.670 align:start position:0% want to solve and optimize it for you in the<00:03:09.280> best<00:03:09.480> way<00:03:09.680> possible<00:03:10.000> so<00:03:10.159> you<00:03:10.280> have<00:03:10.400> our 00:03:10.670 --> 00:03:10.680 align:start position:0% the best way possible so you have our 00:03:10.680 --> 00:03:12.309 align:start position:0% the best way possible so you have our prompt<00:03:11.040> optimizers<00:03:11.760> you<00:03:11.840> have<00:03:12.000> weight 00:03:12.309 --> 00:03:12.319 align:start position:0% prompt optimizers you have weight 00:03:12.319 --> 00:03:14.750 align:start position:0% prompt optimizers you have weight optimizers<00:03:13.280> and<00:03:13.400> we're<00:03:13.599> working<00:03:13.840> on<00:03:14.200> like<00:03:14.360> RL 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build<00:03:25.480> a<00:03:25.599> system<00:03:25.920> a<00:03:26.040> compound<00:03:26.440> system<00:03:27.040> awesome 00:03:27.470 --> 00:03:27.480 align:start position:0% build a system a compound system awesome 00:03:27.480 --> 00:03:28.750 align:start position:0% build a system a compound system awesome you<00:03:27.599> know<00:03:27.799> it's<00:03:28.040> interesting<00:03:28.439> right<00:03:28.599> like<00:03:28.680> I 00:03:28.750 --> 00:03:28.760 align:start position:0% you know it's interesting right like I 00:03:28.760 --> 00:03:30.990 align:start position:0% you know it's interesting right like I was<00:03:28.920> spending<00:03:29.239> this<00:03:29.760> mic<00:03:30.080> and<00:03:30.200> Industry<00:03:30.599> world 00:03:30.990 --> 00:03:31.000 align:start position:0% was spending this mic and Industry world 00:03:31.000 --> 00:03:33.190 align:start position:0% was spending this mic and Industry world like<00:03:31.120> I<00:03:31.239> did<00:03:31.400> a<00:03:31.519> few<00:03:32.000> moves<00:03:32.360> back<00:03:32.480> and<00:03:32.640> forth 00:03:33.190 --> 00:03:33.200 align:start position:0% like I did a few moves back and forth 00:03:33.200 --> 00:03:34.869 align:start position:0% like I did a few moves back and forth you<00:03:33.319> know<00:03:33.720> did<00:03:33.879> my<00:03:34.000> PhD<00:03:34.319> in<00:03:34.360> computer<00:03:34.640> science 00:03:34.869 --> 00:03:34.879 align:start position:0% you know did my PhD in computer science 00:03:34.879 --> 00:03:36.630 align:start position:0% you know did my PhD in computer science at<00:03:34.959> un<00:03:35.200> of<00:03:35.280> Pennsylvania<00:03:36.080> kind<00:03:36.200> of<00:03:36.319> you<00:03:36.400> know 00:03:36.630 --> 00:03:36.640 align:start position:0% at un of Pennsylvania kind of you know 00:03:36.640 --> 00:03:38.830 align:start position:0% at un of Pennsylvania kind of you know went<00:03:36.879> back<00:03:37.000> and<00:03:37.080> forth<00:03:37.280> to<00:03:37.480> Industry<00:03:38.360> and<00:03:38.599> like 00:03:38.830 --> 00:03:38.840 align:start position:0% went back and forth to Industry and like 00:03:38.840 --> 00:03:40.429 align:start position:0% went back and forth to Industry and like finally<00:03:39.159> went<00:03:39.480> back<00:03:39.599> you<00:03:39.720> know<00:03:39.840> to<00:03:40.040> Silicon 00:03:40.429 --> 00:03:40.439 align:start position:0% finally went back you know to Silicon 00:03:40.439 --> 00:03:42.030 align:start position:0% finally went back you know to Silicon Valley<00:03:40.959> so<00:03:41.200> like<00:03:41.319> I<00:03:41.439> kind<00:03:41.519> of<00:03:41.840> understand<00:03:41.959> how 00:03:42.030 --> 00:03:42.040 align:start position:0% Valley so like I kind of understand how 00:03:42.040 --> 00:03:44.309 align:start position:0% Valley so like I kind of understand how it<00:03:42.159> works<00:03:42.519> right<00:03:43.239> academics<00:03:43.799> live<00:03:44.000> in<00:03:44.159> their 00:03:44.309 --> 00:03:44.319 align:start position:0% it works right academics live in their 00:03:44.319 --> 00:03:47.630 align:start position:0% it works right academics live in their own<00:03:44.560> world<00:03:45.200> and<00:03:45.319> they<00:03:45.519> really<00:03:46.120> like<00:03:47.120> isolate 00:03:47.630 --> 00:03:47.640 align:start position:0% own world and they really like isolate 00:03:47.640 --> 00:03:48.990 align:start position:0% own world and they really like isolate themselves<00:03:47.840> with<00:03:47.959> very<00:03:48.120> smart<00:03:48.400> people<00:03:48.840> and 00:03:48.990 --> 00:03:49.000 align:start position:0% themselves with very smart people and 00:03:49.000 --> 00:03:50.789 align:start position:0% themselves with very smart people and they<00:03:49.200> like<00:03:49.439> Ste<00:03:49.840> in<00:03:49.959> their<00:03:50.120> own<00:03:50.400> kind<00:03:50.519> of 00:03:50.789 --> 00:03:50.799 align:start position:0% they like Ste in their own kind of 00:03:50.799 --> 00:03:52.710 align:start position:0% they like Ste in their own kind of environment<00:03:51.680> and<00:03:51.760> so<00:03:51.920> you're<00:03:52.159> kind<00:03:52.280> of<00:03:52.439> doing 00:03:52.710 --> 00:03:52.720 align:start position:0% environment and so you're kind of doing 00:03:52.720 --> 00:03:54.910 align:start position:0% environment and so you're kind of doing this<00:03:53.040> but<00:03:53.239> you<00:03:53.400> bring<00:03:53.760> this<00:03:54.239> open<00:03:54.560> source<00:03:54.799> to 00:03:54.910 --> 00:03:54.920 align:start position:0% this but you bring this open source to 00:03:54.920 --> 00:03:56.550 align:start position:0% this but you bring this open source to the<00:03:55.040> world<00:03:55.640> right<00:03:55.799> the<00:03:55.920> people<00:03:56.079> start<00:03:56.319> doing 00:03:56.550 --> 00:03:56.560 align:start position:0% the world right the people start doing 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--> 00:04:07.869 align:start position:0% basics of this so I wonder when you like do<00:04:04.879> you<00:04:05.599> uh<00:04:05.760> interact<00:04:06.360> with<00:04:07.319> the<00:04:07.519> usual 00:04:07.869 --> 00:04:07.879 align:start position:0% do you uh interact with the usual 00:04:07.879 --> 00:04:10.670 align:start position:0% do you uh interact with the usual developers<00:04:08.760> or<00:04:09.040> the<00:04:09.200> regular<00:04:09.519> folk<00:04:09.879> and<00:04:10.120> like 00:04:10.670 --> 00:04:10.680 align:start position:0% developers or the regular folk and like 00:04:10.680 --> 00:04:14.550 align:start position:0% developers or the regular folk and like does<00:04:10.879> it<00:04:11.120> inform<00:04:11.840> how<00:04:12.040> you<00:04:12.239> build<00:04:13.200> uh<00:04:13.519> gpy<00:04:14.360> yeah 00:04:14.550 --> 00:04:14.560 align:start position:0% does it inform how you build uh gpy yeah 00:04:14.560 --> 00:04:16.229 align:start position:0% does it inform how you build uh gpy yeah definitely<00:04:15.079> so<00:04:15.360> one<00:04:15.519> thing<00:04:15.680> I'll<00:04:15.879> say<00:04:16.040> that's 00:04:16.229 --> 00:04:16.239 align:start position:0% definitely so one thing I'll say that's 00:04:16.239 --> 00:04:18.909 align:start position:0% definitely so one thing I'll say that's amazing<00:04:16.600> about<00:04:16.959> dspi<00:04:17.799> is<00:04:18.239> the<00:04:18.440> community 00:04:18.909 --> 00:04:18.919 align:start position:0% amazing about dspi is the community 00:04:18.919 --> 00:04:21.030 align:start position:0% amazing about dspi is the community that's<00:04:19.320> formed<00:04:19.759> around<00:04:20.000> it<00:04:20.440> and<00:04:20.680> I<00:04:20.799> have<00:04:20.880> to 00:04:21.030 --> 00:04:21.040 align:start position:0% that's formed around it and I have to 00:04:21.040 --> 00:04:23.150 align:start position:0% that's formed around it and I have to attribute<00:04:21.440> that<00:04:21.560> to<00:04:21.720> Omar<00:04:22.400> uh<00:04:22.600> he<00:04:22.800> does<00:04:22.960> an 00:04:23.150 --> 00:04:23.160 align:start position:0% attribute that to Omar uh he does an 00:04:23.160 --> 00:04:26.189 align:start position:0% attribute that to Omar uh he does an amazing<00:04:23.560> job<00:04:23.880> building<00:04:24.199> the<00:04:24.360> community<00:04:25.360> uh 00:04:26.189 --> 00:04:26.199 align:start position:0% amazing job building the community uh 00:04:26.199 --> 00:04:27.710 align:start position:0% amazing job building the community uh actively<00:04:26.520> involved<00:04:26.880> in<00:04:27.000> the<00:04:27.160> Discord 00:04:27.710 --> 00:04:27.720 align:start position:0% actively involved in the Discord 00:04:27.720 --> 00:04:30.670 align:start position:0% actively involved in the Discord obviously<00:04:28.120> on<00:04:28.320> X<00:04:28.639> he's<00:04:28.960> very<00:04:29.919> um<00:04:30.479> well 00:04:30.670 --> 00:04:30.680 align:start position:0% obviously on X he's very um well 00:04:30.680 --> 00:04:32.870 align:start position:0% obviously on X he's very um well presented<00:04:31.120> late<00:04:31.320> interaction<00:04:32.120> yes<00:04:32.440> yes<00:04:32.639> at 00:04:32.870 --> 00:04:32.880 align:start position:0% presented late interaction yes yes at 00:04:32.880 --> 00:04:35.629 align:start position:0% presented late interaction yes yes at late<00:04:33.160> interaction<00:04:34.080> um<00:04:34.320> so<00:04:34.800> I<00:04:34.919> think<00:04:35.160> I<00:04:35.280> get<00:04:35.520> a 00:04:35.629 --> 00:04:35.639 align:start position:0% late interaction um so I think I get a 00:04:35.639 --> 00:04:36.990 align:start position:0% late interaction um so I think I get a lot<00:04:35.759> of<00:04:35.919> experience<00:04:36.400> interacting<00:04:36.840> with 00:04:36.990 --> 00:04:37.000 align:start position:0% lot of experience interacting with 00:04:37.000 --> 00:04:38.430 align:start position:0% lot of experience interacting with people<00:04:37.199> outside<00:04:37.479> of<00:04:37.680> Academia<00:04:38.120> because<00:04:38.280> of 00:04:38.430 --> 00:04:38.440 align:start position:0% people outside of Academia because of 00:04:38.440 --> 00:04:40.270 align:start position:0% people outside of Academia because of that<00:04:38.960> and<00:04:39.240> actually<00:04:39.720> I've<00:04:39.880> been<00:04:40.080> very 00:04:40.270 --> 00:04:40.280 align:start position:0% that and actually I've been very 00:04:40.280 --> 00:04:42.590 align:start position:0% that and actually I've been very fortunate<00:04:40.880> this<00:04:41.199> summer<00:04:41.639> I'm<00:04:41.919> interning<00:04:42.479> at 00:04:42.590 --> 00:04:42.600 align:start position:0% fortunate this summer I'm interning at 00:04:42.600 --> 00:04:44.390 align:start position:0% fortunate this summer I'm interning at snowflake<00:04:43.120> so<00:04:43.240> I'm<00:04:43.320> working<00:04:43.600> with<00:04:43.759> Folks<00:04:44.280> at 00:04:44.390 --> 00:04:44.400 align:start position:0% snowflake so I'm working with Folks at 00:04:44.400 --> 00:04:46.870 align:start position:0% snowflake so I'm working with Folks at snowflake<00:04:44.919> who<00:04:45.039> are<00:04:45.280> also<00:04:45.800> using<00:04:46.120> dspi<00:04:46.680> so<00:04:46.800> I'm 00:04:46.870 --> 00:04:46.880 align:start position:0% snowflake who are also using dspi so I'm 00:04:46.880 --> 00:04:49.110 align:start position:0% snowflake who are also using dspi so I'm getting<00:04:47.160> that<00:04:47.360> perspective<00:04:48.280> um<00:04:48.479> a<00:04:48.639> bunch<00:04:48.840> of 00:04:49.110 --> 00:04:49.120 align:start position:0% getting that perspective um a bunch of 00:04:49.120 --> 00:04:51.950 align:start position:0% getting that perspective um a bunch of startups<00:04:49.600> reach<00:04:49.880> out<00:04:50.240> and<00:04:50.639> uh<00:04:50.919> ask<00:04:51.560> U<00:04:51.720> we're 00:04:51.950 --> 00:04:51.960 align:start position:0% startups reach out and uh ask U we're 00:04:51.960 --> 00:04:53.629 align:start position:0% startups reach out and uh ask U we're implementing<00:04:52.440> this<00:04:52.560> in<00:04:52.680> dsy<00:04:53.199> how<00:04:53.320> can<00:04:53.400> we<00:04:53.520> do 00:04:53.629 --> 00:04:53.639 align:start position:0% implementing this in dsy how can we do 00:04:53.639 --> 00:04:55.230 align:start position:0% implementing this in dsy how can we do that<00:04:53.960> and<00:04:54.039> I<00:04:54.160> think<00:04:54.280> it<00:04:54.479> actually<00:04:54.720> gives<00:04:54.960> me<00:04:55.080> a 00:04:55.230 --> 00:04:55.240 align:start position:0% that and I think it actually gives me a 00:04:55.240 --> 00:04:57.070 align:start position:0% that and I think it actually gives me a great<00:04:55.400> perspective<00:04:55.800> to<00:04:56.360> uh<00:04:56.440> stepping<00:04:56.759> out<00:04:56.880> of 00:04:57.070 --> 00:04:57.080 align:start position:0% great perspective to uh stepping out of 00:04:57.080 --> 00:04:58.749 align:start position:0% great perspective to uh stepping out of Academia<00:04:57.520> a<00:04:57.639> bit<00:04:57.800> and<00:04:57.880> seeing<00:04:58.240> how<00:04:58.400> people<00:04:58.560> are 00:04:58.749 --> 00:04:58.759 align:start position:0% Academia a bit and seeing how people are 00:04:58.759 --> 00:05:00.749 align:start position:0% Academia a bit and seeing how people are actually<00:04:58.960> building<00:04:59.280> language<00:04:59.720> model<00:05:00.000> systems 00:05:00.749 --> 00:05:00.759 align:start position:0% actually building language model systems 00:05:00.759 --> 00:05:03.110 align:start position:0% actually building language model systems in<00:05:01.240> industry<00:05:01.840> and<00:05:02.039> how<00:05:02.280> how<00:05:02.400> can<00:05:02.520> we<00:05:02.639> optimize 00:05:03.110 --> 00:05:03.120 align:start position:0% in industry and how how can we optimize 00:05:03.120 --> 00:05:04.950 align:start position:0% in industry and how how can we optimize those<00:05:03.639> and<00:05:04.160> one<00:05:04.320> thing<00:05:04.479> that<00:05:04.560> we're<00:05:04.720> working 00:05:04.950 --> 00:05:04.960 align:start position:0% those and one thing that we're working 00:05:04.960 --> 00:05:06.790 align:start position:0% those and one thing that we're working on<00:05:05.199> right<00:05:05.360> now<00:05:05.639> is<00:05:05.840> actually<00:05:06.320> a<00:05:06.440> sort<00:05:06.600> of 00:05:06.790 --> 00:05:06.800 align:start position:0% on right now is actually a sort of 00:05:06.800 --> 00:05:09.310 align:start position:0% on right now is actually a sort of Benchmark<00:05:07.720> of<00:05:08.039> language<00:05:08.400> model<00:05:08.759> programs<00:05:09.160> and 00:05:09.310 --> 00:05:09.320 align:start position:0% Benchmark of language model programs and 00:05:09.320 --> 00:05:10.950 align:start position:0% Benchmark of language model programs and how<00:05:09.479> people<00:05:09.639> are<00:05:09.880> actually<00:05:10.360> using<00:05:10.639> them<00:05:10.800> in 00:05:10.950 --> 00:05:10.960 align:start position:0% how people are actually using them in 00:05:10.960 --> 00:05:12.830 align:start position:0% how people are actually using them in Industry<00:05:11.440> because<00:05:11.720> we<00:05:11.840> want<00:05:12.039> to<00:05:12.479> show<00:05:12.720> that 00:05:12.830 --> 00:05:12.840 align:start position:0% Industry because we want to show that 00:05:12.840 --> 00:05:14.510 align:start position:0% Industry because we want to show that our<00:05:13.039> optimizers<00:05:13.560> work<00:05:13.759> in<00:05:13.919> real<00:05:14.199> world 00:05:14.510 --> 00:05:14.520 align:start position:0% our optimizers work in real world 00:05:14.520 --> 00:05:16.870 align:start position:0% our optimizers work in real world settings<00:05:15.280> so<00:05:15.880> I'd<00:05:16.039> love<00:05:16.199> for<00:05:16.360> more<00:05:16.560> people<00:05:16.759> to 00:05:16.870 --> 00:05:16.880 align:start position:0% settings so I'd love for more people to 00:05:16.880 --> 00:05:18.790 align:start position:0% settings so I'd love for more people to reach<00:05:17.080> out<00:05:17.320> if<00:05:17.440> you're<00:05:17.680> using<00:05:17.960> dspi<00:05:18.560> let<00:05:18.680> me 00:05:18.790 --> 00:05:18.800 align:start position:0% reach out if you're using dspi let me 00:05:18.800 --> 00:05:20.629 align:start position:0% reach out if you're using dspi let me know<00:05:18.960> how<00:05:19.080> you're<00:05:19.240> using<00:05:19.520> it<00:05:19.800> because<00:05:20.160> we 00:05:20.629 --> 00:05:20.639 align:start position:0% know how you're using it because we 00:05:20.639 --> 00:05:22.710 align:start position:0% know how you're using it because we might<00:05:20.840> add<00:05:21.039> your<00:05:21.240> task<00:05:21.560> to<00:05:21.680> our<00:05:21.840> Benchmark<00:05:22.600> and 00:05:22.710 --> 00:05:22.720 align:start position:0% might add your task to our Benchmark and 00:05:22.720 --> 00:05:24.629 align:start position:0% might add your task to our Benchmark and show<00:05:23.120> like<00:05:23.319> which<00:05:23.520> Optimizer<00:05:24.160> which<00:05:24.319> language 00:05:24.629 --> 00:05:24.639 align:start position:0% show like which Optimizer which language 00:05:24.639 --> 00:05:26.790 align:start position:0% show like which Optimizer which language model<00:05:24.919> is<00:05:25.080> best<00:05:25.280> for<00:05:25.600> this<00:05:25.800> particular<00:05:26.240> task 00:05:26.790 --> 00:05:26.800 align:start position:0% model is best for this particular task 00:05:26.800 --> 00:05:28.909 align:start position:0% model is best for this particular task fantastic<00:05:27.800> it<00:05:27.880> makes<00:05:28.039> me<00:05:28.199> very<00:05:28.400> happy<00:05:28.720> because 00:05:28.909 --> 00:05:28.919 align:start position:0% fantastic it makes me very happy because 00:05:28.919 --> 00:05:30.110 align:start position:0% fantastic it makes me very happy because you<00:05:29.000> know<00:05:29.120> first<00:05:29.240> of<00:05:29.319> all<00:05:29.440> no<00:05:29.720> bunch<00:05:29.880> of<00:05:29.960> folks 00:05:30.110 --> 00:05:30.120 align:start position:0% you know first of all no bunch of folks 00:05:30.120 --> 00:05:32.189 align:start position:0% you know first of all no bunch of folks at<00:05:30.280> snowflake<00:05:31.039> a<00:05:31.160> lot<00:05:31.280> of<00:05:31.479> my<00:05:31.600> friends<00:05:31.880> went<00:05:32.039> to 00:05:32.189 --> 00:05:32.199 align:start position:0% at snowflake a lot of my friends went to 00:05:32.199 --> 00:05:34.189 align:start position:0% at snowflake a lot of my friends went to work<00:05:32.479> there<00:05:32.960> right<00:05:33.080> it's<00:05:33.240> a<00:05:33.360> big<00:05:33.560> company<00:05:34.080> like 00:05:34.189 --> 00:05:34.199 align:start position:0% work there right it's a big company like 00:05:34.199 --> 00:05:37.230 align:start position:0% work there right it's a big company like a<00:05:34.319> lot<00:05:34.440> of<00:05:34.600> developers<00:05:35.199> in<00:05:35.440> all<00:05:35.840> areas<00:05:36.560> so<00:05:36.800> now 00:05:37.230 --> 00:05:37.240 align:start position:0% a lot of developers in all areas so now 00:05:37.240 --> 00:05:41.270 align:start position:0% a lot of developers in all areas so now you<00:05:37.400> know<00:05:38.080> uh<00:05:38.199> I'm<00:05:38.560> a<00:05:39.560> j<00:05:39.880> which<00:05:40.039> is<00:05:40.440> the 00:05:41.270 --> 00:05:41.280 align:start position:0% you know uh I'm a j which is the 00:05:41.280 --> 00:05:44.189 align:start position:0% you know uh I'm a j which is the category<00:05:41.680> defining<00:05:41.960> graph<00:05:42.440> database<00:05:43.440> and<00:05:44.080> I 00:05:44.189 --> 00:05:44.199 align:start position:0% category defining graph database and I 00:05:44.199 --> 00:05:45.909 align:start position:0% category defining graph database and I don't<00:05:44.360> know<00:05:44.639> anything<00:05:45.039> yet<00:05:45.240> about<00:05:45.600> apply 00:05:45.909 --> 00:05:45.919 align:start position:0% don't know anything yet about apply 00:05:45.919 --> 00:05:49.029 align:start position:0% don't know anything yet about apply disput<00:05:46.280> to<00:05:46.680> graph<00:05:47.280> databases<00:05:47.919> but<00:05:48.039> I<00:05:48.160> wonder 00:05:49.029 --> 00:05:49.039 align:start position:0% disput to graph databases but I wonder 00:05:49.039 --> 00:05:51.749 align:start position:0% disput to graph databases but I wonder if<00:05:49.199> you<00:05:49.440> think<00:05:50.440> that<00:05:50.880> you<00:05:51.000> know<00:05:51.160> we<00:05:51.280> can<00:05:51.520> add 00:05:51.749 --> 00:05:51.759 align:start position:0% if you think that you know we can add 00:05:51.759 --> 00:05:53.830 align:start position:0% if you think that you know we can add that<00:05:51.880> to<00:05:52.080> your<00:05:52.360> stable<00:05:52.680> of<00:05:52.880> tasks<00:05:53.680> right 00:05:53.830 --> 00:05:53.840 align:start position:0% that to your stable of tasks right 00:05:53.840 --> 00:05:56.189 align:start position:0% that to your stable of tasks right because<00:05:54.039> you<00:05:54.120> see<00:05:54.280> relationally<00:05:54.919> to<00:05:55.919> data 00:05:56.189 --> 00:05:56.199 align:start position:0% because you see relationally to data 00:05:56.199 --> 00:05:59.029 align:start position:0% because you see relationally to data Lakes<00:05:57.080> uh<00:05:57.199> do<00:05:57.319> you<00:05:57.479> think<00:05:58.080> uh<00:05:58.600> the<00:05:58.800> graph 00:05:59.029 --> 00:05:59.039 align:start position:0% Lakes uh do you think uh the graph 00:05:59.039 --> 00:06:02.189 align:start position:0% Lakes uh do you think uh the graph databases<00:05:59.680> make<00:05:59.800> a<00:05:59.960> good<00:06:00.360> use<00:06:00.680> case<00:06:00.919> for<00:06:01.400> disp 00:06:02.189 --> 00:06:02.199 align:start position:0% databases make a good use case for disp 00:06:02.199 --> 00:06:04.029 align:start position:0% databases make a good use case for disp I<00:06:02.400> think<00:06:02.720> that<00:06:02.840> would<00:06:02.960> be<00:06:03.080> a<00:06:03.240> great<00:06:03.400> use<00:06:03.720> case 00:06:04.029 --> 00:06:04.039 align:start position:0% I think that would be a great use case 00:06:04.039 --> 00:06:06.870 align:start position:0% I think that would be a great use case actually<00:06:04.360> I<00:06:04.479> think<00:06:05.120> um<00:06:05.319> dpy<00:06:05.840> started<00:06:06.199> off<00:06:06.479> with 00:06:06.870 --> 00:06:06.880 align:start position:0% actually I think um dpy started off with 00:06:06.880 --> 00:06:08.670 align:start position:0% actually I think um dpy started off with um<00:06:07.280> you<00:06:07.360> know<00:06:07.599> Omar<00:06:07.840> has<00:06:08.000> this<00:06:08.160> background<00:06:08.520> in 00:06:08.670 --> 00:06:08.680 align:start position:0% um you know Omar has this background in 00:06:08.680 --> 00:06:10.390 align:start position:0% um you know Omar has this background in retrieval<00:06:09.120> augmented<00:06:09.560> generation<00:06:10.240> and 00:06:10.390 --> 00:06:10.400 align:start position:0% retrieval augmented generation and 00:06:10.400 --> 00:06:12.629 align:start position:0% retrieval augmented generation and retrieval<00:06:11.080> as<00:06:11.160> a<00:06:11.319> whole<00:06:11.880> um<00:06:12.039> and<00:06:12.160> so<00:06:12.319> a<00:06:12.400> lot<00:06:12.520> of 00:06:12.629 --> 00:06:12.639 align:start position:0% retrieval as a whole um and so a lot of 00:06:12.639 --> 00:06:15.150 align:start position:0% retrieval as a whole um and so a lot of the<00:06:12.800> initial<00:06:13.280> implementations<00:06:13.919> in<00:06:14.080> dspi<00:06:14.919> were 00:06:15.150 --> 00:06:15.160 align:start position:0% the initial implementations in dspi were 00:06:15.160 --> 00:06:18.629 align:start position:0% the initial implementations in dspi were for<00:06:15.440> optimizing<00:06:16.080> rag<00:06:16.599> systems<00:06:17.000> end<00:06:17.240> to<00:06:17.319> end<00:06:18.080> um 00:06:18.629 --> 00:06:18.639 align:start position:0% for optimizing rag systems end to end um 00:06:18.639 --> 00:06:20.870 align:start position:0% for optimizing rag systems end to end um and<00:06:19.080> I<00:06:19.160> think<00:06:19.479> plugging<00:06:19.840> in<00:06:20.120> a<00:06:20.319> a<00:06:20.440> graph 00:06:20.870 --> 00:06:20.880 align:start position:0% and I think plugging in a a graph 00:06:20.880 --> 00:06:22.589 align:start position:0% and I think plugging in a a graph database<00:06:21.440> instead<00:06:21.759> of<00:06:22.000> a<00:06:22.120> relational 00:06:22.589 --> 00:06:22.599 align:start position:0% database instead of a relational 00:06:22.599 --> 00:06:24.790 align:start position:0% database instead of a relational database<00:06:23.039> or<00:06:23.199> instead<00:06:23.440> of<00:06:23.599> a<00:06:23.720> CO<00:06:23.960> bear<00:06:24.240> index 00:06:24.790 --> 00:06:24.800 align:start position:0% database or instead of a CO bear index 00:06:24.800 --> 00:06:26.830 align:start position:0% database or instead of a CO bear index or<00:06:25.039> you<00:06:25.160> know<00:06:25.599> I<00:06:25.680> think<00:06:25.960> that<00:06:26.280> is<00:06:26.400> a<00:06:26.639> really 00:06:26.830 --> 00:06:26.840 align:start position:0% or you know I think that is a really 00:06:26.840 --> 00:06:29.790 align:start position:0% or you know I think that is a really cool<00:06:27.080> way<00:06:27.199> to<00:06:27.400> see<00:06:28.240> um<00:06:28.599> potentially<00:06:29.120> now<00:06:29.280> we 00:06:29.790 --> 00:06:29.800 align:start position:0% cool way to see um potentially now we 00:06:29.800 --> 00:06:32.029 align:start position:0% cool way to see um potentially now we typically<00:06:30.199> optimize<00:06:31.039> the<00:06:31.319> language<00:06:31.639> model 00:06:32.029 --> 00:06:32.039 align:start position:0% typically optimize the language model 00:06:32.039 --> 00:06:34.070 align:start position:0% typically optimize the language model part<00:06:32.280> parts<00:06:32.599> of<00:06:32.800> the<00:06:33.000> the<00:06:33.080> rag<00:06:33.400> pipeline<00:06:33.840> so 00:06:34.070 --> 00:06:34.080 align:start position:0% part parts of the the rag pipeline so 00:06:34.080 --> 00:06:36.550 align:start position:0% part parts of the the rag pipeline so like<00:06:34.240> rewriting<00:06:34.639> your<00:06:34.840> query<00:06:35.840> rewriting<00:06:36.400> the 00:06:36.550 --> 00:06:36.560 align:start position:0% like rewriting your query rewriting the 00:06:36.560 --> 00:06:38.550 align:start position:0% like rewriting your query rewriting the generation<00:06:37.080> step<00:06:37.599> I<00:06:37.720> think<00:06:37.840> plugging<00:06:38.160> that<00:06:38.319> in 00:06:38.550 --> 00:06:38.560 align:start position:0% generation step I think plugging that in 00:06:38.560 --> 00:06:41.029 align:start position:0% generation step I think plugging that in with<00:06:38.919> uh<00:06:39.120> with<00:06:39.360> graphs<00:06:40.080> uh<00:06:40.240> graph<00:06:40.520> databases 00:06:41.029 --> 00:06:41.039 align:start position:0% with uh with graphs uh graph databases 00:06:41.039 --> 00:06:42.749 align:start position:0% with uh with graphs uh graph databases is<00:06:41.160> like<00:06:41.280> a<00:06:41.400> really<00:06:41.599> interesting<00:06:42.160> use<00:06:42.479> case 00:06:42.749 --> 00:06:42.759 align:start position:0% is like a really interesting use case 00:06:42.759 --> 00:06:44.070 align:start position:0% is like a really interesting use case yeah<00:06:42.919> so<00:06:43.120> the<00:06:43.240> interesting<00:06:43.639> thing<00:06:43.840> I'm<00:06:43.960> going 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--> 00:06:49.919 align:start position:0% in addition to to textual prompt 00:06:49.919 --> 00:06:51.589 align:start position:0% in addition to to textual prompt obviously<00:06:50.319> we<00:06:50.440> have<00:06:50.880> we<00:06:51.000> build<00:06:51.199> a<00:06:51.319> knowledge 00:06:51.589 --> 00:06:51.599 align:start position:0% obviously we have we build a knowledge 00:06:51.599 --> 00:06:54.189 align:start position:0% obviously we have we build a knowledge graph<00:06:52.160> on<00:06:52.520> right<00:06:52.720> on<00:06:53.000> on<00:06:53.080> the<00:06:53.199> fly<00:06:53.840> or<00:06:54.039> like 00:06:54.189 --> 00:06:54.199 align:start position:0% graph on right on on the fly or like 00:06:54.199 --> 00:06:56.230 align:start position:0% graph on right on on the fly or like from<00:06:54.560> document<00:06:54.919> collection<00:06:55.560> and<00:06:55.639> so<00:06:55.879> we<00:06:56.000> can 00:06:56.230 --> 00:06:56.240 align:start position:0% from document collection and so we can 00:06:56.240 --> 00:06:58.589 align:start position:0% from document collection and so we can actually<00:06:56.599> add<00:06:57.400> uh<00:06:57.520> Cipher<00:06:57.840> query<00:06:58.160> so<00:06:58.280> Cipher 00:06:58.589 --> 00:06:58.599 align:start position:0% actually add uh Cipher query so Cipher 00:06:58.599 --> 00:07:00.589 align:start position:0% actually add uh Cipher query so Cipher is<00:06:58.720> a<00:06:58.840> graph<00:06:59.039> query<00:06:59.280> language<00:06:59.919> which<00:07:00.120> new<00:07:00.280> for 00:07:00.589 --> 00:07:00.599 align:start position:0% is a graph query language which new for 00:07:00.599 --> 00:07:03.230 align:start position:0% is a graph query language which new for uses<00:07:00.960> so<00:07:01.479> very<00:07:01.680> similar<00:07:01.960> to<00:07:02.120> SQL<00:07:02.639> right<00:07:02.840> so<00:07:03.080> can 00:07:03.230 --> 00:07:03.240 align:start position:0% uses so very similar to SQL right so can 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that fantastic so then then we probably can<00:07:10.879> figure<00:07:11.120> out<00:07:11.280> how<00:07:11.400> to<00:07:11.520> plug<00:07:11.680> in<00:07:11.960> CER<00:07:12.560> of<00:07:13.120> EX 00:07:13.350 --> 00:07:13.360 align:start position:0% can figure out how to plug in CER of EX 00:07:13.360 --> 00:07:15.390 align:start position:0% can figure out how to plug in CER of EX which<00:07:13.440> is<00:07:13.560> now<00:07:14.160> also<00:07:14.360> a<00:07:14.440> standard<00:07:14.720> called<00:07:14.879> gql 00:07:15.390 --> 00:07:15.400 align:start position:0% which is now also a standard called gql 00:07:15.400 --> 00:07:17.029 align:start position:0% which is now also a standard called gql right<00:07:15.560> almost<00:07:16.120> replace<00:07:16.440> one<00:07:16.560> letter<00:07:16.800> you<00:07:16.919> have 00:07:17.029 --> 00:07:17.039 align:start position:0% right almost replace one letter you have 00:07:17.039 --> 00:07:20.110 align:start position:0% right almost replace one letter you have a<00:07:17.160> different<00:07:17.599> query<00:07:17.919> language<00:07:18.840> fantastic<00:07:19.560> so 00:07:20.110 --> 00:07:20.120 align:start position:0% a different query language fantastic so 00:07:20.120 --> 00:07:22.710 align:start position:0% a different query language fantastic so and<00:07:21.039> uh<00:07:21.360> one<00:07:21.520> more<00:07:21.720> question<00:07:21.960> about<00:07:22.240> D<00:07:22.599> and 00:07:22.710 --> 00:07:22.720 align:start position:0% and uh one more question about D and 00:07:22.720 --> 00:07:25.230 align:start position:0% and uh one more question about D and then<00:07:22.800> I<00:07:22.919> just<00:07:23.080> ask<00:07:23.199> you<00:07:23.280> a<00:07:23.360> fun<00:07:23.639> question<00:07:24.440> uh<00:07:24.560> so 00:07:25.230 --> 00:07:25.240 align:start position:0% then I just ask you a fun question uh so 00:07:25.240 --> 00:07:26.990 align:start position:0% then I just ask you a fun question uh so uh<00:07:25.440> like<00:07:26.080> we<00:07:26.240> really<00:07:26.479> have<00:07:26.639> a<00:07:26.759> lot<00:07:26.879> of 00:07:26.990 --> 00:07:27.000 align:start position:0% uh like we really have a lot of 00:07:27.000 --> 00:07:28.950 align:start position:0% uh like we really have a lot of developers<00:07:27.560> here<00:07:28.080> and<00:07:28.199> so<00:07:28.400> we<00:07:28.520> really<00:07:28.680> need<00:07:28.840> to 00:07:28.950 --> 00:07:28.960 align:start position:0% developers here and so we really need to 00:07:28.960 --> 00:07:30.110 align:start position:0% developers here and so we really need to figure<00:07:29.240> out 00:07:30.110 --> 00:07:30.120 align:start position:0% figure out 00:07:30.120 --> 00:07:32.270 align:start position:0% figure out right<00:07:30.520> how<00:07:30.680> do<00:07:30.879> we<00:07:31.039> kind<00:07:31.199> of<00:07:31.520> help<00:07:31.759> them<00:07:31.919> learn 00:07:32.270 --> 00:07:32.280 align:start position:0% right how do we kind of help them learn 00:07:32.280 --> 00:07:34.070 align:start position:0% right how do we kind of help them learn all<00:07:32.400> of<00:07:32.599> this<00:07:32.919> like<00:07:33.039> this<00:07:33.240> overwhelming<00:07:33.800> mod 00:07:34.070 --> 00:07:34.080 align:start position:0% all of this like this overwhelming mod 00:07:34.080 --> 00:07:35.869 align:start position:0% all of this like this overwhelming mod information<00:07:34.720> Academia<00:07:35.280> is<00:07:35.360> a<00:07:35.520> machine 00:07:35.869 --> 00:07:35.879 align:start position:0% information Academia is a machine 00:07:35.879 --> 00:07:37.510 align:start position:0% information Academia is a machine optimized<00:07:36.360> for<00:07:36.479> knowledge<00:07:36.800> consumption<00:07:37.400> you 00:07:37.510 --> 00:07:37.520 align:start position:0% optimized for knowledge consumption you 00:07:37.520 --> 00:07:39.070 align:start position:0% optimized for knowledge consumption you drink<00:07:37.759> from<00:07:37.960> the<00:07:38.080> high<00:07:38.319> fire<00:07:38.599> hose<00:07:38.759> you<00:07:38.879> read 00:07:39.070 --> 00:07:39.080 align:start position:0% drink from the high fire hose you read 00:07:39.080 --> 00:07:41.029 align:start position:0% drink from the high fire hose you read papers<00:07:39.639> you<00:07:39.759> have<00:07:39.919> people<00:07:40.160> who<00:07:40.360> do<00:07:40.720> this 00:07:41.029 --> 00:07:41.039 align:start position:0% papers you have people who do this 00:07:41.039 --> 00:07:42.830 align:start position:0% papers you have people who do this together<00:07:41.720> like<00:07:42.080> this<00:07:42.240> you<00:07:42.360> have<00:07:42.560> special 00:07:42.830 --> 00:07:42.840 align:start position:0% together like this you have special 00:07:42.840 --> 00:07:44.950 align:start position:0% together like this you have special skills<00:07:43.319> superpowers<00:07:44.199> you<00:07:44.319> know<00:07:44.520> how<00:07:44.680> to<00:07:44.840> kind 00:07:44.950 --> 00:07:44.960 align:start position:0% skills superpowers you know how to kind 00:07:44.960 --> 00:07:48.270 align:start position:0% skills superpowers you know how to kind of<00:07:45.479> very<00:07:45.680> quickly<00:07:46.199> triage<00:07:47.199> information<00:07:48.080> right 00:07:48.270 --> 00:07:48.280 align:start position:0% of very quickly triage information right 00:07:48.280 --> 00:07:50.830 align:start position:0% of very quickly triage information right a<00:07:48.400> lot<00:07:48.560> of<00:07:48.840> developers<00:07:49.280> do<00:07:49.440> not<00:07:49.840> do<00:07:50.159> this<00:07:50.720> it 00:07:50.830 --> 00:07:50.840 align:start position:0% a lot of developers do not do this it 00:07:50.840 --> 00:07:52.309 align:start position:0% a lot of developers do not do this it may<00:07:51.000> be<00:07:51.360> difficult<00:07:51.479> to<00:07:51.680> them<00:07:51.879> like<00:07:52.120> what 00:07:52.309 --> 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papers can they just take code and 00:07:58.479 --> 00:08:00.510 align:start position:0% read papers can they just take code and play<00:07:58.720> with<00:07:58.919> this<00:07:59.520> like<00:07:59.639> and<00:07:59.879> they<00:08:00.039> take<00:08:00.240> your 00:08:00.510 --> 00:08:00.520 align:start position:0% play with this like and they take your 00:08:00.520 --> 00:08:02.710 align:start position:0% play with this like and they take your kind<00:08:00.680> of<00:08:00.879> examples<00:08:01.759> what's<00:08:01.919> a<00:08:02.120> good<00:08:02.360> entry 00:08:02.710 --> 00:08:02.720 align:start position:0% kind of examples what's a good entry 00:08:02.720 --> 00:08:04.550 align:start position:0% kind of examples what's a good entry point<00:08:03.080> how<00:08:03.240> they<00:08:03.360> can<00:08:03.479> start<00:08:03.720> learning<00:08:04.120> and 00:08:04.550 --> 00:08:04.560 align:start position:0% point how they can start learning and 00:08:04.560 --> 00:08:06.629 align:start position:0% point how they can start learning and incrementally<00:08:05.199> learn<00:08:05.479> more<00:08:05.639> and<00:08:05.759> feel<00:08:06.000> happy 00:08:06.629 --> 00:08:06.639 align:start position:0% incrementally learn more and feel happy 00:08:06.639 --> 00:08:08.110 align:start position:0% incrementally learn more and feel happy yeah<00:08:06.879> that's<00:08:07.000> a<00:08:07.280> really<00:08:07.560> great<00:08:07.759> question<00:08:08.039> and 00:08:08.110 --> 00:08:08.120 align:start position:0% yeah that's a really great question and 00:08:08.120 --> 00:08:09.790 align:start position:0% yeah that's a really great question and we're<00:08:08.280> working<00:08:08.520> on<00:08:08.800> even<00:08:09.000> more<00:08:09.240> documentation 00:08:09.790 --> 00:08:09.800 align:start position:0% we're working on even more documentation 00:08:09.800 --> 00:08:11.749 align:start position:0% we're working on even more documentation for<00:08:09.960> dspi<00:08:10.759> I<00:08:10.879> think<00:08:11.080> the<00:08:11.199> best<00:08:11.400> way<00:08:11.520> to<00:08:11.639> get 00:08:11.749 --> 00:08:11.759 align:start position:0% for dspi I think the best way to get 00:08:11.759 --> 00:08:13.550 align:start position:0% for dspi I think the best way to get started<00:08:12.159> right<00:08:12.319> now<00:08:12.720> is<00:08:13.080> go<00:08:13.240> to<00:08:13.400> the 00:08:13.550 --> 00:08:13.560 align:start position:0% started right now is go to the 00:08:13.560 --> 00:08:15.990 align:start position:0% started right now is go to the repository<00:08:14.240> and<00:08:14.400> we<00:08:14.599> have<00:08:15.000> an<00:08:15.199> examples 00:08:15.990 --> 00:08:16.000 align:start position:0% repository and we have an examples 00:08:16.000 --> 00:08:18.309 align:start position:0% repository and we have an examples folder<00:08:16.840> um<00:08:17.000> where<00:08:17.120> we<00:08:17.280> have<00:08:17.759> uh<00:08:17.879> collab 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00:08:25.950 align:start position:0% assertions um and you know here's how you<00:08:24.000> do<00:08:24.120> fine-tuning<00:08:24.639> in<00:08:24.759> DSP<00:08:25.400> and<00:08:25.520> just<00:08:25.800> go 00:08:25.950 --> 00:08:25.960 align:start position:0% you do fine-tuning in DSP and just go 00:08:25.960 --> 00:08:27.230 align:start position:0% you do fine-tuning in DSP and just go through<00:08:26.159> those<00:08:26.319> notebooks<00:08:26.759> they're<00:08:26.960> already 00:08:27.230 --> 00:08:27.240 align:start position:0% through those notebooks they're already 00:08:27.240 --> 00:08:30.270 align:start position:0% through those notebooks they're already set<00:08:27.400> up<00:08:27.560> to<00:08:27.720> work<00:08:28.240> out<00:08:28.360> of<00:08:28.479> the<00:08:28.639> box<00:08:28.840> in<00:08:29.000> Google 00:08:30.270 --> 00:08:30.280 align:start position:0% set up to work out of the box in Google 00:08:30.280 --> 00:08:31.790 align:start position:0% set up to work out of the box in Google uh<00:08:30.400> so<00:08:30.560> that's<00:08:30.680> a<00:08:30.840> great<00:08:31.080> way<00:08:31.360> and<00:08:31.479> I<00:08:31.560> think 00:08:31.790 --> 00:08:31.800 align:start position:0% uh so that's a great way and I think 00:08:31.800 --> 00:08:33.630 align:start position:0% uh so that's a great way and I think watching<00:08:32.320> talks<00:08:33.039> like<00:08:33.159> the<00:08:33.240> one<00:08:33.360> I'm<00:08:33.440> going<00:08:33.519> to 00:08:33.630 --> 00:08:33.640 align:start position:0% watching talks like the one I'm going to 00:08:33.640 --> 00:08:35.750 align:start position:0% watching talks like the one I'm going to give<00:08:33.800> today<00:08:34.080> will<00:08:34.320> give<00:08:34.599> the<00:08:34.839> insights<00:08:35.360> into 00:08:35.750 --> 00:08:35.760 align:start position:0% give today will give the insights into 00:08:35.760 --> 00:08:38.550 align:start position:0% give today will give the insights into how<00:08:36.360> Meo<00:08:36.959> Works<00:08:37.399> behind<00:08:37.680> the<00:08:37.800> scenes<00:08:38.320> and<00:08:38.440> what 00:08:38.550 --> 00:08:38.560 align:start position:0% how Meo Works behind the scenes and what 00:08:38.560 --> 00:08:40.630 align:start position:0% how Meo Works behind the scenes and what dsy<00:08:39.039> is<00:08:39.240> actually<00:08:39.519> doing<00:08:39.919> to<00:08:40.120> optimize<00:08:40.519> your 00:08:40.630 --> 00:08:40.640 align:start position:0% dsy is actually doing to optimize your 00:08:40.640 --> 00:08:42.589 align:start position:0% dsy is actually doing to optimize your language<00:08:40.919> model<00:08:41.240> program<00:08:41.640> so<00:08:41.800> I<00:08:41.880> think<00:08:42.399> just 00:08:42.589 --> 00:08:42.599 align:start position:0% language model program so I think just 00:08:42.599 --> 00:08:44.350 align:start position:0% language model program so I think just watching<00:08:42.919> this<00:08:43.080> video<00:08:43.479> doing<00:08:43.680> the<00:08:43.839> collabs 00:08:44.350 --> 00:08:44.360 align:start position:0% watching this video doing the collabs 00:08:44.360 --> 00:08:45.670 align:start position:0% watching this video doing the collabs that's<00:08:44.519> the<00:08:44.600> best<00:08:44.760> way<00:08:44.880> to<00:08:45.000> get<00:08:45.120> started 00:08:45.670 --> 00:08:45.680 align:start position:0% that's the best way to get started 00:08:45.680 --> 00:08:47.990 align:start position:0% that's the best way to get started fantastic<00:08:46.440> well<00:08:46.680> and<00:08:47.000> last<00:08:47.279> question<00:08:47.600> tell<00:08:47.800> us 00:08:47.990 --> 00:08:48.000 align:start position:0% fantastic well and last question tell us 00:08:48.000 --> 00:08:50.350 align:start position:0% fantastic well and last question tell us some<00:08:48.279> fun<00:08:48.600> fact<00:08:48.839> about<00:08:49.080> yourself<00:08:50.000> what<00:08:50.120> do<00:08:50.240> you 00:08:50.350 --> 00:08:50.360 align:start position:0% some fun fact about yourself what do you 00:08:50.360 --> 00:08:53.070 align:start position:0% some fun fact about yourself what do you like<00:08:50.480> to<00:08:50.600> do<00:08:50.720> for<00:08:50.959> fun<00:08:51.680> yeah<00:08:51.959> yeah<00:08:52.320> so<00:08:52.680> a<00:08:52.800> fun 00:08:53.070 --> 00:08:53.080 align:start position:0% like to do for fun yeah yeah so a fun 00:08:53.080 --> 00:08:55.949 align:start position:0% like to do for fun yeah yeah so a fun fact<00:08:53.279> about<00:08:53.560> me<00:08:54.040> is<00:08:54.440> I<00:08:54.760> have<00:08:55.399> I<00:08:55.560> guess<00:08:55.720> I<00:08:55.800> would 00:08:55.949 --> 00:08:55.959 align:start position:0% fact about me is I have I guess I would 00:08:55.959 --> 00:08:57.870 align:start position:0% fact about me is I have I guess I would say<00:08:56.279> three<00:08:56.640> different<00:08:57.000> licenses<00:08:57.560> so<00:08:57.680> I<00:08:57.760> have 00:08:57.870 --> 00:08:57.880 align:start position:0% say three different licenses so I have 00:08:57.880 --> 00:08:59.509 align:start position:0% say three different licenses so I have my<00:08:58.000> driver's<00:08:58.399> license<00:08:58.920> that's<00:08:59.200> that's 00:08:59.509 --> 00:08:59.519 align:start position:0% my driver's license that's that's 00:08:59.519 --> 00:09:01.550 align:start position:0% my driver's license that's that's obvious<00:09:00.160> um<00:09:00.399> but<00:09:00.560> I<00:09:00.680> also<00:09:00.959> have<00:09:01.120> a<00:09:01.240> boating 00:09:01.550 --> 00:09:01.560 align:start position:0% obvious um but I also have a boating 00:09:01.560 --> 00:09:03.870 align:start position:0% obvious um but I also have a boating license<00:09:01.880> in<00:09:02.040> Florida<00:09:02.839> because<00:09:03.120> I<00:09:03.200> wanted<00:09:03.480> to 00:09:03.870 --> 00:09:03.880 align:start position:0% license in Florida because I wanted to 00:09:03.880 --> 00:09:05.829 align:start position:0% license in Florida because I wanted to drive<00:09:04.079> a<00:09:04.240> jet<00:09:04.440> ski<00:09:04.680> so<00:09:04.839> I<00:09:04.920> took<00:09:05.120> the<00:09:05.240> course<00:09:05.720> uh 00:09:05.829 --> 00:09:05.839 align:start position:0% drive a jet ski so I took the course uh 00:09:05.839 --> 00:09:07.269 align:start position:0% drive a jet ski so I took the course uh at<00:09:05.959> the<00:09:06.079> age<00:09:06.240> I<00:09:06.320> wanted<00:09:06.519> to<00:09:06.680> I<00:09:06.760> had<00:09:06.880> to<00:09:07.040> take<00:09:07.160> the 00:09:07.269 --> 00:09:07.279 align:start position:0% at the age I wanted to I had to take the 00:09:07.279 --> 00:09:08.790 align:start position:0% at the age I wanted to I had to take the course<00:09:07.680> and<00:09:07.760> I<00:09:07.839> also<00:09:07.959> have<00:09:08.079> my<00:09:08.160> Scuba<00:09:08.480> diving 00:09:08.790 --> 00:09:08.800 align:start position:0% course and I also have my Scuba diving 00:09:08.800 --> 00:09:10.389 align:start position:0% course and I also have my Scuba diving license<00:09:09.279> which<00:09:09.519> is<00:09:09.680> something<00:09:09.920> I<00:09:10.040> like<00:09:10.160> to<00:09:10.240> do 00:09:10.389 --> 00:09:10.399 align:start position:0% license which is something I like to do 00:09:10.399 --> 00:09:12.750 align:start position:0% license which is something I like to do for<00:09:10.600> fun<00:09:11.440> um<00:09:11.839> although<00:09:12.160> the<00:09:12.279> water's<00:09:12.600> very 00:09:12.750 --> 00:09:12.760 align:start position:0% for fun um although the water's very 00:09:12.760 --> 00:09:14.069 align:start position:0% for fun um although the water's very cold<00:09:13.000> out<00:09:13.120> here<00:09:13.240> in<00:09:13.320> the<00:09:13.440> bay<00:09:13.600> so<00:09:13.720> I<00:09:13.800> don't<00:09:13.959> get 00:09:14.069 --> 00:09:14.079 align:start position:0% cold out here in the bay so I don't get 00:09:14.079 --> 00:09:15.829 align:start position:0% cold out here in the bay so I don't get to<00:09:14.160> do<00:09:14.279> it<00:09:14.360> too<00:09:14.560> often<00:09:15.079> well<00:09:15.200> fantastic<00:09:15.720> so 00:09:15.829 --> 00:09:15.839 align:start position:0% to do it too often well fantastic so 00:09:15.839 --> 00:09:18.710 align:start position:0% to do it too often well fantastic so you're<00:09:16.079> like<00:09:16.200> a<00:09:16.320> very<00:09:16.560> licensed<00:09:17.399> guy<00:09:17.839> and<00:09:18.120> so 00:09:18.710 --> 00:09:18.720 align:start position:0% you're like a very licensed guy and so 00:09:18.720 --> 00:09:19.990 align:start position:0% you're like a very licensed guy and so you<00:09:18.839> know<00:09:18.959> you're<00:09:19.120> doing<00:09:19.360> your<00:09:19.480> master<00:09:19.839> so 00:09:19.990 --> 00:09:20.000 align:start position:0% you know you're doing your master so 00:09:20.000 --> 00:09:22.069 align:start position:0% you know you're doing your master so you're<00:09:20.120> going<00:09:20.279> in<00:09:20.399> the<00:09:20.560> industry<00:09:21.440> so<00:09:21.680> we<00:09:21.839> wish 00:09:22.069 --> 00:09:22.079 align:start position:0% you're going in the industry so we wish 00:09:22.079 --> 00:09:25.670 align:start position:0% you're going in the industry so we wish you<00:09:22.399> you<00:09:22.560> know<00:09:23.519> uh<00:09:23.880> luck<00:09:24.240> and<00:09:24.560> uh<00:09:24.720> really<00:09:25.480> uh 00:09:25.670 --> 00:09:25.680 align:start position:0% you you know uh luck and uh really uh 00:09:25.680 --> 00:09:26.990 align:start position:0% you you know uh luck and uh really uh looking<00:09:25.880> forward<00:09:26.120> to<00:09:26.240> learn<00:09:26.480> from<00:09:26.640> you 00:09:26.990 --> 00:09:27.000 align:start position:0% looking forward to learn from you 00:09:27.000 --> 00:09:28.310 align:start position:0% looking forward to learn from you looking<00:09:27.160> forward<00:09:27.360> to<00:09:27.440> your<00:09:27.560> J<00:09:27.959> thank<00:09:28.079> you<00:09:28.160> so 00:09:28.310 --> 00:09:28.320 align:start position:0% looking forward to your J thank you so 00:09:28.320 --> 00:09:32.560 align:start position:0% looking forward to your J thank you so much<00:09:28.600> thank<00:09:28.720> you<00:09:28.839> Michael<00:09:29.560> cheers