WEBVTT
Kind: captions
Language: en

00:00:11.320 --> 00:00:13.230 align:start position:0%
 
hello<00:00:11.519><c> everybody</c><00:00:12.040><c> I'm</c><00:00:12.200><c> Alexa</c><00:00:12.599><c> kro</c><00:00:13.120><c> the</c>

00:00:13.230 --> 00:00:13.240 align:start position:0%
hello everybody I'm Alexa kro the
 

00:00:13.240 --> 00:00:15.230 align:start position:0%
hello everybody I'm Alexa kro the
founder<00:00:13.559><c> and</c><00:00:13.759><c> organizer</c><00:00:14.320><c> of</c><00:00:14.440><c> the</c><00:00:14.599><c> longest</c>

00:00:15.230 --> 00:00:15.240 align:start position:0%
founder and organizer of the longest
 

00:00:15.240 --> 00:00:17.349 align:start position:0%
founder and organizer of the longest
running<00:00:15.759><c> deest</c><00:00:16.199><c> technical</c><00:00:16.800><c> met</c><00:00:16.960><c> up</c><00:00:17.160><c> in</c><00:00:17.240><c> the</c>

00:00:17.349 --> 00:00:17.359 align:start position:0%
running deest technical met up in the
 

00:00:17.359 --> 00:00:19.990 align:start position:0%
running deest technical met up in the
world<00:00:17.720><c> bya</c><00:00:18.199><c> AI</c><00:00:18.920><c> here</c><00:00:19.080><c> we</c><00:00:19.199><c> on</c><00:00:19.400><c> location</c><00:00:19.800><c> at</c>

00:00:19.990 --> 00:00:20.000 align:start position:0%
world bya AI here we on location at
 

00:00:20.000 --> 00:00:22.349 align:start position:0%
world bya AI here we on location at
Cloud<00:00:20.320><c> flare</c><00:00:21.080><c> we</c><00:00:21.240><c> have</c><00:00:21.400><c> an</c><00:00:21.640><c> meet</c><00:00:21.880><c> up</c><00:00:22.080><c> about</c>

00:00:22.349 --> 00:00:22.359 align:start position:0%
Cloud flare we have an meet up about
 

00:00:22.359 --> 00:00:24.550 align:start position:0%
Cloud flare we have an meet up about
ageny<00:00:22.800><c> structured</c><00:00:23.240><c> output</c><00:00:23.760><c> and</c><00:00:24.039><c> with</c><00:00:24.199><c> us</c><00:00:24.359><c> we</c>

00:00:24.550 --> 00:00:24.560 align:start position:0%
ageny structured output and with us we
 

00:00:24.560 --> 00:00:27.950 align:start position:0%
ageny structured output and with us we
have<00:00:25.080><c> barin</c><00:00:25.960><c> from</c><00:00:26.160><c> AMA</c><00:00:27.000><c> who</c><00:00:27.119><c> is</c><00:00:27.240><c> a</c><00:00:27.480><c> software</c>

00:00:27.950 --> 00:00:27.960 align:start position:0%
have barin from AMA who is a software
 

00:00:27.960 --> 00:00:30.790 align:start position:0%
have barin from AMA who is a software
engineer<00:00:28.960><c> uh</c><00:00:29.080><c> working</c><00:00:29.359><c> on</c><00:00:29.560><c> structureal</c>

00:00:30.790 --> 00:00:30.800 align:start position:0%
engineer uh working on structureal
 

00:00:30.800 --> 00:00:34.030 align:start position:0%
engineer uh working on structureal
yeah<00:00:31.119><c> welcome</c><00:00:31.920><c> thanks</c><00:00:32.119><c> for</c><00:00:32.320><c> having</c><00:00:32.520><c> me</c><00:00:33.079><c> so</c>

00:00:34.030 --> 00:00:34.040 align:start position:0%
yeah welcome thanks for having me so
 

00:00:34.040 --> 00:00:35.709 align:start position:0%
yeah welcome thanks for having me so
super<00:00:34.320><c> hot</c><00:00:34.559><c> everybody's</c><00:00:34.960><c> using</c><00:00:35.200><c> it</c><00:00:35.320><c> to</c><00:00:35.440><c> host</c>

00:00:35.709 --> 00:00:35.719 align:start position:0%
super hot everybody's using it to host
 

00:00:35.719 --> 00:00:38.869 align:start position:0%
super hot everybody's using it to host
their<00:00:35.879><c> own</c><00:00:36.320><c> things</c><00:00:37.000><c> how</c><00:00:37.200><c> did</c><00:00:37.360><c> you</c><00:00:37.520><c> end</c><00:00:37.760><c> up</c><00:00:38.120><c> in</c>

00:00:38.869 --> 00:00:38.879 align:start position:0%
their own things how did you end up in
 

00:00:38.879 --> 00:00:42.029 align:start position:0%
their own things how did you end up in
Alama<00:00:39.879><c> how</c><00:00:40.280><c> and</c><00:00:40.480><c> how</c><00:00:40.840><c> why</c><00:00:41.239><c> did</c><00:00:41.480><c> it</c><00:00:41.640><c> become</c><00:00:41.840><c> so</c>

00:00:42.029 --> 00:00:42.039 align:start position:0%
Alama how and how why did it become so
 

00:00:42.039 --> 00:00:44.110 align:start position:0%
Alama how and how why did it become so
successful<00:00:43.039><c> yeah</c><00:00:43.320><c> I</c><00:00:43.440><c> guess</c><00:00:43.600><c> that's</c><00:00:43.719><c> a</c><00:00:43.840><c> great</c>

00:00:44.110 --> 00:00:44.120 align:start position:0%
successful yeah I guess that's a great
 

00:00:44.120 --> 00:00:46.869 align:start position:0%
successful yeah I guess that's a great
question<00:00:44.879><c> um</c><00:00:45.120><c> I've</c><00:00:45.280><c> only</c><00:00:45.559><c> really</c><00:00:45.800><c> been</c><00:00:46.120><c> here</c>

00:00:46.869 --> 00:00:46.879 align:start position:0%
question um I've only really been here
 

00:00:46.879 --> 00:00:49.549 align:start position:0%
question um I've only really been here
for<00:00:47.879><c> a</c><00:00:48.000><c> few</c><00:00:48.199><c> months</c><00:00:48.760><c> I</c><00:00:48.920><c> joined</c><00:00:49.280><c> back</c><00:00:49.399><c> in</c>

00:00:49.549 --> 00:00:49.559 align:start position:0%
for a few months I joined back in
 

00:00:49.559 --> 00:00:52.310 align:start position:0%
for a few months I joined back in
November<00:00:50.559><c> um</c><00:00:50.879><c> I</c><00:00:50.960><c> knew</c><00:00:51.199><c> Michael</c><00:00:51.520><c> and</c><00:00:51.719><c> Jeff</c><00:00:52.039><c> were</c>

00:00:52.310 --> 00:00:52.320 align:start position:0%
November um I knew Michael and Jeff were
 

00:00:52.320 --> 00:00:55.510 align:start position:0%
November um I knew Michael and Jeff were
the<00:00:52.440><c> two</c><00:00:52.879><c> co-founders</c><00:00:53.520><c> of</c><00:00:53.760><c> olama</c><00:00:54.640><c> for</c><00:00:54.800><c> a</c><00:00:54.920><c> while</c>

00:00:55.510 --> 00:00:55.520 align:start position:0%
the two co-founders of olama for a while
 

00:00:55.520 --> 00:00:58.590 align:start position:0%
the two co-founders of olama for a while
and<00:00:56.120><c> uh</c><00:00:56.440><c> one</c><00:00:56.719><c> conversation</c><00:00:57.199><c> led</c><00:00:57.399><c> to</c><00:00:57.600><c> another</c>

00:00:58.590 --> 00:00:58.600 align:start position:0%
and uh one conversation led to another
 

00:00:58.600 --> 00:01:00.670 align:start position:0%
and uh one conversation led to another
obviously<00:00:59.079><c> Lama's</c><00:00:59.480><c> been</c><00:00:59.600><c> doing</c><00:01:00.000><c> pretty</c><00:01:00.280><c> well</c>

00:01:00.670 --> 00:01:00.680 align:start position:0%
obviously Lama's been doing pretty well
 

00:01:00.680 --> 00:01:03.430 align:start position:0%
obviously Lama's been doing pretty well
so<00:01:01.359><c> I've</c><00:01:02.120><c> just</c><00:01:02.320><c> it</c><00:01:02.399><c> was</c><00:01:02.519><c> just</c><00:01:02.680><c> super</c><00:01:02.920><c> exciting</c>

00:01:03.430 --> 00:01:03.440 align:start position:0%
so I've just it was just super exciting
 

00:01:03.440 --> 00:01:05.509 align:start position:0%
so I've just it was just super exciting
for<00:01:03.600><c> a</c><00:01:03.680><c> new</c><00:01:03.879><c> opportunity</c><00:01:04.799><c> uh</c><00:01:04.920><c> prior</c><00:01:05.159><c> to</c><00:01:05.320><c> this</c><00:01:05.439><c> I</c>

00:01:05.509 --> 00:01:05.519 align:start position:0%
for a new opportunity uh prior to this I
 

00:01:05.519 --> 00:01:07.550 align:start position:0%
for a new opportunity uh prior to this I
was<00:01:05.640><c> working</c><00:01:05.840><c> on</c><00:01:05.960><c> my</c><00:01:06.080><c> own</c><00:01:06.280><c> startup</c><00:01:07.119><c> um</c><00:01:07.240><c> around</c>

00:01:07.550 --> 00:01:07.560 align:start position:0%
was working on my own startup um around
 

00:01:07.560 --> 00:01:09.789 align:start position:0%
was working on my own startup um around
agents<00:01:07.960><c> actually</c><00:01:08.280><c> and</c><00:01:08.640><c> was</c><00:01:08.759><c> using</c><00:01:09.000><c> oama</c><00:01:09.600><c> and</c><00:01:09.680><c> I</c>

00:01:09.789 --> 00:01:09.799 align:start position:0%
agents actually and was using oama and I
 

00:01:09.799 --> 00:01:11.789 align:start position:0%
agents actually and was using oama and I
loved<00:01:10.040><c> it</c><00:01:10.280><c> so</c><00:01:10.520><c> it</c><00:01:11.200><c> it</c><00:01:11.280><c> just</c><00:01:11.400><c> kind</c><00:01:11.520><c> of</c><00:01:11.600><c> made</c>

00:01:11.789 --> 00:01:11.799 align:start position:0%
loved it so it it just kind of made
 

00:01:11.799 --> 00:01:13.990 align:start position:0%
loved it so it it just kind of made
sense<00:01:12.280><c> interesting</c><00:01:12.759><c> and</c><00:01:13.119><c> before</c><00:01:13.360><c> the</c><00:01:13.479><c> startup</c>

00:01:13.990 --> 00:01:14.000 align:start position:0%
sense interesting and before the startup
 

00:01:14.000 --> 00:01:16.429 align:start position:0%
sense interesting and before the startup
like<00:01:14.200><c> what</c><00:01:14.360><c> did</c><00:01:14.479><c> you</c><00:01:14.560><c> do</c><00:01:14.720><c> in</c><00:01:14.840><c> software</c><00:01:15.600><c> yeah</c><00:01:16.159><c> um</c>

00:01:16.429 --> 00:01:16.439 align:start position:0%
like what did you do in software yeah um
 

00:01:16.439 --> 00:01:18.950 align:start position:0%
like what did you do in software yeah um
I've<00:01:16.600><c> done</c><00:01:17.200><c> many</c><00:01:17.439><c> many</c><00:01:17.840><c> different</c><00:01:18.119><c> things</c><00:01:18.799><c> um</c>

00:01:18.950 --> 00:01:18.960 align:start position:0%
I've done many many different things um
 

00:01:18.960 --> 00:01:20.630 align:start position:0%
I've done many many different things um
ranged<00:01:19.360><c> all</c><00:01:19.479><c> the</c><00:01:19.600><c> way</c><00:01:19.720><c> from</c><00:01:19.920><c> like</c><00:01:20.119><c> iot</c>

00:01:20.630 --> 00:01:20.640 align:start position:0%
ranged all the way from like iot
 

00:01:20.640 --> 00:01:24.670 align:start position:0%
ranged all the way from like iot
Hardware<00:01:21.200><c> to</c><00:01:22.000><c> going</c><00:01:22.280><c> to</c><00:01:23.280><c> um</c><00:01:23.600><c> software</c><00:01:24.560><c> and</c>

00:01:24.670 --> 00:01:24.680 align:start position:0%
Hardware to going to um software and
 

00:01:24.680 --> 00:01:27.109 align:start position:0%
Hardware to going to um software and
distributed<00:01:25.119><c> systems</c><00:01:25.400><c> at</c><00:01:25.560><c> like</c><00:01:26.000><c> Tesla</c><00:01:27.000><c> as</c>

00:01:27.109 --> 00:01:27.119 align:start position:0%
distributed systems at like Tesla as
 

00:01:27.119 --> 00:01:29.670 align:start position:0%
distributed systems at like Tesla as
well<00:01:27.240><c> as</c><00:01:27.400><c> worked</c><00:01:27.759><c> on</c><00:01:28.119><c> Siri</c><00:01:28.799><c> at</c><00:01:29.000><c> Apple</c><00:01:29.400><c> for</c><00:01:29.560><c> a</c>

00:01:29.670 --> 00:01:29.680 align:start position:0%
well as worked on Siri at Apple for a
 

00:01:29.680 --> 00:01:31.510 align:start position:0%
well as worked on Siri at Apple for a
couple<00:01:29.920><c> couple</c><00:01:30.240><c> different</c><00:01:30.520><c> roles</c><00:01:31.200><c> um</c><00:01:31.280><c> through</c>

00:01:31.510 --> 00:01:31.520 align:start position:0%
couple couple different roles um through
 

00:01:31.520 --> 00:01:34.830 align:start position:0%
couple couple different roles um through
internships<00:01:32.520><c> um</c><00:01:32.680><c> all</c><00:01:32.880><c> super</c><00:01:33.159><c> fun</c><00:01:33.799><c> and</c><00:01:34.159><c> yeah</c>

00:01:34.830 --> 00:01:34.840 align:start position:0%
internships um all super fun and yeah
 

00:01:34.840 --> 00:01:37.190 align:start position:0%
internships um all super fun and yeah
wow<00:01:35.200><c> okay</c><00:01:35.560><c> super</c><00:01:35.799><c> cool</c><00:01:36.040><c> so</c><00:01:36.680><c> like</c><00:01:36.759><c> you've</c><00:01:36.920><c> seen</c>

00:01:37.190 --> 00:01:37.200 align:start position:0%
wow okay super cool so like you've seen
 

00:01:37.200 --> 00:01:39.190 align:start position:0%
wow okay super cool so like you've seen
the<00:01:37.280><c> whole</c><00:01:37.439><c> spectrum</c><00:01:38.360><c> and</c><00:01:38.479><c> so</c><00:01:38.640><c> you</c><00:01:38.799><c> ended</c><00:01:39.040><c> up</c>

00:01:39.190 --> 00:01:39.200 align:start position:0%
the whole spectrum and so you ended up
 

00:01:39.200 --> 00:01:41.789 align:start position:0%
the whole spectrum and so you ended up
like<00:01:39.399><c> this</c><00:01:39.520><c> foundational</c><00:01:40.240><c> layer</c><00:01:41.240><c> right</c><00:01:41.600><c> why</c>

00:01:41.789 --> 00:01:41.799 align:start position:0%
like this foundational layer right why
 

00:01:41.799 --> 00:01:43.109 align:start position:0%
like this foundational layer right why
like<00:01:41.960><c> what's</c><00:01:42.200><c> exciting</c><00:01:42.520><c> about</c><00:01:42.680><c> it</c><00:01:42.840><c> what's</c><00:01:42.960><c> so</c>

00:01:43.109 --> 00:01:43.119 align:start position:0%
like what's exciting about it what's so
 

00:01:43.119 --> 00:01:44.510 align:start position:0%
like what's exciting about it what's so
interesting<00:01:43.640><c> yeah</c><00:01:43.759><c> that's</c><00:01:44.040><c> that's</c><00:01:44.159><c> a</c><00:01:44.280><c> great</c>

00:01:44.510 --> 00:01:44.520 align:start position:0%
interesting yeah that's that's a great
 

00:01:44.520 --> 00:01:46.910 align:start position:0%
interesting yeah that's that's a great
question<00:01:45.240><c> um</c><00:01:46.079><c> for</c><00:01:46.280><c> that</c><00:01:46.399><c> we'll</c><00:01:46.560><c> have</c><00:01:46.680><c> to</c><00:01:46.759><c> go</c>

00:01:46.910 --> 00:01:46.920 align:start position:0%
question um for that we'll have to go
 

00:01:46.920 --> 00:01:49.350 align:start position:0%
question um for that we'll have to go
back<00:01:47.079><c> a</c><00:01:47.200><c> few</c><00:01:47.399><c> years</c><00:01:47.600><c> so</c><00:01:47.880><c> back</c><00:01:48.000><c> in</c><00:01:48.159><c> 2019</c><00:01:49.159><c> I</c><00:01:49.240><c> was</c>

00:01:49.350 --> 00:01:49.360 align:start position:0%
back a few years so back in 2019 I was
 

00:01:49.360 --> 00:01:51.190 align:start position:0%
back a few years so back in 2019 I was
working<00:01:49.560><c> on</c><00:01:49.719><c> natural</c><00:01:50.040><c> language</c><00:01:50.360><c> processing</c>

00:01:51.190 --> 00:01:51.200 align:start position:0%
working on natural language processing
 

00:01:51.200 --> 00:01:52.910 align:start position:0%
working on natural language processing
um<00:01:51.360><c> and</c><00:01:51.520><c> this</c><00:01:51.600><c> is</c><00:01:51.840><c> like</c><00:01:52.320><c> back</c><00:01:52.520><c> in</c><00:01:52.680><c> when</c><00:01:52.799><c> you</c>

00:01:52.910 --> 00:01:52.920 align:start position:0%
um and this is like back in when you
 

00:01:52.920 --> 00:01:56.870 align:start position:0%
um and this is like back in when you
were<00:01:53.560><c> importing</c><00:01:54.240><c> Spacey</c><00:01:55.119><c> in</c><00:01:55.320><c> Python</c><00:01:55.920><c> oh</c><00:01:56.079><c> yes</c>

00:01:56.870 --> 00:01:56.880 align:start position:0%
were importing Spacey in Python oh yes
 

00:01:56.880 --> 00:02:00.429 align:start position:0%
were importing Spacey in Python oh yes
very<00:01:57.119><c> old</c><00:01:57.439><c> stuff</c><00:01:58.079><c> um</c><00:01:58.399><c> now</c><00:01:58.840><c> but</c><00:01:59.920><c> remember</c><00:02:00.320><c> the</c>

00:02:00.429 --> 00:02:00.439 align:start position:0%
very old stuff um now but remember the
 

00:02:00.439 --> 00:02:01.910 align:start position:0%
very old stuff um now but remember the
Burke<00:02:00.719><c> model</c><00:02:01.000><c> like</c><00:02:01.159><c> coming</c><00:02:01.360><c> out</c><00:02:01.560><c> and</c><00:02:01.680><c> looking</c>

00:02:01.910 --> 00:02:01.920 align:start position:0%
Burke model like coming out and looking
 

00:02:01.920 --> 00:02:03.469 align:start position:0%
Burke model like coming out and looking
into<00:02:02.119><c> embeddings</c><00:02:02.560><c> and</c><00:02:02.719><c> encoding</c><00:02:03.159><c> different</c>

00:02:03.469 --> 00:02:03.479 align:start position:0%
into embeddings and encoding different
 

00:02:03.479 --> 00:02:05.670 align:start position:0%
into embeddings and encoding different
things<00:02:04.119><c> and</c><00:02:04.840><c> what</c><00:02:04.960><c> I</c><00:02:05.079><c> really</c><00:02:05.240><c> didn't</c><00:02:05.479><c> like</c>

00:02:05.670 --> 00:02:05.680 align:start position:0%
things and what I really didn't like
 

00:02:05.680 --> 00:02:08.389 align:start position:0%
things and what I really didn't like
about<00:02:05.960><c> was</c><00:02:06.119><c> just</c><00:02:06.399><c> how</c><00:02:06.560><c> poor</c><00:02:06.799><c> the</c><00:02:06.920><c> tooling</c><00:02:07.399><c> was</c>

00:02:08.389 --> 00:02:08.399 align:start position:0%
about was just how poor the tooling was
 

00:02:08.399 --> 00:02:10.949 align:start position:0%
about was just how poor the tooling was
and<00:02:09.280><c> I</c><00:02:09.479><c> like</c><00:02:09.920><c> pretty</c><00:02:10.080><c> much</c><00:02:10.239><c> switched</c><00:02:10.640><c> paths</c>

00:02:10.949 --> 00:02:10.959 align:start position:0%
and I like pretty much switched paths
 

00:02:10.959 --> 00:02:13.589 align:start position:0%
and I like pretty much switched paths
from<00:02:11.200><c> ml</c><00:02:11.560><c> to</c><00:02:11.760><c> distribute</c><00:02:12.160><c> systems</c><00:02:12.480><c> after</c><00:02:12.760><c> that</c>

00:02:13.589 --> 00:02:13.599 align:start position:0%
from ml to distribute systems after that
 

00:02:13.599 --> 00:02:17.470 align:start position:0%
from ml to distribute systems after that
um<00:02:14.000><c> and</c><00:02:14.800><c> eventually</c><00:02:15.280><c> kind</c><00:02:15.400><c> of</c><00:02:15.519><c> Drew</c><00:02:15.920><c> back</c><00:02:16.519><c> into</c>

00:02:17.470 --> 00:02:17.480 align:start position:0%
um and eventually kind of Drew back into
 

00:02:17.480 --> 00:02:19.910 align:start position:0%
um and eventually kind of Drew back into
more<00:02:17.720><c> low-level</c><00:02:18.720><c> programming</c><00:02:19.360><c> and</c><00:02:19.640><c> that's</c>

00:02:19.910 --> 00:02:19.920 align:start position:0%
more low-level programming and that's
 

00:02:19.920 --> 00:02:22.150 align:start position:0%
more low-level programming and that's
pretty<00:02:20.120><c> much</c><00:02:20.319><c> what</c><00:02:20.440><c> we</c><00:02:20.519><c> do</c><00:02:20.680><c> at</c><00:02:20.840><c> AMA</c><00:02:21.840><c> um</c><00:02:21.959><c> and</c><00:02:22.040><c> the</c>

00:02:22.150 --> 00:02:22.160 align:start position:0%
pretty much what we do at AMA um and the
 

00:02:22.160 --> 00:02:23.990 align:start position:0%
pretty much what we do at AMA um and the
first<00:02:22.319><c> time</c><00:02:22.440><c> I</c><00:02:22.519><c> used</c><00:02:22.720><c> AMA</c><00:02:23.319><c> it</c><00:02:23.400><c> was</c><00:02:23.560><c> just</c>

00:02:23.990 --> 00:02:24.000 align:start position:0%
first time I used AMA it was just
 

00:02:24.000 --> 00:02:26.430 align:start position:0%
first time I used AMA it was just
tooling<00:02:24.560><c> which</c><00:02:24.840><c> for</c><00:02:25.080><c> ML</c><00:02:25.440><c> which</c><00:02:25.599><c> just</c><00:02:25.760><c> worked</c>

00:02:26.430 --> 00:02:26.440 align:start position:0%
tooling which for ML which just worked
 

00:02:26.440 --> 00:02:28.430 align:start position:0%
tooling which for ML which just worked
and<00:02:26.560><c> I</c><00:02:26.640><c> was</c><00:02:26.840><c> just</c><00:02:27.160><c> super</c><00:02:27.480><c> excited</c><00:02:27.840><c> about</c><00:02:28.080><c> that</c>

00:02:28.430 --> 00:02:28.440 align:start position:0%
and I was just super excited about that
 

00:02:28.440 --> 00:02:30.670 align:start position:0%
and I was just super excited about that
mhm<00:02:29.200><c> and</c><00:02:29.400><c> uh</c><00:02:29.480><c> how</c><00:02:29.599><c> did</c><00:02:29.720><c> you</c><00:02:29.920><c> you</c><00:02:30.080><c> guys</c><00:02:30.319><c> like</c>

00:02:30.670 --> 00:02:30.680 align:start position:0%
mhm and uh how did you you guys like
 

00:02:30.680 --> 00:02:32.110 align:start position:0%
mhm and uh how did you you guys like
decide<00:02:31.040><c> that</c><00:02:31.200><c> search</c><00:02:31.519><c> your</c><00:02:31.680><c> output</c><00:02:32.000><c> is</c>

00:02:32.110 --> 00:02:32.120 align:start position:0%
decide that search your output is
 

00:02:32.120 --> 00:02:33.869 align:start position:0%
decide that search your output is
something<00:02:32.440><c> important</c><00:02:32.760><c> for</c><00:02:32.920><c> Al</c><00:02:33.280><c> to</c><00:02:33.360><c> do</c><00:02:33.599><c> oh</c><00:02:33.760><c> for</c>

00:02:33.869 --> 00:02:33.879 align:start position:0%
something important for Al to do oh for
 

00:02:33.879 --> 00:02:38.710 align:start position:0%
something important for Al to do oh for
sure<00:02:34.760><c> um</c><00:02:35.280><c> I</c><00:02:35.319><c> would</c><00:02:35.519><c> say</c><00:02:35.800><c> that</c><00:02:36.879><c> lm's</c><00:02:37.879><c> best</c><00:02:38.480><c> are</c>

00:02:38.710 --> 00:02:38.720 align:start position:0%
sure um I would say that lm's best are
 

00:02:38.720 --> 00:02:40.589 align:start position:0%
sure um I would say that lm's best are
used<00:02:39.280><c> when</c><00:02:39.959><c> you're</c><00:02:40.159><c> working</c><00:02:40.440><c> with</c>

00:02:40.589 --> 00:02:40.599 align:start position:0%
used when you're working with
 

00:02:40.599 --> 00:02:43.110 align:start position:0%
used when you're working with
unstructured<00:02:41.200><c> data</c><00:02:41.920><c> and</c><00:02:42.360><c> structuring</c><00:02:42.959><c> that</c>

00:02:43.110 --> 00:02:43.120 align:start position:0%
unstructured data and structuring that
 

00:02:43.120 --> 00:02:45.750 align:start position:0%
unstructured data and structuring that
data<00:02:43.440><c> using</c><00:02:43.879><c> llms</c><00:02:44.480><c> because</c><00:02:44.680><c> they</c><00:02:44.800><c> have</c><00:02:45.000><c> this</c>

00:02:45.750 --> 00:02:45.760 align:start position:0%
data using llms because they have this
 

00:02:45.760 --> 00:02:47.390 align:start position:0%
data using llms because they have this
understanding<00:02:46.000><c> of</c><00:02:46.120><c> the</c><00:02:46.280><c> world</c><00:02:46.640><c> but</c><00:02:46.879><c> also</c><00:02:47.280><c> what</c>

00:02:47.390 --> 00:02:47.400 align:start position:0%
understanding of the world but also what
 

00:02:47.400 --> 00:02:49.869 align:start position:0%
understanding of the world but also what
you're<00:02:47.599><c> passing</c><00:02:47.920><c> in</c><00:02:48.519><c> is</c><00:02:48.680><c> so</c><00:02:48.879><c> critical</c><00:02:49.640><c> and</c><00:02:49.720><c> so</c>

00:02:49.869 --> 00:02:49.879 align:start position:0%
you're passing in is so critical and so
 

00:02:49.879 --> 00:02:51.550 align:start position:0%
you're passing in is so critical and so
structured<00:02:50.280><c> outputs</c><00:02:50.720><c> really</c><00:02:50.920><c> just</c><00:02:51.239><c> allows</c>

00:02:51.550 --> 00:02:51.560 align:start position:0%
structured outputs really just allows
 

00:02:51.560 --> 00:02:53.869 align:start position:0%
structured outputs really just allows
you<00:02:51.680><c> to</c><00:02:51.959><c> go</c><00:02:52.239><c> from</c><00:02:52.879><c> something</c><00:02:53.440><c> with</c><00:02:53.560><c> no</c>

00:02:53.869 --> 00:02:53.879 align:start position:0%
you to go from something with no
 

00:02:53.879 --> 00:02:56.350 align:start position:0%
you to go from something with no
structure<00:02:54.239><c> to</c><00:02:54.640><c> a</c><00:02:54.800><c> very</c><00:02:55.040><c> structure</c><00:02:55.360><c> Json</c><00:02:55.840><c> with</c>

00:02:56.350 --> 00:02:56.360 align:start position:0%
structure to a very structure Json with
 

00:02:56.360 --> 00:02:59.070 align:start position:0%
structure to a very structure Json with
everything<00:02:56.680><c> you</c><00:02:56.800><c> can</c><00:02:56.959><c> need</c><00:02:57.959><c> yeah</c><00:02:58.480><c> no</c><00:02:58.680><c> I</c><00:02:58.760><c> mean</c>

00:02:59.070 --> 00:02:59.080 align:start position:0%
everything you can need yeah no I mean
 

00:02:59.080 --> 00:03:00.470 align:start position:0%
everything you can need yeah no I mean
so<00:02:59.239><c> so</c><00:02:59.400><c> now</c><00:02:59.519><c> I</c><00:02:59.760><c> understand</c><00:03:00.040><c> you</c><00:03:00.120><c> joined</c><00:03:00.360><c> in</c>

00:03:00.470 --> 00:03:00.480 align:start position:0%
so so now I understand you joined in
 

00:03:00.480 --> 00:03:02.350 align:start position:0%
so so now I understand you joined in
November<00:03:01.080><c> in</c><00:03:01.239><c> December</c><00:03:01.560><c> I</c><00:03:01.640><c> met</c><00:03:01.800><c> you</c><00:03:01.920><c> at</c>

00:03:02.350 --> 00:03:02.360 align:start position:0%
November in December I met you at
 

00:03:02.360 --> 00:03:04.589 align:start position:0%
November in December I met you at
unrapped<00:03:03.000><c> yes</c><00:03:03.319><c> and</c><00:03:03.680><c> you</c><00:03:03.799><c> get</c><00:03:03.959><c> this</c><00:03:04.120><c> talk</c><00:03:04.400><c> and</c>

00:03:04.589 --> 00:03:04.599 align:start position:0%
unrapped yes and you get this talk and
 

00:03:04.599 --> 00:03:06.190 align:start position:0%
unrapped yes and you get this talk and
like<00:03:04.720><c> you</c><00:03:04.840><c> look</c><00:03:05.040><c> like</c><00:03:05.239><c> one</c><00:03:05.360><c> of</c><00:03:05.560><c> these</c><00:03:05.799><c> guys</c>

00:03:06.190 --> 00:03:06.200 align:start position:0%
like you look like one of these guys
 

00:03:06.200 --> 00:03:07.910 align:start position:0%
like you look like one of these guys
whove<00:03:06.400><c> been</c><00:03:06.560><c> there</c><00:03:06.720><c> forever</c><00:03:07.200><c> he</c><00:03:07.360><c> was</c><00:03:07.799><c> few</c>

00:03:07.910 --> 00:03:07.920 align:start position:0%
whove been there forever he was few
 

00:03:07.920 --> 00:03:11.390 align:start position:0%
whove been there forever he was few
weeks<00:03:08.120><c> of</c><00:03:08.239><c> the</c><00:03:08.400><c> job</c><00:03:09.000><c> so</c><00:03:09.239><c> good</c><00:03:09.440><c> job</c><00:03:09.920><c> than</c><00:03:10.400><c> than</c>

00:03:11.390 --> 00:03:11.400 align:start position:0%
weeks of the job so good job than than
 

00:03:11.400 --> 00:03:12.630 align:start position:0%
weeks of the job so good job than than
so<00:03:11.599><c> that's</c><00:03:11.760><c> exciting</c><00:03:12.200><c> right</c><00:03:12.360><c> that's</c><00:03:12.480><c> a</c>

00:03:12.630 --> 00:03:12.640 align:start position:0%
so that's exciting right that's a
 

00:03:12.640 --> 00:03:15.190 align:start position:0%
so that's exciting right that's a
Serendipity<00:03:13.560><c> we</c><00:03:13.879><c> in</c><00:03:14.040><c> Bay</c><00:03:14.239><c> Area</c><00:03:14.599><c> do</c><00:03:14.799><c> things</c><00:03:15.040><c> and</c>

00:03:15.190 --> 00:03:15.200 align:start position:0%
Serendipity we in Bay Area do things and
 

00:03:15.200 --> 00:03:16.830 align:start position:0%
Serendipity we in Bay Area do things and
then<00:03:15.360><c> one</c><00:03:15.519><c> thing</c><00:03:15.640><c> is</c><00:03:15.799><c> list</c><00:03:15.959><c> to</c><00:03:16.120><c> the</c><00:03:16.200><c> other</c><00:03:16.720><c> and</c>

00:03:16.830 --> 00:03:16.840 align:start position:0%
then one thing is list to the other and
 

00:03:16.840 --> 00:03:18.190 align:start position:0%
then one thing is list to the other and
now<00:03:16.959><c> you're</c><00:03:17.159><c> speaking</c><00:03:17.400><c> to</c><00:03:17.560><c> this</c><00:03:17.680><c> med</c><00:03:17.879><c> up</c><00:03:18.120><c> right</c>

00:03:18.190 --> 00:03:18.200 align:start position:0%
now you're speaking to this med up right
 

00:03:18.200 --> 00:03:20.910 align:start position:0%
now you're speaking to this med up right
so<00:03:18.360><c> which</c><00:03:18.480><c> is</c><00:03:19.040><c> spreading</c><00:03:19.480><c> the</c><00:03:19.640><c> good</c><00:03:19.799><c> word</c><00:03:20.720><c> uh</c>

00:03:20.910 --> 00:03:20.920 align:start position:0%
so which is spreading the good word uh
 

00:03:20.920 --> 00:03:23.670 align:start position:0%
so which is spreading the good word uh
very<00:03:21.120><c> cool</c><00:03:21.640><c> so</c><00:03:21.920><c> you</c><00:03:22.120><c> know</c><00:03:22.640><c> uh</c><00:03:22.799><c> what's</c><00:03:23.120><c> kind</c><00:03:23.239><c> of</c>

00:03:23.670 --> 00:03:23.680 align:start position:0%
very cool so you know uh what's kind of
 

00:03:23.680 --> 00:03:26.270 align:start position:0%
very cool so you know uh what's kind of
uh<00:03:24.080><c> on</c><00:03:24.280><c> the</c><00:03:24.400><c> road</c><00:03:24.640><c> map</c><00:03:24.840><c> for</c><00:03:25.000><c> you</c><00:03:25.599><c> is</c><00:03:25.799><c> structural</c>

00:03:26.270 --> 00:03:26.280 align:start position:0%
uh on the road map for you is structural
 

00:03:26.280 --> 00:03:27.550 align:start position:0%
uh on the road map for you is structural
boot<00:03:26.480><c> an</c><00:03:26.599><c> easy</c><00:03:26.840><c> thing</c><00:03:27.040><c> is</c><00:03:27.159><c> there</c><00:03:27.239><c> a</c><00:03:27.319><c> lot</c><00:03:27.480><c> of</c>

00:03:27.550 --> 00:03:27.560 align:start position:0%
boot an easy thing is there a lot of
 

00:03:27.560 --> 00:03:29.789 align:start position:0%
boot an easy thing is there a lot of
work<00:03:27.720><c> to</c><00:03:27.840><c> be</c><00:03:27.959><c> done</c><00:03:28.319><c> there</c><00:03:28.920><c> what's</c><00:03:29.200><c> kind</c><00:03:29.360><c> of</c><00:03:29.560><c> an</c>

00:03:29.789 --> 00:03:29.799 align:start position:0%
work to be done there what's kind of an
 

00:03:29.799 --> 00:03:32.030 align:start position:0%
work to be done there what's kind of an
in<00:03:29.920><c> store</c><00:03:30.519><c> yeah</c><00:03:30.680><c> that's</c><00:03:30.799><c> a</c><00:03:30.920><c> great</c><00:03:31.200><c> question</c><00:03:31.640><c> so</c>

00:03:32.030 --> 00:03:32.040 align:start position:0%
in store yeah that's a great question so
 

00:03:32.040 --> 00:03:34.030 align:start position:0%
in store yeah that's a great question so
more<00:03:32.280><c> recently</c><00:03:32.879><c> we've</c><00:03:33.040><c> been</c><00:03:33.200><c> kind</c><00:03:33.319><c> of</c><00:03:33.840><c> been</c>

00:03:34.030 --> 00:03:34.040 align:start position:0%
more recently we've been kind of been
 

00:03:34.040 --> 00:03:36.789 align:start position:0%
more recently we've been kind of been
working<00:03:34.439><c> on</c><00:03:34.760><c> ama's</c><00:03:35.280><c> new</c><00:03:35.439><c> engine</c><00:03:36.319><c> uh</c><00:03:36.439><c> which</c><00:03:36.519><c> is</c>

00:03:36.789 --> 00:03:36.799 align:start position:0%
working on ama's new engine uh which is
 

00:03:36.799 --> 00:03:39.910 align:start position:0%
working on ama's new engine uh which is
purely<00:03:37.120><c> written</c><00:03:37.360><c> in</c><00:03:37.560><c> go</c><00:03:38.319><c> um</c><00:03:38.560><c> and</c><00:03:38.720><c> so</c><00:03:39.280><c> with</c><00:03:39.480><c> that</c>

00:03:39.910 --> 00:03:39.920 align:start position:0%
purely written in go um and so with that
 

00:03:39.920 --> 00:03:42.190 align:start position:0%
purely written in go um and so with that
I'm<00:03:40.159><c> also</c><00:03:40.439><c> working</c><00:03:40.799><c> on</c><00:03:41.000><c> a</c><00:03:41.159><c> new</c><00:03:41.760><c> structured</c>

00:03:42.190 --> 00:03:42.200 align:start position:0%
I'm also working on a new structured
 

00:03:42.200 --> 00:03:45.030 align:start position:0%
I'm also working on a new structured
outputs<00:03:42.560><c> module</c><00:03:43.319><c> uh</c><00:03:43.400><c> to</c><00:03:43.519><c> do</c><00:03:43.720><c> sampling</c><00:03:44.680><c> um</c><00:03:44.879><c> and</c>

00:03:45.030 --> 00:03:45.040 align:start position:0%
outputs module uh to do sampling um and
 

00:03:45.040 --> 00:03:46.949 align:start position:0%
outputs module uh to do sampling um and
so<00:03:45.360><c> we</c><00:03:45.480><c> should</c><00:03:45.879><c> have</c><00:03:46.080><c> some</c><00:03:46.319><c> exciting</c><00:03:46.720><c> things</c>

00:03:46.949 --> 00:03:46.959 align:start position:0%
so we should have some exciting things
 

00:03:46.959 --> 00:03:49.309 align:start position:0%
so we should have some exciting things
soon<00:03:47.280><c> hopefully</c><00:03:47.879><c> around</c><00:03:48.239><c> that</c><00:03:48.640><c> so</c><00:03:48.879><c> hopefully</c>

00:03:49.309 --> 00:03:49.319 align:start position:0%
soon hopefully around that so hopefully
 

00:03:49.319 --> 00:03:53.190 align:start position:0%
soon hopefully around that so hopefully
faster<00:03:49.920><c> and</c><00:03:50.319><c> more</c><00:03:50.599><c> accurate</c><00:03:51.599><c> outputs</c><00:03:52.200><c> Ino</c><00:03:52.760><c> yes</c>

00:03:53.190 --> 00:03:53.200 align:start position:0%
faster and more accurate outputs Ino yes
 

00:03:53.200 --> 00:03:56.110 align:start position:0%
faster and more accurate outputs Ino yes
wow<00:03:53.560><c> this</c><00:03:53.879><c> very</c><00:03:54.120><c> cool</c><00:03:54.680><c> so</c><00:03:55.040><c> I</c><00:03:55.120><c> see</c><00:03:55.640><c> other</c><00:03:55.920><c> things</c>

00:03:56.110 --> 00:03:56.120 align:start position:0%
wow this very cool so I see other things
 

00:03:56.120 --> 00:03:58.030 align:start position:0%
wow this very cool so I see other things
than<00:03:56.360><c> python</c><00:03:56.680><c> take</c><00:03:56.879><c> in</c><00:03:57.040><c> charge</c><00:03:57.519><c> right</c><00:03:57.720><c> this</c><00:03:57.840><c> is</c>

00:03:58.030 --> 00:03:58.040 align:start position:0%
than python take in charge right this is
 

00:03:58.040 --> 00:03:59.509 align:start position:0%
than python take in charge right this is
great<00:03:58.519><c> well</c><00:03:58.680><c> thank</c><00:03:58.799><c> you</c><00:03:58.879><c> so</c><00:03:59.000><c> much</c><00:03:59.200><c> par</c><00:03:59.400><c> we</c>

00:03:59.509 --> 00:03:59.519 align:start position:0%
great well thank you so much par we
 

00:03:59.519 --> 00:04:01.149 align:start position:0%
great well thank you so much par we
looking<00:03:59.799><c> to</c><00:03:59.920><c> your</c><00:04:00.040><c> talk</c><00:04:00.239><c> and</c><00:04:00.760><c> great</c><00:04:00.959><c> to</c><00:04:01.079><c> have</c>

00:04:01.149 --> 00:04:01.159 align:start position:0%
looking to your talk and great to have
 

00:04:01.159 --> 00:04:02.670 align:start position:0%
looking to your talk and great to have
you<00:04:01.280><c> here</c><00:04:01.400><c> at</c><00:04:01.519><c> the</c><00:04:01.599><c> middle</c><00:04:02.120><c> thank</c><00:04:02.280><c> you</c><00:04:02.560><c> thank</c>

00:04:02.670 --> 00:04:02.680 align:start position:0%
you here at the middle thank you thank
 

00:04:02.680 --> 00:04:05.680 align:start position:0%
you here at the middle thank you thank
you