WEBVTT
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hello<00:00:12.599><c> everybody</c><00:00:13.360><c> I'm</c><00:00:13.519><c> Alexi</c><00:00:13.880><c> kber</c><00:00:14.400><c> the</c>

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hello everybody I'm Alexi kber the
 

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hello everybody I'm Alexi kber the
founder<00:00:14.879><c> and</c><00:00:15.240><c> organizer</c><00:00:16.240><c> ofi</c><00:00:17.240><c> which</c><00:00:17.359><c> is</c><00:00:17.520><c> the</c>

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founder and organizer ofi which is the
 

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founder and organizer ofi which is the
oldest<00:00:18.320><c> longest</c><00:00:18.720><c> running</c><00:00:19.640><c> biggest</c><00:00:20.160><c> technical</c>

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oldest longest running biggest technical
 

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oldest longest running biggest technical
a<00:00:21.199><c> up</c><00:00:21.359><c> in</c><00:00:21.519><c> B</c><00:00:22.240><c> and</c><00:00:22.439><c> the</c><00:00:22.600><c> world</c><00:00:23.560><c> and</c><00:00:24.160><c> tonight</c>

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a up in B and the world and tonight
 

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a up in B and the world and tonight
we're<00:00:24.920><c> at</c><00:00:25.279><c> AWS</c><00:00:26.000><c> CH</c><00:00:26.519><c> Loft</c><00:00:27.359><c> we</c><00:00:27.560><c> have</c><00:00:27.720><c> a</c><00:00:27.920><c> massive</c><00:00:28.279><c> M</c>

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we're at AWS CH Loft we have a massive M
 

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we're at AWS CH Loft we have a massive M
we<00:00:28.679><c> have</c><00:00:28.880><c> three</c><00:00:29.080><c> talks</c><00:00:29.400><c> and</c><00:00:29.560><c> this</c><00:00:29.679><c> is</c><00:00:30.039><c> called</c>

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we have three talks and this is called
 

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we have three talks and this is called
knowledge<00:00:30.800><c> graphs</c><00:00:31.119><c> and</c><00:00:31.480><c> agents</c><00:00:32.480><c> and</c><00:00:32.759><c> here</c><00:00:32.960><c> we</c>

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knowledge graphs and agents and here we
 

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knowledge graphs and agents and here we
also<00:00:33.320><c> have</c><00:00:33.520><c> Thomas</c>

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also have Thomas
 

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also have Thomas
B<00:00:35.600><c> who</c><00:00:36.040><c> works</c><00:00:36.320><c> with</c><00:00:36.480><c> NE</c><00:00:36.800><c> forj</c><00:00:37.680><c> and</c><00:00:38.360><c> uh</c><00:00:38.520><c> writes</c>

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B who works with NE forj and uh writes
 

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B who works with NE forj and uh writes
amazing<00:00:40.640><c> uh</c><00:00:40.840><c> blog</c><00:00:41.200><c> posts</c><00:00:41.760><c> about</c><00:00:42.039><c> graph</c><00:00:42.399><c> frag</c>

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amazing uh blog posts about graph frag
 

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amazing uh blog posts about graph frag
and<00:00:43.200><c> knowledge</c><00:00:43.600><c> graphs</c><00:00:44.000><c> and</c><00:00:44.200><c> everything</c><00:00:45.160><c> cool</c>

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and knowledge graphs and everything cool
 

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and knowledge graphs and everything cool
and<00:00:45.520><c> fun</c><00:00:45.719><c> and</c><00:00:45.840><c> geni</c><00:00:46.360><c> so</c><00:00:46.559><c> welcome</c><00:00:46.879><c> toas</c><00:00:47.840><c> thank</c>

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and fun and geni so welcome toas thank
 

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and fun and geni so welcome toas thank
you<00:00:48.120><c> for</c><00:00:48.360><c> having</c><00:00:48.680><c> me</c><00:00:49.680><c> so</c><00:00:50.160><c> uh</c><00:00:50.280><c> tell</c><00:00:50.440><c> us</c><00:00:50.559><c> a</c><00:00:50.680><c> little</c>

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you for having me so uh tell us a little
 

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you for having me so uh tell us a little
bit<00:00:51.360><c> right</c><00:00:52.000><c> uh</c><00:00:52.719><c> like</c><00:00:53.000><c> how</c><00:00:53.160><c> did</c><00:00:53.320><c> you</c><00:00:53.480><c> come</c><00:00:53.719><c> to</c><00:00:54.600><c> to</c>

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bit right uh like how did you come to to
 

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bit right uh like how did you come to to
work<00:00:55.000><c> in</c><00:00:55.160><c> this</c><00:00:55.399><c> area</c><00:00:56.079><c> and</c><00:00:56.559><c> uh</c><00:00:56.760><c> how</c><00:00:56.920><c> do</c><00:00:57.039><c> you</c><00:00:57.120><c> get</c>

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work in this area and uh how do you get
 

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work in this area and uh how do you get
inspiration<00:00:57.719><c> to</c><00:00:57.879><c> write</c><00:00:58.079><c> such</c><00:00:58.320><c> amazing</c><00:00:58.680><c> blog</c>

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inspiration to write such amazing blog
 

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inspiration to write such amazing blog
post<00:00:59.160><c> and</c><00:00:59.320><c> teach</c><00:00:59.480><c> a</c><00:00:59.559><c> lot</c><00:00:59.680><c> of</c><00:00:59.760><c> people</c>

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post and teach a lot of people
 

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post and teach a lot of people
about<00:01:00.920><c> knowledge</c><00:01:01.239><c> gos</c><00:01:02.239><c> so</c><00:01:03.000><c> I've</c><00:01:03.120><c> been</c><00:01:03.320><c> working</c>

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about knowledge gos so I've been working
 

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about knowledge gos so I've been working
with<00:01:03.920><c> grass</c><00:01:04.360><c> for</c><00:01:04.760><c> now</c><00:01:05.119><c> like</c><00:01:05.640><c> seven</c><00:01:06.080><c> or</c><00:01:06.360><c> eight</c>

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with grass for now like seven or eight
 

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with grass for now like seven or eight
years<00:01:08.400><c> something</c><00:01:08.759><c> like</c><00:01:08.960><c> that</c><00:01:09.439><c> and</c><00:01:09.560><c> it's</c><00:01:09.759><c> funny</c>

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years something like that and it's funny
 

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years something like that and it's funny
because<00:01:10.520><c> like</c><00:01:11.119><c> I</c><00:01:11.240><c> only</c><00:01:11.479><c> started</c><00:01:12.159><c> developing</c>

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because like I only started developing
 

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because like I only started developing
when<00:01:13.159><c> I</c><00:01:13.320><c> was</c><00:01:13.840><c> 25</c><00:01:14.840><c> so</c><00:01:15.080><c> like</c><00:01:15.240><c> no</c><00:01:15.560><c> official</c>

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when I was 25 so like no official
 

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when I was 25 so like no official
background<00:01:17.520><c> and</c><00:01:17.640><c> I</c><00:01:17.880><c> at</c><00:01:18.400><c> 25</c><00:01:19.400><c> like</c><00:01:19.600><c> I</c><00:01:19.759><c> got</c><00:01:20.119><c> my</c>

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background and I at 25 like I got my
 

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background and I at 25 like I got my
first<00:01:20.600><c> job</c><00:01:20.840><c> to</c><00:01:21.040><c> do</c><00:01:21.320><c> like</c><00:01:21.520><c> connections</c>

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first job to do like connections
 

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first job to do like connections
mhm<00:01:24.360><c> and</c><00:01:24.920><c> uh</c><00:01:25.360><c> my</c><00:01:25.600><c> first</c><00:01:26.200><c> boss</c><00:01:26.520><c> was</c><00:01:26.759><c> like</c><00:01:26.960><c> very</c>

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mhm and uh my first boss was like very
 

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mhm and uh my first boss was like very
obsessed<00:01:27.680><c> about</c><00:01:27.960><c> new</c><00:01:28.560><c> he</c><00:01:28.680><c> was</c><00:01:28.799><c> like</c><00:01:29.000><c> new</c><00:01:29.520><c> is</c>

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obsessed about new he was like new is
 

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obsessed about new he was like new is
the<00:01:29.680><c> f</c><00:01:29.920><c> fure</c><00:01:30.799><c> it's</c><00:01:31.040><c> like</c><00:01:31.280><c> it's</c><00:01:31.520><c> about</c>

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the f fure it's like it's about
 

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the f fure it's like it's about
Connections<00:01:33.159><c> it's</c><00:01:33.360><c> like</c><00:01:33.600><c> not</c><00:01:34.040><c> not</c><00:01:34.439><c> data</c>

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Connections it's like not not data
 

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Connections it's like not not data
points<00:01:35.119><c> it's</c><00:01:35.320><c> about</c><00:01:35.680><c> the</c><00:01:35.920><c> connections</c>

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points it's about the connections
 

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points it's about the connections
between<00:01:36.759><c> data</c><00:01:37.040><c> points</c><00:01:37.320><c> and</c><00:01:37.479><c> like</c><00:01:37.640><c> how</c><00:01:37.880><c> do</c><00:01:37.960><c> you</c>

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between data points and like how do you
 

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between data points and like how do you
like<00:01:38.680><c> interpret</c><00:01:39.360><c> the</c><00:01:39.560><c> context</c><00:01:40.200><c> like</c><00:01:40.720><c> so</c><00:01:41.079><c> like</c>

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like interpret the context like so like
 

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like interpret the context like so like
you<00:01:41.920><c> on</c><00:01:42.159><c> your</c><00:01:42.439><c> own</c><00:01:43.000><c> like</c><00:01:43.280><c> I</c><00:01:43.399><c> mean</c><00:01:43.640><c> you</c><00:01:43.799><c> might</c><00:01:43.960><c> be</c>

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you on your own like I mean you might be
 

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you on your own like I mean you might be
interesting<00:01:44.840><c> but</c><00:01:45.000><c> it's</c><00:01:45.159><c> very</c><00:01:45.399><c> interesting</c>

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interesting but it's very interesting
 

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interesting but it's very interesting
that<00:01:45.960><c> you're</c><00:01:46.159><c> in</c><00:01:46.320><c> San</c><00:01:46.719><c> Francisco</c><00:01:47.719><c> and</c><00:01:47.840><c> you're</c>

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that you're in San Francisco and you're
 

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that you're in San Francisco and you're
talking<00:01:48.399><c> with</c><00:01:48.719><c> like</c><00:01:49.000><c> me</c>

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talking with like me
 

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talking with like me
exactly<00:01:51.520><c> and</c><00:01:51.840><c> like</c><00:01:52.119><c> we're</c><00:01:52.360><c> doing</c><00:01:52.640><c> meetups</c><00:01:53.439><c> so</c>

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exactly and like we're doing meetups so
 

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exactly and like we're doing meetups so
it's<00:01:53.719><c> not</c><00:01:54.040><c> just</c><00:01:54.600><c> you</c><00:01:54.920><c> but</c><00:01:55.159><c> like</c><00:01:55.840><c> like</c><00:01:56.000><c> your</c>

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it's not just you but like like your
 

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it's not just you but like like your
neighborhood<00:01:56.920><c> and</c><00:01:57.079><c> like</c><00:01:57.280><c> what's</c><00:01:57.520><c> going</c><00:01:57.759><c> on</c>

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neighborhood and like what's going on
 

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neighborhood and like what's going on
around<00:01:58.360><c> you</c><00:01:58.680><c> right</c><00:01:58.840><c> so</c><00:01:59.159><c> that</c><00:01:59.439><c> that</c><00:01:59.560><c> was</c>

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around you right so that that was
 

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around you right so that that was
uh<00:02:01.960><c> so</c><00:02:02.079><c> 25</c><00:02:02.640><c> did</c><00:02:02.799><c> you</c><00:02:03.280><c> start</c><00:02:03.600><c> programming</c><00:02:04.039><c> at</c><00:02:04.200><c> 25</c>

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uh so 25 did you start programming at 25
 

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uh so 25 did you start programming at 25
yeah<00:02:05.280><c> this</c><00:02:05.399><c> is</c><00:02:05.600><c> really</c><00:02:05.880><c> cool</c><00:02:06.280><c> how</c><00:02:06.799><c> I</c><00:02:06.880><c> mean</c><00:02:07.200><c> like</c>

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yeah this is really cool how I mean like
 

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yeah this is really cool how I mean like
what<00:02:07.759><c> what</c><00:02:08.000><c> triggered</c><00:02:08.479><c> you</c><00:02:08.759><c> what's</c><00:02:09.119><c> what's</c>

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what what triggered you what's what's
 

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what what triggered you what's what's
kind<00:02:09.479><c> of</c><00:02:09.599><c> switch</c><00:02:10.319><c> Yeah</c><00:02:10.399><c> I</c><00:02:10.520><c> needed</c><00:02:10.879><c> money</c>

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kind of switch Yeah I needed money
 

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kind of switch Yeah I needed money
okay

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okay
 

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okay
that's<00:02:15.599><c> the</c><00:02:15.800><c> idea</c><00:02:16.400><c> that</c><00:02:16.720><c> because</c><00:02:17.640><c> uh</c><00:02:18.360><c> it's</c>

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that's the idea that because uh it's
 

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that's the idea that because uh it's
funny<00:02:18.959><c> but</c><00:02:19.239><c> I</c><00:02:19.400><c> played</c><00:02:19.800><c> poker</c><00:02:20.360><c> before</c><00:02:21.360><c> so</c><00:02:21.680><c> then</c>

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funny but I played poker before so then
 

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funny but I played poker before so then
I<00:02:22.000><c> was</c><00:02:22.200><c> 25</c><00:02:22.920><c> and</c><00:02:23.040><c> I</c><00:02:23.120><c> was</c><00:02:23.319><c> like</c><00:02:23.519><c> kind</c><00:02:23.680><c> of</c><00:02:23.879><c> thinking</c>

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I was 25 and I was like kind of thinking
 

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I was 25 and I was like kind of thinking
like<00:02:24.519><c> should</c><00:02:24.800><c> do</c><00:02:24.879><c> I</c><00:02:25.000><c> want</c><00:02:25.120><c> to</c><00:02:25.239><c> do</c><00:02:25.400><c> this</c><00:02:25.560><c> when</c>

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like should do I want to do this when
 

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like should do I want to do this when
I'm<00:02:25.959><c> 4</c><00:02:26.599><c> and</c><00:02:26.920><c> like</c><00:02:27.599><c> yeah</c><00:02:27.879><c> maybe</c><00:02:28.280><c> not</c><00:02:28.760><c> like</c><00:02:29.000><c> let's</c>

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I'm 4 and like yeah maybe not like let's
 

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I'm 4 and like yeah maybe not like let's
let's<00:02:29.920><c> to</c><00:02:30.040><c> get</c><00:02:30.599><c> serious</c><00:02:31.599><c> and</c><00:02:31.800><c> like</c><00:02:32.120><c> What's</c><00:02:32.840><c> um</c>

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let's to get serious and like What's um
 

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let's to get serious and like What's um
like<00:02:33.599><c> a</c><00:02:33.760><c> good</c><00:02:34.000><c> and</c><00:02:34.280><c> my</c><00:02:34.519><c> two</c><00:02:34.760><c> brothers</c><00:02:35.280><c> are</c><00:02:35.720><c> both</c>

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like a good and my two brothers are both
 

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like a good and my two brothers are both
developers<00:02:37.000><c> mhm</c><00:02:37.480><c> just</c><00:02:37.760><c> like</c><00:02:37.959><c> maybe</c><00:02:38.400><c> let</c><00:02:38.720><c> today</c>

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developers mhm just like maybe let today
 

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developers mhm just like maybe let today
that<00:02:39.560><c> and</c><00:02:40.360><c> basically</c><00:02:40.800><c> one</c><00:02:40.920><c> of</c><00:02:41.080><c> them</c><00:02:41.319><c> got</c><00:02:41.519><c> me</c>

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that and basically one of them got me
 

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that and basically one of them got me
like<00:02:42.000><c> a</c><00:02:42.239><c> job</c><00:02:42.800><c> and</c><00:02:43.360><c> that's</c><00:02:43.560><c> how</c><00:02:43.879><c> start</c><00:02:44.159><c> so</c><00:02:44.680><c> you</c>

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like a job and that's how start so you
 

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like a job and that's how start so you
didn't<00:02:45.040><c> win</c><00:02:45.599><c> a</c><00:02:45.720><c> lot</c><00:02:45.959><c> and</c><00:02:46.280><c> bger</c><00:02:47.280><c> yeah</c><00:02:47.440><c> I</c><00:02:47.519><c> mean</c><00:02:47.760><c> it</c>

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didn't win a lot and bger yeah I mean it
 

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didn't win a lot and bger yeah I mean it
was<00:02:48.159><c> like</c><00:02:48.360><c> you</c><00:02:48.480><c> know</c><00:02:48.640><c> it's</c><00:02:49.080><c> ups</c><00:02:49.280><c> and</c><00:02:49.519><c> downs</c><00:02:49.959><c> cuz</c>

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was like you know it's ups and downs cuz
 

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was like you know it's ups and downs cuz
gambling<00:02:50.760><c> is</c><00:02:51.400><c> tough</c><00:02:52.080><c> it's</c><00:02:52.360><c> stressful</c><00:02:53.360><c> uh</c><00:02:54.200><c> but</c>

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gambling is tough it's stressful uh but
 

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gambling is tough it's stressful uh but
I<00:02:54.400><c> mean</c><00:02:54.599><c> it</c><00:02:54.760><c> was</c><00:02:55.040><c> good</c><00:02:55.680><c> I</c><00:02:55.840><c> it</c><00:02:55.959><c> was</c><00:02:56.200><c> enough</c><00:02:56.480><c> money</c>

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I mean it was good I it was enough money
 

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I mean it was good I it was enough money
so<00:02:57.040><c> that</c><00:02:57.159><c> I</c><00:02:57.280><c> didn't</c><00:02:57.680><c> finish</c><00:02:58.120><c> college</c>

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so that I didn't finish college
 

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so that I didn't finish college
this<00:03:00.959><c> is</c><00:03:01.200><c> this</c><00:03:01.319><c> is</c><00:03:01.440><c> an</c><00:03:01.640><c> awesome</c><00:03:02.040><c> story</c><00:03:02.760><c> you</c>

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this is this is an awesome story you
 

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this is this is an awesome story you
know<00:03:03.400><c> this</c><00:03:03.519><c> is</c><00:03:03.959><c> you're</c><00:03:04.159><c> the</c><00:03:04.400><c> second</c><00:03:05.159><c> you</c><00:03:05.280><c> know</c>

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know this is you're the second you know
 

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know this is you're the second you know
second<00:03:05.840><c> guy</c><00:03:05.959><c> in</c><00:03:06.040><c> the</c><00:03:06.120><c> community</c><00:03:06.400><c> I</c><00:03:06.480><c> meet</c><00:03:06.840><c> play</c>

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second guy in the community I meet play
 

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second guy in the community I meet play
Pier<00:03:07.280><c> so</c><00:03:07.680><c> we</c><00:03:07.879><c> had</c><00:03:08.080><c> in</c><00:03:08.159><c> the</c><00:03:08.239><c> Skol</c><00:03:08.560><c> committee</c><00:03:08.840><c> we</c>

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Pier so we had in the Skol committee we
 

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Pier so we had in the Skol committee we
had<00:03:09.040><c> a</c><00:03:09.159><c> guy</c><00:03:09.280><c> called</c><00:03:09.480><c> Paul</c><00:03:09.640><c> Phillips</c><00:03:10.480><c> who</c><00:03:10.599><c> won</c>

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had a guy called Paul Phillips who won
 

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had a guy called Paul Phillips who won
millions<00:03:11.480><c> in</c><00:03:11.680><c> poker</c><00:03:12.680><c> and</c><00:03:12.920><c> then</c><00:03:13.519><c> started</c><00:03:13.840><c> to</c>

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millions in poker and then started to
 

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millions in poker and then started to
work<00:03:14.080><c> on</c><00:03:14.200><c> Skol</c><00:03:14.519><c> compiler</c><00:03:14.920><c> as</c><00:03:15.000><c> a</c><00:03:15.120><c> fun</c><00:03:15.360><c> project</c>

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work on Skol compiler as a fun project
 

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work on Skol compiler as a fun project
because<00:03:16.640><c> kind</c><00:03:16.760><c> of</c><00:03:16.879><c> he</c><00:03:17.000><c> always</c><00:03:17.159><c> want</c><00:03:17.280><c> to</c><00:03:17.360><c> do</c>

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because kind of he always want to do
 

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because kind of he always want to do
compilers<00:03:18.400><c> so</c><00:03:18.720><c> but</c><00:03:18.840><c> you</c><00:03:18.920><c> know</c><00:03:19.040><c> he</c><00:03:19.120><c> was</c><00:03:19.239><c> a</c>

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compilers so but you know he was a
 

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compilers so but you know he was a
developer<00:03:19.920><c> before</c><00:03:20.239><c> I</c><00:03:20.360><c> think</c><00:03:20.760><c> so</c><00:03:20.959><c> this</c><00:03:21.080><c> is</c>

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developer before I think so this is
 

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developer before I think so this is
great<00:03:21.519><c> this</c><00:03:21.640><c> is</c><00:03:21.799><c> amazing</c><00:03:22.400><c> so</c><00:03:22.720><c> but</c><00:03:23.000><c> like</c><00:03:23.799><c> the</c>

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great this is amazing so but like the
 

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great this is amazing so but like the
fact<00:03:24.120><c> that</c><00:03:24.239><c> you</c><00:03:24.319><c> played</c><00:03:24.599><c> poker</c><00:03:24.879><c> means</c><00:03:25.120><c> you</c>

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fact that you played poker means you
 

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fact that you played poker means you
have<00:03:25.720><c> like</c><00:03:25.840><c> a</c><00:03:26.040><c> grph</c><00:03:26.599><c> of</c><00:03:26.840><c> quantitative</c><00:03:27.720><c> right</c>

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have like a grph of quantitative right
 

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have like a grph of quantitative right
yeah<00:03:28.159><c> I</c><00:03:28.319><c> me</c><00:03:28.519><c> because</c><00:03:28.640><c> it's</c><00:03:28.799><c> also</c><00:03:29.159><c> like</c><00:03:29.400><c> poker</c>

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yeah I me because it's also like poker
 

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yeah I me because it's also like poker
also<00:03:30.200><c> very</c><00:03:30.480><c> like</c><00:03:30.680><c> matte</c><00:03:31.080><c> heavy</c><00:03:31.959><c> like</c><00:03:32.159><c> when</c><00:03:32.280><c> you</c>

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also very like matte heavy like when you
 

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also very like matte heavy like when you
go<00:03:32.720><c> beyond</c><00:03:33.159><c> like</c><00:03:33.400><c> just</c><00:03:33.640><c> the</c><00:03:34.560><c> amateur</c><00:03:35.120><c> level</c>

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go beyond like just the amateur level
 

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go beyond like just the amateur level
it's<00:03:35.560><c> a</c><00:03:35.680><c> lot</c><00:03:35.879><c> of</c><00:03:36.120><c> about</c><00:03:36.480><c> matte</c><00:03:36.959><c> and</c><00:03:37.200><c> like</c><00:03:37.360><c> a</c><00:03:37.480><c> lot</c>

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it's a lot of about matte and like a lot
 

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it's a lot of about matte and like a lot
about<00:03:38.159><c> expectation</c><00:03:38.879><c> it's</c><00:03:39.120><c> like</c><00:03:40.000><c> it's</c><00:03:40.360><c> like</c>

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about expectation it's like it's like
 

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about expectation it's like it's like
it's<00:03:41.200><c> funny</c><00:03:41.959><c> um</c><00:03:42.680><c> the</c><00:03:42.920><c> most</c><00:03:43.280><c> kind</c><00:03:43.400><c> of</c><00:03:43.519><c> important</c>

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it's funny um the most kind of important
 

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it's funny um the most kind of important
thing<00:03:44.200><c> is</c><00:03:44.360><c> that</c><00:03:44.680><c> like</c>

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thing is that like
 

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thing is that like
U<00:03:46.879><c> I</c><00:03:47.000><c> feel</c><00:03:47.280><c> like</c><00:03:47.599><c> like</c><00:03:48.000><c> if</c><00:03:48.439><c> you</c><00:03:48.680><c> you</c><00:03:48.760><c> should</c>

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U I feel like like if you you should
 

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U I feel like like if you you should
just<00:03:49.280><c> keep</c><00:03:49.519><c> doing</c><00:03:49.799><c> the</c><00:03:50.040><c> right</c><00:03:50.400><c> things</c><00:03:50.840><c> it</c>

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just keep doing the right things it
 

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just keep doing the right things it
might<00:03:51.319><c> not</c><00:03:51.720><c> always</c><00:03:52.280><c> end</c><00:03:52.599><c> up</c><00:03:53.159><c> U</c><00:03:53.599><c> good</c><00:03:54.040><c> right</c>

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might not always end up U good right
 

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might not always end up U good right
because<00:03:54.480><c> there's</c><00:03:54.680><c> some</c><00:03:54.920><c> variant</c><00:03:55.400><c> like</c><00:03:55.560><c> you</c><00:03:55.680><c> do</c>

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because there's some variant like you do
 

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because there's some variant like you do
a<00:03:56.040><c> good</c><00:03:56.280><c> thing</c><00:03:56.799><c> like</c><00:03:56.920><c> you</c><00:03:57.040><c> do</c><00:03:57.159><c> a</c><00:03:57.280><c> good</c><00:03:57.480><c> play</c><00:03:58.040><c> and</c>

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a good thing like you do a good play and
 

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a good thing like you do a good play and
you<00:03:58.280><c> might</c><00:03:58.480><c> lose</c><00:03:58.760><c> money</c><00:03:59.439><c> but</c><00:03:59.799><c> that's</c><00:04:00.040><c> fine</c><00:04:00.360><c> the</c>

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you might lose money but that's fine the
 

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you might lose money but that's fine the
important<00:04:00.879><c> thing</c><00:04:01.079><c> is</c><00:04:01.360><c> like</c><00:04:01.560><c> the</c><00:04:01.840><c> process</c><00:04:02.400><c> of</c>

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important thing is like the process of
 

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important thing is like the process of
like<00:04:03.040><c> playing</c><00:04:03.480><c> good</c><00:04:03.720><c> and</c><00:04:03.879><c> doing</c><00:04:04.280><c> good</c><00:04:04.959><c> and</c>

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like playing good and doing good and
 

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like playing good and doing good and
like<00:04:05.360><c> over</c><00:04:05.760><c> time</c><00:04:06.159><c> the</c><00:04:06.319><c> more</c><00:04:06.920><c> good</c><00:04:07.159><c> things</c><00:04:07.400><c> you</c>

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like over time the more good things you
 

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like over time the more good things you
do<00:04:08.720><c> the</c><00:04:08.920><c> better</c><00:04:09.319><c> it</c><00:04:09.439><c> will</c><00:04:09.640><c> be</c><00:04:09.840><c> for</c><00:04:10.079><c> you</c><00:04:10.360><c> right</c>

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do the better it will be for you right
 

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do the better it will be for you right
and<00:04:10.760><c> I</c><00:04:10.840><c> feel</c><00:04:11.040><c> like</c><00:04:11.239><c> that's</c><00:04:11.480><c> like</c><00:04:11.599><c> a</c><00:04:11.879><c> good</c><00:04:12.599><c> um</c>

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and I feel like that's like a good um
 

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and I feel like that's like a good um
like<00:04:13.480><c> mindset</c><00:04:13.959><c> to</c><00:04:14.200><c> have</c><00:04:14.519><c> right</c><00:04:14.640><c> so</c><00:04:14.840><c> it's</c><00:04:15.000><c> not</c>

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like mindset to have right so it's not
 

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like mindset to have right so it's not
like<00:04:16.239><c> uh</c><00:04:16.440><c> everyday</c><00:04:17.040><c> results</c><00:04:17.519><c> but</c><00:04:17.720><c> like</c>

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like uh everyday results but like
 

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like uh everyday results but like
longterm<00:04:18.880><c> uh</c><00:04:19.479><c> process</c><00:04:20.280><c> uh</c><00:04:20.479><c> to</c><00:04:20.720><c> get</c><00:04:21.000><c> better</c>

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longterm uh process uh to get better
 

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longterm uh process uh to get better
every<00:04:21.759><c> day</c><00:04:22.120><c> it</c><00:04:22.240><c> sounds</c><00:04:22.440><c> like</c><00:04:22.520><c> a</c><00:04:22.639><c> great</c><00:04:22.840><c> career</c>

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every day it sounds like a great career
 

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every day it sounds like a great career
advice<00:04:23.360><c> for</c><00:04:23.520><c> J</c><00:04:23.960><c> to</c><00:04:24.240><c> right</c><00:04:24.680><c> it's</c><00:04:24.880><c> like</c><00:04:25.400><c> you</c><00:04:25.600><c> may</c>

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advice for J to right it's like you may
 

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advice for J to right it's like you may
or<00:04:26.080><c> not</c><00:04:26.400><c> you</c><00:04:26.520><c> know</c><00:04:26.880><c> yeah</c><00:04:27.000><c> I</c><00:04:27.040><c> mean</c><00:04:27.199><c> for</c><00:04:27.440><c> at</c><00:04:27.720><c> L</c>

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or not you know yeah I mean for at L
 

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or not you know yeah I mean for at L
it's<00:04:28.240><c> like</c><00:04:28.840><c> you</c><00:04:29.000><c> never</c><00:04:29.280><c> know</c><00:04:29.440><c> what's</c><00:04:29.759><c> going</c><00:04:29.840><c> to</c>

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it's like you never know what's going to
 

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it's like you never know what's going to
happen<00:04:30.520><c> right</c><00:04:31.199><c> and</c><00:04:31.440><c> like</c><00:04:31.680><c> just</c><00:04:32.479><c> build</c><00:04:32.840><c> like</c><00:04:33.000><c> a</c>

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happen right and like just build like a
 

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happen right and like just build like a
nice<00:04:33.440><c> framework</c><00:04:34.000><c> and</c><00:04:34.199><c> like</c><00:04:34.520><c> iterate</c><00:04:35.520><c> daily</c>

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nice framework and like iterate daily
 

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nice framework and like iterate daily
weekly<00:04:36.720><c> and</c><00:04:37.680><c> improve</c><00:04:38.520><c> and</c><00:04:38.720><c> like</c><00:04:39.039><c> eventually</c>

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weekly and improve and like eventually
 

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weekly and improve and like eventually
hopefully<00:04:40.400><c> you</c><00:04:40.639><c> get</c><00:04:40.840><c> a</c><00:04:40.960><c> million</c><00:04:41.320><c> dollars</c><00:04:41.600><c> from</c>

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hopefully you get a million dollars from
 

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hopefully you get a million dollars from
VC<00:04:42.479><c> right</c><00:04:43.000><c> was</c><00:04:43.280><c> right</c><00:04:43.440><c> a</c><00:04:43.759><c> million</c><00:04:44.759><c> just</c><00:04:45.039><c> to</c>

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VC right was right a million just to
 

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VC right was right a million just to
start<00:04:46.479><c> right</c><00:04:46.759><c> so</c><00:04:47.520><c> so</c><00:04:47.840><c> okay</c><00:04:48.000><c> so</c><00:04:48.280><c> so</c><00:04:48.440><c> you</c><00:04:48.560><c> start</c>

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start right so so okay so so you start
 

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start right so so okay so so you start
uh<00:04:50.240><c> uh</c><00:04:50.360><c> coding</c><00:04:50.800><c> and</c><00:04:51.080><c> like</c><00:04:51.280><c> what</c><00:04:51.400><c> was</c><00:04:51.520><c> your</c>

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uh uh coding and like what was your
 

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uh uh coding and like what was your
first<00:04:51.840><c> program</c><00:04:52.160><c> language</c><00:04:53.000><c> yeah</c><00:04:53.240><c> I</c><00:04:53.759><c> actually</c>

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first program language yeah I actually
 

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first program language yeah I actually
cuz<00:04:54.280><c> like</c><00:04:54.440><c> I</c><00:04:54.560><c> told</c><00:04:54.800><c> you</c><00:04:55.080><c> my</c><00:04:55.280><c> boss</c><00:04:55.600><c> was</c><00:04:55.880><c> really</c>

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cuz like I told you my boss was really
 

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cuz like I told you my boss was really
obsessed<00:04:56.680><c> about</c>

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obsessed about
 

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obsessed about
NJ<00:04:58.560><c> so</c><00:04:59.199><c> my</c><00:04:59.960><c> programming</c><00:05:00.639><c> Lang</c><00:05:01.080><c> language</c>

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NJ so my programming Lang language
 

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NJ so my programming Lang language
basically<00:05:02.560><c> wasn't</c><00:05:03.000><c> really</c><00:05:03.360><c> coding</c><00:05:03.759><c> language</c>

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basically wasn't really coding language
 

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basically wasn't really coding language
but<00:05:04.400><c> was</c><00:05:05.039><c> Cipher</c><00:05:05.600><c> which</c><00:05:05.759><c> is</c><00:05:06.039><c> like</c><00:05:06.199><c> a</c><00:05:06.479><c> query</c>

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but was Cipher which is like a query
 

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but was Cipher which is like a query
language<00:05:07.400><c> for</c><00:05:07.880><c> gra</c><00:05:08.400><c> databases</c><00:05:09.400><c> so</c><00:05:09.919><c> the</c><00:05:10.080><c> first</c>

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language for gra databases so the first
 

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language for gra databases so the first
thing<00:05:10.520><c> I</c><00:05:10.639><c> got</c><00:05:11.160><c> into</c><00:05:11.520><c> was</c><00:05:11.720><c> like</c><00:05:11.919><c> data</c><00:05:12.440><c> modeling</c>

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thing I got into was like data modeling
 

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thing I got into was like data modeling
and<00:05:13.680><c> importing</c><00:05:14.400><c> and</c><00:05:14.600><c> like</c><00:05:14.800><c> doing</c><00:05:15.440><c> um</c><00:05:16.039><c> like</c>

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and importing and like doing um like
 

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and importing and like doing um like
basic<00:05:16.639><c> data</c><00:05:16.960><c> analysis</c><00:05:17.960><c> and</c><00:05:18.240><c> only</c><00:05:18.639><c> after</c><00:05:19.080><c> that</c>

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basic data analysis and only after that
 

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basic data analysis and only after that
I<00:05:19.400><c> learned</c><00:05:19.880><c> python</c><00:05:20.680><c> wow</c><00:05:21.680><c> this</c><00:05:21.800><c> is</c><00:05:22.000><c> really</c>

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I learned python wow this is really
 

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I learned python wow this is really
really<00:05:22.800><c> cool</c><00:05:23.520><c> and</c><00:05:23.960><c> uh</c><00:05:24.160><c> I</c><00:05:24.240><c> mean</c><00:05:24.440><c> it's</c><00:05:24.639><c> kind</c><00:05:24.759><c> of</c>

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really cool and uh I mean it's kind of
 

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really cool and uh I mean it's kind of
amazing<00:05:25.280><c> right</c><00:05:25.440><c> because</c><00:05:26.080><c> so</c><00:05:26.319><c> when</c><00:05:26.479><c> I</c><00:05:26.600><c> joined</c>

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amazing right because so when I joined
 

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amazing right because so when I joined
NJ<00:05:27.400><c> I</c><00:05:27.479><c> was</c><00:05:27.680><c> like</c><00:05:27.919><c> catching</c><00:05:28.240><c> up</c><00:05:28.600><c> because</c><00:05:28.759><c> I</c><00:05:28.840><c> knew</c>

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NJ I was like catching up because I knew
 

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NJ I was like catching up because I knew
about<00:05:29.160><c> NJ</c><00:05:29.720><c> for</c><00:05:29.880><c> maybe</c><00:05:30.240><c> 20</c><00:05:30.639><c> years</c><00:05:31.319><c> like</c><00:05:31.440><c> it's</c>

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about NJ for maybe 20 years like it's
 

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about NJ for maybe 20 years like it's
been<00:05:31.720><c> around</c><00:05:31.960><c> for</c><00:05:32.120><c> a</c><00:05:32.240><c> very</c><00:05:32.440><c> long</c><00:05:32.720><c> time</c><00:05:33.360><c> right</c>

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been around for a very long time right
 

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been around for a very long time right
and<00:05:33.720><c> so</c><00:05:33.960><c> I</c><00:05:34.080><c> was</c><00:05:34.280><c> I</c><00:05:34.360><c> wanted</c><00:05:34.520><c> to</c><00:05:34.680><c> catch</c><00:05:34.840><c> up</c><00:05:35.039><c> the</c>

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and so I was I wanted to catch up the
 

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and so I was I wanted to catch up the
first<00:05:35.360><c> book</c><00:05:35.560><c> I</c><00:05:35.680><c> got</c><00:05:35.919><c> was</c><00:05:36.080><c> your</c><00:05:36.319><c> book</c><00:05:36.960><c> on</c><00:05:37.199><c> gr</c>

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first book I got was your book on gr
 

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first book I got was your book on gr
data<00:05:37.759><c> science</c><00:05:38.000><c> and</c><00:05:38.160><c> money</c><00:05:38.720><c> right</c><00:05:39.400><c> and</c><00:05:39.600><c> it's</c>

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data science and money right and it's
 

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data science and money right and it's
like<00:05:40.160><c> it's</c><00:05:40.319><c> just</c><00:05:40.520><c> fresh</c><00:05:40.919><c> off</c><00:05:41.759><c> the</c><00:05:41.919><c> press</c><00:05:42.319><c> in</c>

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like it's just fresh off the press in
 

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like it's just fresh off the press in
February<00:05:43.199><c> right</c><00:05:43.800><c> like</c><00:05:44.240><c> like</c><00:05:44.360><c> I</c><00:05:44.479><c> bring</c><00:05:44.680><c> it</c>

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February right like like I bring it
 

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February right like like I bring it
about<00:05:45.720><c> show</c><00:05:45.960><c> it</c><00:05:46.080><c> to</c><00:05:46.199><c> Philip</c><00:05:46.479><c> R</c><00:05:46.880><c> the</c><00:05:46.960><c> C</c><00:05:47.400><c> he's</c>

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about show it to Philip R the C he's
 

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about show it to Philip R the C he's
like<00:05:47.720><c> tamash</c><00:05:48.520><c> is</c><00:05:48.639><c> a</c><00:05:48.800><c> machine</c><00:05:49.240><c> he</c><00:05:49.360><c> makes</c><00:05:49.600><c> all</c>

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like tamash is a machine he makes all
 

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like tamash is a machine he makes all
the<00:05:49.919><c> content</c><00:05:50.240><c> for</c><00:05:50.720><c> us</c><00:05:51.720><c> like</c><00:05:52.120><c> and</c><00:05:52.240><c> so</c><00:05:52.919><c> like</c><00:05:53.120><c> I</c>

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the content for us like and so like I
 

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the content for us like and so like I
knew<00:05:53.440><c> and</c><00:05:53.560><c> then</c><00:05:53.680><c> now</c><00:05:53.800><c> you</c><00:05:53.960><c> write</c><00:05:54.199><c> another</c><00:05:54.520><c> book</c>

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knew and then now you write another book
 

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knew and then now you write another book
right<00:05:55.400><c> yeah</c><00:05:56.160><c> so</c><00:05:56.479><c> how</c><00:05:56.680><c> how</c><00:05:56.800><c> do</c><00:05:56.919><c> you</c><00:05:57.720><c> how</c><00:05:57.840><c> do</c><00:05:57.919><c> you</c>

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right yeah so how how do you how do you
 

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right yeah so how how do you how do you
find<00:05:58.360><c> time</c><00:05:59.000><c> like</c><00:05:59.240><c> I</c><00:05:59.360><c> mean</c><00:05:59.720><c> it's</c><00:05:59.960><c> tough</c><00:06:00.960><c> like</c>

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find time like I mean it's tough like
 

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find time like I mean it's tough like
books<00:06:01.440><c> are</c><00:06:01.759><c> tough</c><00:06:02.479><c> because</c><00:06:02.720><c> it's</c><00:06:02.919><c> like</c><00:06:03.240><c> wow</c><00:06:03.479><c> it</c>

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books are tough because it's like wow it
 

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books are tough because it's like wow it
would<00:06:03.720><c> be</c><00:06:03.880><c> so</c><00:06:04.080><c> good</c><00:06:04.240><c> to</c><00:06:04.400><c> write</c><00:06:04.600><c> a</c><00:06:04.800><c> book</c><00:06:05.360><c> but</c>

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would be so good to write a book but
 

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would be so good to write a book but
then<00:06:05.680><c> when</c><00:06:05.800><c> you're</c><00:06:06.000><c> actually</c><00:06:06.319><c> writing</c><00:06:06.800><c> it's</c>

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then when you're actually writing it's
 

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then when you're actually writing it's
like<00:06:07.360><c> why</c><00:06:07.639><c> did</c><00:06:07.840><c> I</c><00:06:08.080><c> do</c><00:06:08.319><c> it</c><00:06:08.800><c> right</c><00:06:09.800><c> right</c><00:06:10.240><c> that's</c>

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like why did I do it right right that's
 

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like why did I do it right right that's
right<00:06:10.880><c> that's</c><00:06:11.120><c> right</c><00:06:11.800><c> but</c><00:06:11.960><c> you</c><00:06:12.080><c> did</c><00:06:12.319><c> this</c>

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right that's right but you did this
 

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right that's right but you did this
right<00:06:12.680><c> and</c><00:06:12.759><c> so</c><00:06:12.919><c> like</c><00:06:13.039><c> the</c><00:06:13.199><c> graph</c><00:06:13.440><c> data</c><00:06:13.639><c> science</c>

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right and so like the graph data science
 

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right and so like the graph data science
basically<00:06:14.319><c> graph</c><00:06:14.639><c> algorithms</c><00:06:15.400><c> like</c><00:06:16.120><c> for</c><00:06:16.599><c> forj</c>

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basically graph algorithms like for forj
 

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basically graph algorithms like for forj
which<00:06:17.039><c> is</c><00:06:17.160><c> not</c><00:06:17.319><c> gen</c><00:06:17.880><c> but</c><00:06:18.039><c> it</c><00:06:18.199><c> this</c><00:06:18.319><c> is</c><00:06:18.479><c> all</c>

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which is not gen but it this is all
 

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which is not gen but it this is all
basic<00:06:19.280><c> algorithm</c><00:06:19.840><c> I</c><00:06:19.919><c> think</c><00:06:20.080><c> this</c><00:06:20.199><c> is</c><00:06:20.479><c> awesome</c>

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basic algorithm I think this is awesome
 

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basic algorithm I think this is awesome
right<00:06:21.039><c> because</c><00:06:21.599><c> nowadays</c><00:06:22.039><c> I</c><00:06:22.120><c> think</c><00:06:22.240><c> a</c><00:06:22.319><c> lot</c><00:06:22.440><c> of</c>

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right because nowadays I think a lot of
 

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right because nowadays I think a lot of
people<00:06:22.800><c> who</c><00:06:22.960><c> come</c><00:06:23.240><c> to</c><00:06:24.240><c> AI</c><00:06:25.039><c> they're</c><00:06:25.280><c> not</c><00:06:25.560><c> really</c>

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people who come to AI they're not really
 

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people who come to AI they're not really
necessarily<00:06:26.599><c> going</c><00:06:26.840><c> through</c><00:06:27.000><c> CS</c><00:06:27.360><c> education</c>

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necessarily going through CS education
 

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necessarily going through CS education
and<00:06:28.240><c> so</c><00:06:28.440><c> they</c><00:06:28.560><c> not</c><00:06:28.759><c> necessarily</c><00:06:29.199><c> went</c><00:06:29.599><c> through</c>

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and so they not necessarily went through
 

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and so they not necessarily went through
algorithms<00:06:30.720><c> when</c><00:06:30.880><c> you</c><00:06:30.960><c> say</c><00:06:31.160><c> graphs</c><00:06:31.560><c> they</c>

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algorithms when you say graphs they
 

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algorithms when you say graphs they
think<00:06:31.800><c> it's</c><00:06:32.120><c> charts</c>

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think it's charts
 

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think it's charts
right<00:06:34.639><c> most</c><00:06:34.800><c> of</c><00:06:34.919><c> the</c><00:06:35.039><c> time</c><00:06:35.440><c> so</c><00:06:35.599><c> this</c><00:06:35.680><c> is</c><00:06:35.840><c> kind</c>

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right most of the time so this is kind
 

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right most of the time so this is kind
of<00:06:36.039><c> funny</c><00:06:36.319><c> to</c><00:06:36.440><c> me</c><00:06:36.680><c> right</c><00:06:37.080><c> it's</c><00:06:37.240><c> like</c><00:06:37.360><c> you</c>

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of funny to me right it's like you
 

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of funny to me right it's like you
assume<00:06:37.840><c> graphs</c><00:06:38.240><c> are</c><00:06:38.520><c> basic</c><00:06:39.240><c> but</c><00:06:39.400><c> no</c><00:06:40.039><c> uh</c><00:06:40.400><c> so</c><00:06:40.840><c> so</c>

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assume graphs are basic but no uh so so
 

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assume graphs are basic but no uh so so
you<00:06:41.080><c> like</c><00:06:41.319><c> graphs</c><00:06:41.919><c> right</c><00:06:42.199><c> and</c><00:06:42.880><c> so</c><00:06:43.120><c> how</c><00:06:43.319><c> do</c><00:06:44.120><c> like</c>

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you like graphs right and so how do like
 

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you like graphs right and so how do like
how<00:06:44.479><c> do</c><00:06:44.599><c> you</c><00:06:44.759><c> find</c><00:06:45.120><c> this</c><00:06:45.319><c> connection</c><00:06:45.840><c> like</c>

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how do you find this connection like
 

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how do you find this connection like
when<00:06:46.160><c> did</c><00:06:46.319><c> you</c><00:06:46.680><c> find</c><00:06:47.680><c> that</c><00:06:48.319><c> knowledge</c><00:06:49.039><c> graphs</c>

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when did you find that knowledge graphs
 

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when did you find that knowledge graphs
can<00:06:50.440><c> help</c><00:06:51.280><c> with</c>

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can help with
 

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can help with
LMS<00:06:53.080><c> yeah</c><00:06:53.240><c> I</c><00:06:53.319><c> mean</c><00:06:53.560><c> I</c><00:06:53.759><c> always</c><00:06:54.160><c> knew</c><00:06:54.520><c> that</c><00:06:55.000><c> right</c>

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LMS yeah I mean I always knew that right
 

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LMS yeah I mean I always knew that right
it's<00:06:55.599><c> like</c><00:06:55.879><c> nothing</c><00:06:56.280><c> new</c><00:06:56.560><c> because</c><00:06:57.360><c> how</c><00:06:57.520><c> I</c><00:06:57.639><c> see</c>

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it's like nothing new because how I see
 

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it's like nothing new because how I see
this<00:06:58.080><c> like</c><00:06:58.280><c> if</c><00:06:58.400><c> you</c><00:06:58.560><c> have</c><00:06:58.800><c> nicely</c><00:06:59.160><c> organiz</c>

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this like if you have nicely organiz
 

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this like if you have nicely organiz
nice

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nice
 

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nice
data<00:07:01.479><c> then</c><00:07:01.720><c> that's</c><00:07:02.039><c> awesome</c><00:07:02.599><c> right</c><00:07:02.879><c> and</c><00:07:03.599><c> it's</c>

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data then that's awesome right and it's
 

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data then that's awesome right and it's
just<00:07:04.319><c> like</c><00:07:04.520><c> it's</c><00:07:05.000><c> as</c><00:07:05.160><c> simple</c><00:07:05.479><c> as</c><00:07:05.680><c> that</c><00:07:05.919><c> like</c>

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just like it's as simple as that like
 

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just like it's as simple as that like
nice<00:07:06.400><c> clean</c><00:07:06.800><c> data</c><00:07:07.360><c> M</c><00:07:07.840><c> it's</c><00:07:08.080><c> nicely</c>

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nice clean data M it's nicely
 

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nice clean data M it's nicely
organized<00:07:09.960><c> and</c><00:07:10.199><c> that's</c><00:07:10.520><c> like</c><00:07:10.879><c> the</c><00:07:11.240><c> the</c>

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organized and that's like the the
 

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organized and that's like the the
powerful<00:07:12.000><c> thing</c><00:07:12.720><c> uh</c><00:07:12.919><c> that</c><00:07:13.039><c> you</c><00:07:13.199><c> can</c><00:07:13.479><c> then</c>

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powerful thing uh that you can then
 

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powerful thing uh that you can then
build<00:07:14.680><c> around</c><00:07:15.280><c> right</c><00:07:16.120><c> and</c><00:07:16.319><c> I</c><00:07:16.520><c> always</c><00:07:16.879><c> like</c>

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build around right and I always like
 

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build around right and I always like
like<00:07:17.280><c> even</c><00:07:17.479><c> before</c><00:07:18.039><c> L</c><00:07:18.360><c> for</c><00:07:18.520><c> the</c><00:07:19.000><c> thing</c><00:07:20.000><c> I</c><00:07:20.160><c> was</c>

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like even before L for the thing I was
 

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like even before L for the thing I was
also<00:07:20.639><c> interested</c><00:07:21.120><c> because</c><00:07:21.919><c> before</c><00:07:22.160><c> the</c><00:07:22.520><c> lens</c>

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also interested because before the lens
 

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also interested because before the lens
we<00:07:22.960><c> call</c><00:07:23.240><c> this</c><00:07:23.560><c> NLP</c><00:07:24.240><c> so</c><00:07:24.960><c> natural</c><00:07:25.440><c> language</c>

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we call this NLP so natural language
 

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we call this NLP so natural language
processing<00:07:26.440><c> so</c><00:07:26.720><c> like</c><00:07:27.319><c> the</c><00:07:27.520><c> whole</c><00:07:27.960><c> the</c><00:07:28.160><c> the</c>

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processing so like the whole the the
 

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processing so like the whole the the
whole<00:07:28.960><c> like</c><00:07:29.960><c> uh</c><00:07:30.120><c> building</c><00:07:31.039><c> uh</c><00:07:31.280><c> knowledge</c>

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whole like uh building uh knowledge
 

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whole like uh building uh knowledge
graphs<00:07:32.039><c> from</c><00:07:32.360><c> text</c><00:07:32.759><c> or</c><00:07:33.080><c> like</c><00:07:33.560><c> um</c><00:07:33.919><c> generating</c><00:07:34.599><c> s</c>

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graphs from text or like um generating s
 

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graphs from text or like um generating s
statements<00:07:35.639><c> or</c><00:07:35.879><c> stuff</c><00:07:36.080><c> like</c><00:07:36.280><c> that</c><00:07:36.840><c> that</c>

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statements or stuff like that that
 

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statements or stuff like that that
already<00:07:37.639><c> existed</c><00:07:38.039><c> even</c><00:07:38.319><c> before</c><00:07:38.520><c> the</c><00:07:38.680><c> LMS</c><00:07:39.680><c> it's</c>

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already existed even before the LMS it's
 

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already existed even before the LMS it's
just<00:07:40.199><c> that</c><00:07:40.440><c> everything</c><00:07:40.800><c> was</c><00:07:40.960><c> so</c><00:07:41.199><c> domain</c>

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just that everything was so domain
 

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just that everything was so domain
specific<00:07:42.639><c> and</c><00:07:42.879><c> like</c><00:07:43.000><c> you</c><00:07:43.120><c> needed</c><00:07:43.560><c> like</c><00:07:43.680><c> a</c><00:07:43.919><c> team</c>

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specific and like you needed like a team
 

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specific and like you needed like a team
of<00:07:45.039><c> machine</c><00:07:45.479><c> learning</c><00:07:45.879><c> Engineers</c><00:07:46.440><c> to</c><00:07:46.599><c> build</c>

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of machine learning Engineers to build
 

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of machine learning Engineers to build
data<00:07:47.360><c> sets</c><00:07:48.000><c> and</c><00:07:48.680><c> it's</c><00:07:49.000><c> like</c><00:07:49.319><c> and</c><00:07:49.479><c> I</c><00:07:49.560><c> was</c><00:07:49.680><c> always</c>

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data sets and it's like and I was always
 

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data sets and it's like and I was always
looking<00:07:50.240><c> for</c><00:07:50.440><c> the</c><00:07:50.639><c> sides</c><00:07:51.039><c> like</c><00:07:51.199><c> this</c><00:07:51.319><c> is</c><00:07:51.479><c> so</c>

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looking for the sides like this is so
 

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looking for the sides like this is so
awesome<00:07:52.479><c> but</c><00:07:52.639><c> like</c><00:07:52.800><c> I</c><00:07:52.879><c> don't</c><00:07:53.039><c> know</c><00:07:53.240><c> anything</c>

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awesome but like I don't know anything
 

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awesome but like I don't know anything
about<00:07:53.919><c> pyto</c><00:07:54.479><c> and</c><00:07:54.720><c> like</c><00:07:54.879><c> I</c><00:07:54.960><c> don't</c><00:07:55.159><c> want</c><00:07:55.280><c> to</c>

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about pyto and like I don't want to
 

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about pyto and like I don't want to
build<00:07:55.759><c> custom</c><00:07:56.159><c> data</c><00:07:56.479><c> set</c><00:07:57.120><c> but</c><00:07:57.319><c> it's</c><00:07:57.520><c> it's</c>

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build custom data set but it's it's
 

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build custom data set but it's it's
still<00:07:58.039><c> cool</c><00:07:58.599><c> right</c><00:07:59.240><c> and</c><00:07:59.639><c> then</c><00:07:59.879><c> like</c><00:08:00.159><c> once</c><00:08:00.520><c> llm</c>

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still cool right and then like once llm
 

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still cool right and then like once llm
came<00:08:01.360><c> out</c><00:08:01.599><c> it's</c><00:08:01.800><c> like</c><00:08:02.080><c> okay</c><00:08:02.280><c> so</c><00:08:02.800><c> now</c><00:08:03.800><c> even</c>

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came out it's like okay so now even
 

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came out it's like okay so now even
though<00:08:04.400><c> I'm</c><00:08:04.520><c> not</c><00:08:04.759><c> like</c><00:08:04.919><c> a</c><00:08:05.039><c> machine</c><00:08:05.319><c> learning</c>

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though I'm not like a machine learning
 

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though I'm not like a machine learning
engineer<00:08:06.159><c> I</c><00:08:06.280><c> can</c><00:08:06.440><c> do</c><00:08:06.680><c> this</c><00:08:07.039><c> on</c><00:08:07.199><c> my</c><00:08:07.360><c> own</c><00:08:07.759><c> and</c><00:08:08.039><c> it</c>

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engineer I can do this on my own and it
 

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engineer I can do this on my own and it
was<00:08:08.440><c> like</c><00:08:08.840><c> the</c><00:08:09.520><c> the</c><00:08:09.879><c> like</c><00:08:10.039><c> a</c><00:08:10.319><c> natural</c><00:08:11.000><c> step</c><00:08:11.360><c> to</c>

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was like the the like a natural step to
 

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was like the the like a natural step to
just<00:08:11.840><c> okay</c><00:08:12.120><c> let's</c><00:08:12.400><c> let's</c><00:08:12.639><c> do</c><00:08:12.800><c> it</c><00:08:13.520><c> wow</c><00:08:14.159><c> now</c><00:08:14.360><c> this</c>

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just okay let's let's do it wow now this
 

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just okay let's let's do it wow now this
is<00:08:14.639><c> awesome</c><00:08:15.520><c> uh</c><00:08:15.800><c> and</c><00:08:15.919><c> so</c><00:08:16.159><c> I</c><00:08:16.240><c> mean</c><00:08:16.680><c> I</c><00:08:16.759><c> can't</c><00:08:17.039><c> help</c>

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is awesome uh and so I mean I can't help
 

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is awesome uh and so I mean I can't help
ask<00:08:17.520><c> you</c><00:08:17.720><c> right</c><00:08:17.840><c> so</c><00:08:18.039><c> your</c><00:08:18.759><c> comes</c><00:08:19.039><c> from</c>

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ask you right so your comes from
 

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ask you right so your comes from
Slovenia<00:08:19.759><c> you</c><00:08:19.919><c> come</c><00:08:20.080><c> from</c><00:08:20.360><c> Slovenia</c><00:08:21.360><c> like</c>

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Slovenia you come from Slovenia like
 

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Slovenia you come from Slovenia like
right<00:08:21.960><c> like</c><00:08:22.120><c> graph</c><00:08:22.520><c> people</c><00:08:22.960><c> right</c><00:08:23.120><c> some</c><00:08:23.280><c> of</c>

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right like graph people right some of
 

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right like graph people right some of
the<00:08:23.599><c> best</c><00:08:23.759><c> graph</c><00:08:24.120><c> people</c><00:08:24.800><c> in</c><00:08:25.039><c> Academia</c><00:08:25.840><c> in</c>

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the best graph people in Academia in
 

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the best graph people in Academia in
kind<00:08:26.720><c> of</c><00:08:26.919><c> practice</c><00:08:27.479><c> right</c><00:08:27.639><c> so</c><00:08:27.840><c> what</c><00:08:28.000><c> makes</c><00:08:28.280><c> it</c>

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kind of practice right so what makes it
 

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kind of practice right so what makes it
Slovenia<00:08:29.520><c> like</c><00:08:29.680><c> I</c><00:08:29.759><c> think</c><00:08:29.879><c> it's</c>

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Slovenia like I think it's
 

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Slovenia like I think it's
disproportional<00:08:30.919><c> right</c><00:08:31.280><c> like</c><00:08:31.479><c> two</c><00:08:31.759><c> great</c><00:08:32.039><c> gra</c>

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disproportional right like two great gra
 

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disproportional right like two great gra
people<00:08:32.599><c> from</c><00:08:32.800><c> one</c><00:08:32.959><c> small</c><00:08:33.240><c> country</c><00:08:34.200><c> so</c><00:08:35.200><c> yeah</c>

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people from one small country so yeah
 

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people from one small country so yeah
but<00:08:35.719><c> then</c><00:08:35.880><c> if</c><00:08:35.959><c> you</c><00:08:36.080><c> say</c><00:08:36.279><c> two</c><00:08:36.479><c> it's</c><00:08:36.640><c> like</c><00:08:36.800><c> one</c><00:08:36.959><c> in</c>

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but then if you say two it's like one in
 

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but then if you say two it's like one in
a<00:08:37.279><c> million</c><00:08:37.839><c> right</c><00:08:38.039><c> because</c><00:08:38.279><c> there's</c><00:08:38.519><c> 2</c>

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a million right because there's 2
 

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a million right because there's 2
million<00:08:39.039><c> people</c><00:08:39.320><c> in</c><00:08:39.479><c> slovia</c><00:08:40.200><c> but</c><00:08:40.320><c> I</c><00:08:40.399><c> mean</c><00:08:40.680><c> like</c>

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million people in slovia but I mean like
 

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million people in slovia but I mean like
Slovenia<00:08:41.760><c> has</c><00:08:41.919><c> a</c><00:08:42.159><c> lot</c><00:08:42.479><c> of</c><00:08:42.880><c> great</c><00:08:43.240><c> developers</c><00:08:43.880><c> I</c>

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Slovenia has a lot of great developers I
 

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Slovenia has a lot of great developers I
think<00:08:44.159><c> it's</c><00:08:44.399><c> like</c><00:08:44.519><c> a</c><00:08:44.800><c> nice</c><00:08:45.279><c> developer</c><00:08:45.959><c> Hub</c><00:08:46.519><c> mhm</c>

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think it's like a nice developer Hub mhm
 

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think it's like a nice developer Hub mhm
and<00:08:47.440><c> like</c><00:08:47.640><c> a</c><00:08:47.800><c> lot</c><00:08:47.959><c> of</c><00:08:48.120><c> people</c><00:08:48.360><c> are</c><00:08:48.640><c> technical</c>

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and like a lot of people are technical
 

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and like a lot of people are technical
so<00:08:50.040><c> I</c><00:08:50.120><c> would</c><00:08:50.279><c> say</c><00:08:50.720><c> son</c><00:08:51.040><c> is</c><00:08:51.160><c> kind</c><00:08:51.279><c> of</c>

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so I would say son is kind of
 

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so I would say son is kind of
disproportional<00:08:53.680><c> in</c><00:08:54.200><c> Talent</c><00:08:55.200><c> so</c><00:08:55.360><c> it's</c><00:08:55.519><c> not</c>

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disproportional in Talent so it's not
 

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disproportional in Talent so it's not
just<00:08:56.040><c> me</c><00:08:56.519><c> but</c><00:08:57.200><c> uh</c><00:08:58.200><c> and</c><00:08:58.440><c> I</c><00:08:58.760><c> I</c><00:08:58.839><c> don't</c><00:08:59.040><c> know</c><00:08:59.920><c> why</c>

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just me but uh and I I don't know why
 

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just me but uh and I I don't know why
maybe<00:09:01.240><c> because</c><00:09:01.440><c> we</c><00:09:01.680><c> so</c><00:09:01.959><c> tiny</c><00:09:02.440><c> right</c><00:09:02.720><c> and</c><00:09:02.959><c> like</c>

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maybe because we so tiny right and like
 

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maybe because we so tiny right and like
if<00:09:03.279><c> you</c><00:09:03.440><c> want</c><00:09:03.600><c> to</c><00:09:03.800><c> do</c><00:09:04.079><c> anything</c><00:09:04.519><c> you</c><00:09:04.680><c> have</c><00:09:04.839><c> to</c>

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if you want to do anything you have to
 

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if you want to do anything you have to
go<00:09:05.240><c> beyond</c><00:09:05.760><c> you</c><00:09:06.079><c> go</c><00:09:06.200><c> beyond</c><00:09:06.680><c> beyond</c><00:09:07.079><c> and</c><00:09:07.279><c> like</c>

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go beyond you go beyond beyond and like
 

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go beyond you go beyond beyond and like
then<00:09:08.000><c> it's</c><00:09:08.440><c> uh</c><00:09:08.560><c> you</c><00:09:08.720><c> have</c><00:09:08.839><c> to</c><00:09:09.000><c> go</c><00:09:09.160><c> out</c><00:09:09.320><c> of</c><00:09:09.560><c> like</c>

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then it's uh you have to go out of like
 

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then it's uh you have to go out of like
your<00:09:10.000><c> bubble</c><00:09:10.560><c> the</c><00:09:11.000><c> comfort</c><00:09:11.399><c> zone</c><00:09:12.320><c> like</c><00:09:12.480><c> anyway</c>

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your bubble the comfort zone like anyway
 

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your bubble the comfort zone like anyway
cuz<00:09:13.160><c> like</c><00:09:13.279><c> you</c><00:09:13.440><c> walk</c><00:09:13.720><c> five</c><00:09:13.920><c> minutes</c><00:09:14.200><c> and</c>

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cuz like you walk five minutes and
 

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cuz like you walk five minutes and
you're<00:09:14.519><c> out</c><00:09:14.680><c> of</c><00:09:14.839><c> Slovenia</c><00:09:15.839><c> right</c><00:09:16.519><c> you</c><00:09:16.680><c> guys</c>

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you're out of Slovenia right you guys
 

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you're out of Slovenia right you guys
are<00:09:16.959><c> connected</c><00:09:17.360><c> yeah</c><00:09:17.440><c> I</c><00:09:17.560><c> like</c><00:09:17.760><c> history</c><00:09:18.200><c> like</c>

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are connected yeah I like history like
 

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are connected yeah I like history like
you<00:09:19.120><c> aerian</c><00:09:19.800><c> Empire</c><00:09:20.079><c> was</c><00:09:20.200><c> like</c><00:09:20.360><c> Multicultural</c>

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you aerian Empire was like Multicultural
 

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you aerian Empire was like Multicultural
right<00:09:21.360><c> all</c><00:09:21.560><c> the</c><00:09:21.839><c> all</c><00:09:22.040><c> the</c><00:09:22.839><c> nations</c><00:09:23.240><c> all</c><00:09:23.440><c> the</c>

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right all the all the nations all the
 

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right all the all the nations all the
countries<00:09:24.480><c> everything</c><00:09:24.880><c> is</c><00:09:25.160><c> in</c><00:09:25.399><c> Slovenian</c><00:09:26.040><c> and</c>

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countries everything is in Slovenian and
 

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countries everything is in Slovenian and
Italian<00:09:27.399><c> right</c><00:09:27.560><c> like</c><00:09:27.760><c> super</c><00:09:28.040><c> connected</c><00:09:28.519><c> yeah</c>

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Italian right like super connected yeah
 

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Italian right like super connected yeah
everybody<00:09:29.000><c> speaks</c><00:09:29.399><c> three</c><00:09:29.640><c> languages</c><00:09:30.640><c> like</c>

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everybody speaks three languages like
 

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everybody speaks three languages like
it's<00:09:31.279><c> just</c><00:09:31.839><c> um</c><00:09:32.360><c> and</c><00:09:32.720><c> like</c><00:09:33.120><c> uh</c><00:09:33.279><c> so</c><00:09:33.519><c> I</c><00:09:33.640><c> feel</c><00:09:33.920><c> like</c>

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it's just um and like uh so I feel like
 

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it's just um and like uh so I feel like
that<00:09:34.560><c> that</c><00:09:34.959><c> that's</c><00:09:35.839><c> also</c><00:09:36.160><c> helpful</c><00:09:36.680><c> that</c><00:09:36.839><c> and</c>

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that that that's also helpful that and
 

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that that that's also helpful that and
then<00:09:37.600><c> like</c><00:09:38.399><c> I</c><00:09:38.480><c> don't</c><00:09:38.680><c> know</c><00:09:39.240><c> I</c><00:09:39.360><c> mean</c><00:09:39.760><c> for</c><00:09:40.079><c> like</c><00:09:40.240><c> I</c>

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then like I don't know I mean for like I
 

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then like I don't know I mean for like I
maybe<00:09:40.880><c> bi</c><00:09:41.120><c> but</c><00:09:41.279><c> like</c><00:09:41.440><c> people</c><00:09:41.720><c> like</c><00:09:42.000><c> money</c>

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maybe bi but like people like money
 

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maybe bi but like people like money
right<00:09:43.200><c> so</c><00:09:44.040><c> then</c><00:09:44.320><c> you</c><00:09:44.519><c> do</c><00:09:44.959><c> like</c><00:09:45.480><c> and</c><00:09:45.720><c> I</c><00:09:45.800><c> mean</c>

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right so then you do like and I mean
 

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right so then you do like and I mean
it's<00:09:46.279><c> kind</c><00:09:46.399><c> of</c><00:09:46.600><c> nice</c><00:09:46.839><c> when</c><00:09:46.959><c> you</c><00:09:47.320><c> find</c><00:09:48.320><c> n</c><00:09:48.720><c> like</c>

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it's kind of nice when you find n like
 

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it's kind of nice when you find n like
things<00:09:49.600><c> that</c><00:09:49.760><c> you</c><00:09:49.959><c> like</c><00:09:50.760><c> but</c><00:09:50.920><c> they</c><00:09:51.160><c> also</c><00:09:51.440><c> make</c>

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things that you like but they also make
 

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things that you like but they also make
a<00:09:51.800><c> lot</c><00:09:52.320><c> like</c><00:09:52.480><c> good</c><00:09:52.680><c> money</c><00:09:53.040><c> that's</c><00:09:53.279><c> and</c><00:09:53.480><c> like</c>

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a lot like good money that's and like
 

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a lot like good money that's and like
gen<00:09:54.640><c> development</c><00:09:55.200><c> is</c><00:09:55.360><c> one</c><00:09:55.519><c> of</c><00:09:55.720><c> those</c><00:09:55.920><c> things</c>

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gen development is one of those things
 

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gen development is one of those things
where<00:09:56.760><c> there's</c><00:09:57.760><c> a</c><00:09:57.880><c> lot</c><00:09:58.040><c> of</c><00:09:58.240><c> potential</c><00:09:59.160><c> yeah</c>

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where there's a lot of potential yeah
 

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where there's a lot of potential yeah
but<00:09:59.519><c> you</c><00:09:59.640><c> know</c><00:09:59.800><c> what's</c><00:10:00.240><c> so</c><00:10:00.760><c> like</c><00:10:01.000><c> I</c><00:10:01.079><c> mean</c>

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but you know what's so like I mean
 

00:10:01.720 --> 00:10:02.870 align:start position:0%
but you know what's so like I mean
you're<00:10:01.920><c> doing</c><00:10:02.200><c> really</c><00:10:02.440><c> valuable</c>

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you're doing really valuable
 

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you're doing really valuable
contributions<00:10:03.480><c> because</c><00:10:03.720><c> people</c><00:10:04.000><c> really</c>

00:10:04.190 --> 00:10:04.200 align:start position:0%
contributions because people really
 

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contributions because people really
learn<00:10:05.079><c> from</c><00:10:05.560><c> your</c><00:10:05.760><c> blog</c><00:10:06.079><c> post</c><00:10:06.519><c> right</c><00:10:06.800><c> and</c><00:10:06.920><c> so</c><00:10:07.040><c> I</c>

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learn from your blog post right and so I
 

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learn from your blog post right and so I
wonder<00:10:07.519><c> right</c><00:10:07.640><c> so</c><00:10:07.839><c> like</c><00:10:08.320><c> um</c><00:10:09.320><c> you</c><00:10:09.440><c> know</c><00:10:09.720><c> you</c><00:10:09.839><c> you</c>

00:10:09.949 --> 00:10:09.959 align:start position:0%
wonder right so like um you know you you
 

00:10:09.959 --> 00:10:12.030 align:start position:0%
wonder right so like um you know you you
go<00:10:10.120><c> and</c><00:10:10.279><c> you</c><00:10:10.399><c> teach</c><00:10:10.680><c> people</c><00:10:11.000><c> so</c><00:10:11.320><c> what</c><00:10:11.440><c> do</c><00:10:11.600><c> you</c>

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go and you teach people so what do you
 

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go and you teach people so what do you
see<00:10:12.600><c> like</c><00:10:12.839><c> what</c><00:10:13.000><c> works</c><00:10:13.320><c> most</c><00:10:13.600><c> effectively</c>

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see like what works most effectively
 

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see like what works most effectively
right<00:10:14.240><c> because</c><00:10:14.440><c> developers</c><00:10:14.880><c> ask</c><00:10:15.160><c> you</c><00:10:15.920><c> and</c>

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right because developers ask you and
 

00:10:16.040 --> 00:10:17.829 align:start position:0%
right because developers ask you and
like<00:10:16.200><c> it's</c><00:10:16.480><c> it's</c><00:10:16.640><c> all</c><00:10:16.880><c> very</c><00:10:17.079><c> complicated</c><00:10:17.720><c> and</c>

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like it's it's all very complicated and
 

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like it's it's all very complicated and
you<00:10:17.959><c> were</c><00:10:18.079><c> doing</c><00:10:18.279><c> it</c><00:10:18.360><c> for</c><00:10:18.480><c> a</c><00:10:18.640><c> while</c><00:10:19.120><c> so</c><00:10:19.279><c> but</c>

00:10:19.509 --> 00:10:19.519 align:start position:0%
you were doing it for a while so but
 

00:10:19.519 --> 00:10:22.030 align:start position:0%
you were doing it for a while so but
like<00:10:20.240><c> what's</c><00:10:20.640><c> the</c><00:10:20.920><c> kind</c><00:10:21.079><c> of</c><00:10:21.560><c> what's</c><00:10:21.720><c> your</c><00:10:21.920><c> like</c>

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like what's the kind of what's your like
 

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like what's the kind of what's your like
best<00:10:22.240><c> advice</c><00:10:22.480><c> to</c><00:10:22.640><c> developers</c><00:10:23.160><c> like</c><00:10:23.440><c> what's</c>

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best advice to developers like what's
 

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best advice to developers like what's
kind<00:10:23.839><c> of</c><00:10:24.079><c> defin</c><00:10:24.480><c> Works</c><00:10:25.079><c> to</c><00:10:25.279><c> teach</c><00:10:25.560><c> developers</c>

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kind of defin Works to teach developers
 

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kind of defin Works to teach developers
how<00:10:26.120><c> to</c><00:10:26.279><c> do</c><00:10:26.399><c> this</c><00:10:26.800><c> like</c><00:10:27.040><c> fil</c><00:10:27.519><c> content</c><00:10:28.360><c> yeah</c><00:10:28.560><c> so</c>

00:10:28.750 --> 00:10:28.760 align:start position:0%
how to do this like fil content yeah so
 

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how to do this like fil content yeah so
for<00:10:28.959><c> my</c>

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for my
 

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for my
approaches<00:10:31.160><c> I</c><00:10:31.320><c> don't</c><00:10:31.640><c> like</c><00:10:31.959><c> white</c><00:10:32.279><c> paper</c><00:10:32.640><c> so</c>

00:10:32.829 --> 00:10:32.839 align:start position:0%
approaches I don't like white paper so
 

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approaches I don't like white paper so
it's<00:10:33.000><c> like</c><00:10:33.440><c> yeah</c><00:10:33.839><c> graphs</c><00:10:34.200><c> are</c><00:10:34.560><c> good</c><00:10:34.839><c> it's</c><00:10:34.959><c> like</c>

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it's like yeah graphs are good it's like
 

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it's like yeah graphs are good it's like
blah<00:10:35.440><c> blah</c><00:10:35.680><c> blah</c><00:10:36.000><c> they</c><00:10:36.200><c> we</c><00:10:36.399><c> solve</c><00:10:37.000><c> everything</c>

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blah blah blah they we solve everything
 

00:10:37.680 --> 00:10:40.190 align:start position:0%
blah blah blah they we solve everything
that<00:10:37.839><c> you</c><00:10:38.120><c> want</c><00:10:38.279><c> to</c><00:10:38.480><c> do</c><00:10:38.680><c> it's</c><00:10:38.920><c> like</c><00:10:39.760><c> okay</c><00:10:40.040><c> yeah</c>

00:10:40.190 --> 00:10:40.200 align:start position:0%
that you want to do it's like okay yeah
 

00:10:40.200 --> 00:10:42.269 align:start position:0%
that you want to do it's like okay yeah
but<00:10:40.399><c> like</c><00:10:40.600><c> show</c><00:10:40.800><c> me</c><00:10:41.120><c> code</c><00:10:41.440><c> show</c><00:10:41.600><c> me</c><00:10:41.839><c> how</c><00:10:41.959><c> to</c><00:10:42.120><c> do</c>

00:10:42.269 --> 00:10:42.279 align:start position:0%
but like show me code show me how to do
 

00:10:42.279 --> 00:10:44.829 align:start position:0%
but like show me code show me how to do
it<00:10:42.639><c> right</c><00:10:42.800><c> it's</c><00:10:43.040><c> like</c><00:10:43.480><c> so</c><00:10:43.839><c> every</c><00:10:44.120><c> time</c><00:10:44.399><c> I</c><00:10:44.600><c> write</c>

00:10:44.829 --> 00:10:44.839 align:start position:0%
it right it's like so every time I write
 

00:10:44.839 --> 00:10:48.550 align:start position:0%
it right it's like so every time I write
a<00:10:45.000><c> block</c><00:10:45.360><c> post</c><00:10:46.040><c> it</c><00:10:46.200><c> always</c><00:10:46.480><c> has</c><00:10:46.839><c> like</c><00:10:47.560><c> code</c>

00:10:48.550 --> 00:10:48.560 align:start position:0%
a block post it always has like code
 

00:10:48.560 --> 00:10:51.949 align:start position:0%
a block post it always has like code
with<00:10:48.760><c> it</c><00:10:49.000><c> right</c><00:10:49.160><c> so</c><00:10:49.880><c> okay</c><00:10:50.160><c> this</c><00:10:50.320><c> is</c><00:10:50.639><c> cool</c><00:10:51.639><c> and</c>

00:10:51.949 --> 00:10:51.959 align:start position:0%
with it right so okay this is cool and
 

00:10:51.959 --> 00:10:54.030 align:start position:0%
with it right so okay this is cool and
this<00:10:52.160><c> is</c><00:10:52.399><c> how</c><00:10:52.560><c> you</c><00:10:52.720><c> do</c><00:10:52.920><c> it</c><00:10:53.240><c> right</c><00:10:53.440><c> so</c><00:10:53.639><c> you</c><00:10:53.760><c> need</c>

00:10:54.030 --> 00:10:54.040 align:start position:0%
this is how you do it right so you need
 

00:10:54.040 --> 00:10:55.949 align:start position:0%
this is how you do it right so you need
the<00:10:54.240><c> Second</c><00:10:54.600><c> Step</c><00:10:54.959><c> this</c><00:10:55.079><c> is</c><00:10:55.320><c> how</c><00:10:55.480><c> you</c><00:10:55.600><c> do</c><00:10:55.760><c> it</c>

00:10:55.949 --> 00:10:55.959 align:start position:0%
the Second Step this is how you do it
 

00:10:55.959 --> 00:10:58.389 align:start position:0%
the Second Step this is how you do it
and<00:10:56.279><c> go</c><00:10:56.560><c> test</c><00:10:56.800><c> it</c><00:10:56.959><c> on</c><00:10:57.120><c> your</c><00:10:57.360><c> data</c><00:10:57.720><c> on</c><00:10:57.880><c> your</c><00:10:58.079><c> use</c>

00:10:58.389 --> 00:10:58.399 align:start position:0%
and go test it on your data on your use
 

00:10:58.399 --> 00:11:01.030 align:start position:0%
and go test it on your data on your use
cases<00:10:58.839><c> m</c><00:10:59.320><c> see</c><00:10:59.480><c> if</c><00:10:59.600><c> it</c><00:10:59.760><c> works</c><00:11:00.040><c> for</c><00:11:00.240><c> you</c><00:11:00.440><c> or</c><00:11:00.680><c> not</c>

00:11:01.030 --> 00:11:01.040 align:start position:0%
cases m see if it works for you or not
 

00:11:01.040 --> 00:11:03.389 align:start position:0%
cases m see if it works for you or not
and<00:11:01.279><c> like</c><00:11:01.800><c> I'm</c><00:11:01.959><c> not</c><00:11:02.200><c> promising</c><00:11:02.800><c> anything</c><00:11:03.240><c> I'm</c>

00:11:03.389 --> 00:11:03.399 align:start position:0%
and like I'm not promising anything I'm
 

00:11:03.399 --> 00:11:04.949 align:start position:0%
and like I'm not promising anything I'm
just<00:11:03.519><c> saying</c><00:11:03.839><c> this</c><00:11:03.959><c> is</c><00:11:04.120><c> cool</c><00:11:04.360><c> for</c><00:11:04.560><c> me</c><00:11:04.720><c> and</c><00:11:04.839><c> it</c>

00:11:04.949 --> 00:11:04.959 align:start position:0%
just saying this is cool for me and it
 

00:11:04.959 --> 00:11:06.750 align:start position:0%
just saying this is cool for me and it
works<00:11:05.200><c> for</c><00:11:05.360><c> me</c><00:11:05.519><c> and</c><00:11:05.720><c> like</c><00:11:06.079><c> do</c><00:11:06.320><c> whatever</c><00:11:06.639><c> you</c>

00:11:06.750 --> 00:11:06.760 align:start position:0%
works for me and like do whatever you
 

00:11:06.760 --> 00:11:10.389 align:start position:0%
works for me and like do whatever you
want<00:11:06.959><c> with</c><00:11:07.120><c> it</c><00:11:07.639><c> so</c><00:11:08.399><c> cuz</c><00:11:08.680><c> like</c><00:11:09.519><c> I</c><00:11:09.600><c> feel</c><00:11:09.839><c> like</c><00:11:10.160><c> the</c>

00:11:10.389 --> 00:11:10.399 align:start position:0%
want with it so cuz like I feel like the
 

00:11:10.399 --> 00:11:12.269 align:start position:0%
want with it so cuz like I feel like the
the<00:11:10.519><c> the</c><00:11:10.680><c> Second</c><00:11:10.959><c> Step</c><00:11:11.279><c> you</c><00:11:11.480><c> need</c><00:11:11.680><c> to</c><00:11:11.959><c> give</c>

00:11:12.269 --> 00:11:12.279 align:start position:0%
the the Second Step you need to give
 

00:11:12.279 --> 00:11:15.069 align:start position:0%
the the Second Step you need to give
people<00:11:12.800><c> the</c><00:11:12.959><c> ability</c><00:11:13.519><c> to</c><00:11:14.120><c> then</c><00:11:14.680><c> produce</c><00:11:14.920><c> it</c>

00:11:15.069 --> 00:11:15.079 align:start position:0%
people the ability to then produce it
 

00:11:15.079 --> 00:11:17.310 align:start position:0%
people the ability to then produce it
like<00:11:15.279><c> because</c><00:11:15.519><c> you</c><00:11:15.800><c> know</c><00:11:16.800><c> I</c><00:11:16.880><c> don't</c><00:11:17.040><c> know</c><00:11:17.240><c> if</c>

00:11:17.310 --> 00:11:17.320 align:start position:0%
like because you know I don't know if
 

00:11:17.320 --> 00:11:18.870 align:start position:0%
like because you know I don't know if
you're<00:11:17.480><c> a</c><00:11:17.560><c> developer</c><00:11:17.959><c> or</c><00:11:18.079><c> not</c><00:11:18.279><c> but</c><00:11:18.440><c> like</c><00:11:18.720><c> when</c>

00:11:18.870 --> 00:11:18.880 align:start position:0%
you're a developer or not but like when
 

00:11:18.880 --> 00:11:20.750 align:start position:0%
you're a developer or not but like when
I<00:11:19.000><c> was</c><00:11:19.120><c> a</c><00:11:19.360><c> developer</c><00:11:20.160><c> when</c><00:11:20.279><c> I</c><00:11:20.399><c> started</c>

00:11:20.750 --> 00:11:20.760 align:start position:0%
I was a developer when I started
 

00:11:20.760 --> 00:11:23.550 align:start position:0%
I was a developer when I started
something<00:11:21.040><c> new</c><00:11:21.760><c> like</c><00:11:22.279><c> if</c><00:11:22.800><c> I</c><00:11:22.920><c> saw</c><00:11:23.160><c> something</c>

00:11:23.550 --> 00:11:23.560 align:start position:0%
something new like if I saw something
 

00:11:23.560 --> 00:11:25.910 align:start position:0%
something new like if I saw something
cool<00:11:23.920><c> and</c><00:11:24.079><c> I</c><00:11:24.200><c> could</c><00:11:24.760><c> get</c><00:11:24.920><c> it</c><00:11:25.120><c> working</c><00:11:25.480><c> in</c><00:11:25.680><c> like</c>

00:11:25.910 --> 00:11:25.920 align:start position:0%
cool and I could get it working in like
 

00:11:25.920 --> 00:11:28.829 align:start position:0%
cool and I could get it working in like
5<00:11:26.240><c> minutes</c><00:11:27.240><c> even</c><00:11:27.480><c> if</c><00:11:27.680><c> it's</c><00:11:28.040><c> completely</c><00:11:28.680><c> like</c>

00:11:28.829 --> 00:11:28.839 align:start position:0%
5 minutes even if it's completely like
 

00:11:28.839 --> 00:11:29.750 align:start position:0%
5 minutes even if it's completely like
useless

00:11:29.750 --> 00:11:29.760 align:start position:0%
useless
 

00:11:29.760 --> 00:11:31.949 align:start position:0%
useless
but<00:11:29.959><c> like</c><00:11:30.200><c> it</c><00:11:30.360><c> worked</c><00:11:30.680><c> it's</c><00:11:30.880><c> like</c><00:11:31.240><c> oh</c><00:11:31.760><c> that's</c>

00:11:31.949 --> 00:11:31.959 align:start position:0%
but like it worked it's like oh that's
 

00:11:31.959 --> 00:11:35.629 align:start position:0%
but like it worked it's like oh that's
so<00:11:32.240><c> awesome</c><00:11:33.200><c> ab</c><00:11:33.680><c> and</c><00:11:33.839><c> now</c><00:11:34.600><c> I</c><00:11:34.720><c> can</c><00:11:35.000><c> change</c><00:11:35.440><c> this</c>

00:11:35.629 --> 00:11:35.639 align:start position:0%
so awesome ab and now I can change this
 

00:11:35.639 --> 00:11:38.310 align:start position:0%
so awesome ab and now I can change this
one<00:11:35.959><c> thing</c><00:11:36.560><c> and</c><00:11:36.720><c> it</c><00:11:36.880><c> still</c><00:11:37.160><c> works</c><00:11:37.680><c> and</c><00:11:37.880><c> it's</c>

00:11:38.310 --> 00:11:38.320 align:start position:0%
one thing and it still works and it's
 

00:11:38.320 --> 00:11:40.310 align:start position:0%
one thing and it still works and it's
does<00:11:38.560><c> a</c><00:11:38.720><c> little</c><00:11:38.920><c> bit</c><00:11:39.200><c> what</c><00:11:39.320><c> I</c><00:11:39.480><c> want</c><00:11:39.680><c> it</c><00:11:39.839><c> to</c><00:11:40.040><c> do</c>

00:11:40.310 --> 00:11:40.320 align:start position:0%
does a little bit what I want it to do
 

00:11:40.320 --> 00:11:42.430 align:start position:0%
does a little bit what I want it to do
and<00:11:40.519><c> like</c><00:11:40.800><c> wow</c><00:11:41.040><c> that's</c><00:11:41.360><c> awesome</c><00:11:41.800><c> like</c><00:11:42.200><c> because</c>

00:11:42.430 --> 00:11:42.440 align:start position:0%
and like wow that's awesome like because
 

00:11:42.440 --> 00:11:44.829 align:start position:0%
and like wow that's awesome like because
if<00:11:42.600><c> you</c><00:11:42.839><c> say</c><00:11:43.160><c> like</c><00:11:44.079><c> like</c><00:11:44.240><c> if</c><00:11:44.360><c> you</c><00:11:44.480><c> do</c><00:11:44.639><c> like</c>

00:11:44.829 --> 00:11:44.839 align:start position:0%
if you say like like if you do like
 

00:11:44.839 --> 00:11:47.910 align:start position:0%
if you say like like if you do like
white<00:11:45.160><c> paper</c><00:11:45.560><c> and</c><00:11:45.760><c> say</c><00:11:46.440><c> no</c><00:11:46.839><c> gra</c><00:11:47.120><c> are</c><00:11:47.399><c> good</c><00:11:47.680><c> but</c>

00:11:47.910 --> 00:11:47.920 align:start position:0%
white paper and say no gra are good but
 

00:11:47.920 --> 00:11:50.590 align:start position:0%
white paper and say no gra are good but
like<00:11:48.680><c> you</c><00:11:48.880><c> do</c><00:11:49.040><c> it</c><00:11:49.200><c> on</c><00:11:49.360><c> your</c><00:11:49.560><c> own</c><00:11:50.120><c> right</c><00:11:50.480><c> then</c>

00:11:50.590 --> 00:11:50.600 align:start position:0%
like you do it on your own right then
 

00:11:50.600 --> 00:11:54.230 align:start position:0%
like you do it on your own right then
it's<00:11:50.959><c> like</c><00:11:51.959><c> it's</c><00:11:52.240><c> like</c><00:11:52.519><c> too</c><00:11:52.760><c> big</c><00:11:52.959><c> of</c><00:11:53.079><c> a</c><00:11:53.279><c> leap</c><00:11:54.040><c> to</c>

00:11:54.230 --> 00:11:54.240 align:start position:0%
it's like it's like too big of a leap to
 

00:11:54.240 --> 00:11:55.990 align:start position:0%
it's like it's like too big of a leap to
get<00:11:54.519><c> started</c><00:11:54.920><c> that</c><00:11:55.040><c> so</c><00:11:55.160><c> you</c><00:11:55.279><c> need</c><00:11:55.720><c> a</c><00:11:55.800><c> little</c>

00:11:55.990 --> 00:11:56.000 align:start position:0%
get started that so you need a little
 

00:11:56.000 --> 00:11:58.430 align:start position:0%
get started that so you need a little
bit<00:11:56.200><c> of</c><00:11:56.399><c> like</c><00:11:56.600><c> hand</c><00:11:56.959><c> holding</c><00:11:57.800><c> to</c><00:11:57.959><c> get</c><00:11:58.160><c> like</c><00:11:58.320><c> the</c>

00:11:58.430 --> 00:11:58.440 align:start position:0%
bit of like hand holding to get like the
 

00:11:58.440 --> 00:12:00.190 align:start position:0%
bit of like hand holding to get like the
first<00:11:58.800><c> steps</c><00:11:59.079><c> and</c><00:11:59.240><c> and</c><00:11:59.399><c> then</c><00:11:59.680><c> people</c><00:11:59.959><c> get</c>

00:12:00.190 --> 00:12:00.200 align:start position:0%
first steps and and then people get
 

00:12:00.200 --> 00:12:01.949 align:start position:0%
first steps and and then people get
excited<00:12:00.720><c> absolutely</c><00:12:01.200><c> I</c><00:12:01.240><c> mean</c><00:12:01.480><c> I</c><00:12:01.560><c> think</c><00:12:01.720><c> in</c><00:12:01.839><c> the</c>

00:12:01.949 --> 00:12:01.959 align:start position:0%
excited absolutely I mean I think in the
 

00:12:01.959 --> 00:12:04.509 align:start position:0%
excited absolutely I mean I think in the
Gen<00:12:02.440><c> era</c><00:12:02.720><c> I'm</c><00:12:02.880><c> a</c><00:12:03.279><c> developer</c><00:12:04.160><c> right</c><00:12:04.320><c> like</c><00:12:04.440><c> I</c>

00:12:04.509 --> 00:12:04.519 align:start position:0%
Gen era I'm a developer right like I
 

00:12:04.519 --> 00:12:06.269 align:start position:0%
Gen era I'm a developer right like I
don't<00:12:04.680><c> need</c><00:12:04.839><c> to</c><00:12:05.040><c> develop</c><00:12:05.480><c> every</c><00:12:05.720><c> day</c><00:12:06.000><c> but</c><00:12:06.160><c> I</c>

00:12:06.269 --> 00:12:06.279 align:start position:0%
don't need to develop every day but I
 

00:12:06.279 --> 00:12:08.710 align:start position:0%
don't need to develop every day but I
love<00:12:06.720><c> programing</c><00:12:07.680><c> and</c><00:12:08.000><c> right</c><00:12:08.200><c> I</c><00:12:08.279><c> like</c><00:12:08.440><c> I</c><00:12:08.519><c> like</c>

00:12:08.710 --> 00:12:08.720 align:start position:0%
love programing and right I like I like
 

00:12:08.720 --> 00:12:11.269 align:start position:0%
love programing and right I like I like
play<00:12:08.959><c> with</c><00:12:09.240><c> stuff</c><00:12:09.920><c> and</c><00:12:10.079><c> I'm</c><00:12:10.600><c> happy</c><00:12:10.880><c> to</c><00:12:11.000><c> be</c><00:12:11.120><c> in</c>

00:12:11.269 --> 00:12:11.279 align:start position:0%
play with stuff and I'm happy to be in
 

00:12:11.279 --> 00:12:13.470 align:start position:0%
play with stuff and I'm happy to be in
devel<00:12:11.959><c> right</c><00:12:12.079><c> so</c><00:12:12.399><c> like</c><00:12:12.560><c> I</c><00:12:12.680><c> think</c><00:12:12.920><c> everybody</c>

00:12:13.470 --> 00:12:13.480 align:start position:0%
devel right so like I think everybody
 

00:12:13.480 --> 00:12:15.670 align:start position:0%
devel right so like I think everybody
should<00:12:13.680><c> be</c><00:12:13.800><c> doing</c><00:12:14.480><c> in</c><00:12:14.680><c> devel</c><00:12:15.120><c> and</c><00:12:15.240><c> gener</c><00:12:15.600><c> I</c>

00:12:15.670 --> 00:12:15.680 align:start position:0%
should be doing in devel and gener I
 

00:12:15.680 --> 00:12:16.629 align:start position:0%
should be doing in devel and gener I
think<00:12:15.800><c> everybody</c><00:12:16.040><c> should</c><00:12:16.199><c> be</c><00:12:16.279><c> doing</c><00:12:16.480><c> some</c>

00:12:16.629 --> 00:12:16.639 align:start position:0%
think everybody should be doing some
 

00:12:16.639 --> 00:12:18.550 align:start position:0%
think everybody should be doing some
coding<00:12:17.440><c> and</c><00:12:17.639><c> generally</c><00:12:18.079><c> like</c><00:12:18.199><c> I</c><00:12:18.279><c> would</c><00:12:18.399><c> not</c>

00:12:18.550 --> 00:12:18.560 align:start position:0%
coding and generally like I would not
 

00:12:18.560 --> 00:12:20.430 align:start position:0%
coding and generally like I would not
trust<00:12:18.959><c> anybody</c><00:12:19.320><c> who</c><00:12:19.440><c> wrote</c><00:12:19.639><c> a</c><00:12:19.760><c> white</c><00:12:19.920><c> paper</c>

00:12:20.430 --> 00:12:20.440 align:start position:0%
trust anybody who wrote a white paper
 

00:12:20.440 --> 00:12:21.990 align:start position:0%
trust anybody who wrote a white paper
and<00:12:20.600><c> it's</c><00:12:20.760><c> not</c><00:12:20.920><c> coding</c><00:12:21.440><c> right</c><00:12:21.600><c> because</c><00:12:21.880><c> they</c>

00:12:21.990 --> 00:12:22.000 align:start position:0%
and it's not coding right because they
 

00:12:22.000 --> 00:12:24.430 align:start position:0%
and it's not coding right because they
got<00:12:22.360><c> secondhand</c><00:12:22.920><c> information</c><00:12:23.920><c> from</c><00:12:24.160><c> other</c>

00:12:24.430 --> 00:12:24.440 align:start position:0%
got secondhand information from other
 

00:12:24.440 --> 00:12:26.750 align:start position:0%
got secondhand information from other
people<00:12:24.920><c> right</c><00:12:25.320><c> and</c><00:12:25.440><c> so</c><00:12:25.880><c> I</c><00:12:26.000><c> think</c><00:12:26.440><c> this</c><00:12:26.560><c> is</c>

00:12:26.750 --> 00:12:26.760 align:start position:0%
people right and so I think this is
 

00:12:26.760 --> 00:12:28.590 align:start position:0%
people right and so I think this is
totally<00:12:27.199><c> the</c><00:12:27.360><c> right</c><00:12:27.560><c> approach</c><00:12:28.000><c> like</c><00:12:28.360><c> you</c><00:12:28.480><c> get</c>

00:12:28.590 --> 00:12:28.600 align:start position:0%
totally the right approach like you get
 

00:12:28.600 --> 00:12:31.110 align:start position:0%
totally the right approach like you get
to<00:12:28.760><c> write</c><00:12:28.920><c> what</c><00:12:29.480><c> only</c><00:12:29.720><c> if</c><00:12:29.800><c> you</c><00:12:30.000><c> call</c><00:12:30.800><c> right</c>

00:12:31.110 --> 00:12:31.120 align:start position:0%
to write what only if you call right
 

00:12:31.120 --> 00:12:34.030 align:start position:0%
to write what only if you call right
yeah<00:12:31.320><c> like</c><00:12:31.440><c> for</c><00:12:31.600><c> the</c><00:12:31.760><c> management</c><00:12:32.519><c> I</c><00:12:32.760><c> I</c><00:12:33.040><c> I</c><00:12:33.440><c> I</c>

00:12:34.030 --> 00:12:34.040 align:start position:0%
yeah like for the management I I I I
 

00:12:34.040 --> 00:12:35.949 align:start position:0%
yeah like for the management I I I I
like<00:12:34.199><c> I</c><00:12:34.360><c> agree</c><00:12:34.720><c> white</c><00:12:34.959><c> papers</c><00:12:35.320><c> needs</c><00:12:35.560><c> to</c><00:12:35.720><c> be</c>

00:12:35.949 --> 00:12:35.959 align:start position:0%
like I agree white papers needs to be
 

00:12:35.959 --> 00:12:37.870 align:start position:0%
like I agree white papers needs to be
there<00:12:36.199><c> because</c><00:12:36.480><c> there's</c><00:12:36.760><c> also</c><00:12:37.160><c> management</c>

00:12:37.870 --> 00:12:37.880 align:start position:0%
there because there's also management
 

00:12:37.880 --> 00:12:40.910 align:start position:0%
there because there's also management
right<00:12:38.600><c> you</c><00:12:38.760><c> need</c><00:12:38.920><c> to</c><00:12:39.399><c> sell</c><00:12:40.399><c> and</c><00:12:40.600><c> stuff</c><00:12:40.800><c> like</c>

00:12:40.910 --> 00:12:40.920 align:start position:0%
right you need to sell and stuff like
 

00:12:40.920 --> 00:12:43.189 align:start position:0%
right you need to sell and stuff like
that<00:12:41.120><c> you</c><00:12:41.279><c> need</c><00:12:41.399><c> to</c><00:12:41.519><c> sell</c><00:12:42.000><c> things</c><00:12:42.240><c> to</c><00:12:42.480><c> them</c><00:12:43.079><c> but</c>

00:12:43.189 --> 00:12:43.199 align:start position:0%
that you need to sell things to them but
 

00:12:43.199 --> 00:12:45.750 align:start position:0%
that you need to sell things to them but
like<00:12:43.360><c> I'm</c><00:12:43.480><c> a</c><00:12:43.720><c> developer</c><00:12:44.320><c> so</c><00:12:45.240><c> I'm</c><00:12:45.360><c> not</c><00:12:45.560><c> like</c>

00:12:45.750 --> 00:12:45.760 align:start position:0%
like I'm a developer so I'm not like
 

00:12:45.760 --> 00:12:47.750 align:start position:0%
like I'm a developer so I'm not like
that<00:12:46.040><c> good</c><00:12:46.199><c> audience</c><00:12:46.519><c> for</c><00:12:46.720><c> that</c><00:12:46.880><c> I</c><00:12:47.000><c> need</c><00:12:47.320><c> code</c>

00:12:47.750 --> 00:12:47.760 align:start position:0%
that good audience for that I need code
 

00:12:47.760 --> 00:12:50.990 align:start position:0%
that good audience for that I need code
right<00:12:48.639><c> and</c><00:12:48.959><c> exactly</c><00:12:49.519><c> reproducible</c><00:12:50.440><c> code</c><00:12:50.800><c> cuz</c>

00:12:50.990 --> 00:12:51.000 align:start position:0%
right and exactly reproducible code cuz
 

00:12:51.000 --> 00:12:52.829 align:start position:0%
right and exactly reproducible code cuz
otherwise<00:12:51.519><c> it's</c><00:12:51.720><c> just</c><00:12:52.000><c> like</c><00:12:52.279><c> you're</c><00:12:52.480><c> selling</c>

00:12:52.829 --> 00:12:52.839 align:start position:0%
otherwise it's just like you're selling
 

00:12:52.839 --> 00:12:55.829 align:start position:0%
otherwise it's just like you're selling
me<00:12:53.000><c> something</c><00:12:53.399><c> and</c><00:12:53.560><c> I'm</c><00:12:53.720><c> not</c><00:12:54.399><c> buying</c><00:12:55.399><c> awesome</c>

00:12:55.829 --> 00:12:55.839 align:start position:0%
me something and I'm not buying awesome
 

00:12:55.839 --> 00:12:57.870 align:start position:0%
me something and I'm not buying awesome
well<00:12:56.040><c> we're</c><00:12:56.240><c> looking</c><00:12:56.560><c> forward</c><00:12:57.279><c> to</c><00:12:57.480><c> your</c><00:12:57.639><c> talk</c>

00:12:57.870 --> 00:12:57.880 align:start position:0%
well we're looking forward to your talk
 

00:12:57.880 --> 00:13:01.110 align:start position:0%
well we're looking forward to your talk
today<00:12:58.639><c> so</c><00:12:59.240><c> know</c><00:12:59.399><c> go</c><00:12:59.680><c> code</c><00:13:00.440><c> and</c><00:13:00.639><c> produce</c><00:13:00.920><c> some</c>

00:13:01.110 --> 00:13:01.120 align:start position:0%
today so know go code and produce some
 

00:13:01.120 --> 00:13:02.670 align:start position:0%
today so know go code and produce some
reproducible<00:13:01.720><c> code</c><00:13:02.040><c> send</c><00:13:02.240><c> it</c><00:13:02.320><c> to</c><00:13:02.440><c> us</c><00:13:02.600><c> we're</c>

00:13:02.670 --> 00:13:02.680 align:start position:0%
reproducible code send it to us we're
 

00:13:02.680 --> 00:13:04.790 align:start position:0%
reproducible code send it to us we're
going<00:13:02.760><c> to</c><00:13:02.839><c> reproduce</c><00:13:03.240><c> it</c><00:13:03.680><c> and</c><00:13:04.000><c> so</c><00:13:04.320><c> the</c><00:13:04.440><c> blocks</c>

00:13:04.790 --> 00:13:04.800 align:start position:0%
going to reproduce it and so the blocks
 

00:13:04.800 --> 00:13:06.949 align:start position:0%
going to reproduce it and so the blocks
are<00:13:04.959><c> on</c><00:13:05.199><c> towards</c><00:13:05.600><c> data</c><00:13:05.839><c> science</c><00:13:06.279><c> right</c><00:13:06.800><c> that's</c>

00:13:06.949 --> 00:13:06.959 align:start position:0%
are on towards data science right that's
 

00:13:06.959 --> 00:13:08.790 align:start position:0%
are on towards data science right that's
the<00:13:07.079><c> med</c><00:13:07.399><c> publication</c><00:13:07.880><c> medium</c><00:13:08.279><c> Yeah</c><00:13:08.440><c> medium</c>

00:13:08.790 --> 00:13:08.800 align:start position:0%
the med publication medium Yeah medium
 

00:13:08.800 --> 00:13:13.030 align:start position:0%
the med publication medium Yeah medium
Yeah<00:13:09.120><c> medium</c><00:13:10.120><c> toas</c><00:13:10.800><c> branish</c><00:13:11.800><c> go</c><00:13:12.000><c> find</c><00:13:12.240><c> it</c><00:13:12.839><c> Go</c>

00:13:13.030 --> 00:13:13.040 align:start position:0%
Yeah medium toas branish go find it Go
 

00:13:13.040 --> 00:13:15.110 align:start position:0%
Yeah medium toas branish go find it Go
implement<00:13:13.519><c> it</c><00:13:14.160><c> and</c><00:13:14.399><c> we'll</c><00:13:14.600><c> see</c><00:13:14.760><c> you</c><00:13:14.880><c> in</c><00:13:14.959><c> the</c>

00:13:15.110 --> 00:13:15.120 align:start position:0%
implement it and we'll see you in the
 

00:13:15.120 --> 00:13:19.440 align:start position:0%
implement it and we'll see you in the
community<00:13:15.760><c> thank</c><00:13:15.920><c> you</c><00:13:16.240><c> thank</c><00:13:16.440><c> you</c>

