webvtt.txt

WEBVTT
Kind: captions
Language: en

00:00:00.080 --> 00:00:02.030 align:start position:0%
 
every<00:00:00.440><c> programmer</c><00:00:01.040><c> who</c><00:00:01.439><c> works</c><00:00:01.760><c> with</c><00:00:01.920><c> these</c>

00:00:02.030 --> 00:00:02.040 align:start position:0%
every programmer who works with these
 

00:00:02.040 --> 00:00:04.150 align:start position:0%
every programmer who works with these
models<00:00:02.440><c> the</c><00:00:02.600><c> first</c><00:00:02.840><c> time</c><00:00:03.040><c> it</c><00:00:03.280><c> spits</c><00:00:03.679><c> out</c><00:00:03.959><c> like</c>

00:00:04.150 --> 00:00:04.160 align:start position:0%
models the first time it spits out like
 

00:00:04.160 --> 00:00:06.230 align:start position:0%
models the first time it spits out like
20<00:00:04.480><c> lines</c><00:00:04.720><c> of</c><00:00:04.920><c> actually</c><00:00:05.359><c> good</c><00:00:05.759><c> code</c><00:00:06.120><c> that</c>

00:00:06.230 --> 00:00:06.240 align:start position:0%
20 lines of actually good code that
 

00:00:06.240 --> 00:00:07.670 align:start position:0%
20 lines of actually good code that
solves<00:00:06.560><c> your</c><00:00:06.759><c> problem</c><00:00:07.000><c> and</c><00:00:07.120><c> does</c><00:00:07.240><c> it</c><00:00:07.399><c> faster</c>

00:00:07.670 --> 00:00:07.680 align:start position:0%
solves your problem and does it faster
 

00:00:07.680 --> 00:00:09.230 align:start position:0%
solves your problem and does it faster
than<00:00:07.799><c> you</c><00:00:07.879><c> would</c><00:00:08.360><c> there's</c><00:00:08.639><c> that</c><00:00:08.800><c> moment</c><00:00:09.120><c> when</c>

00:00:09.230 --> 00:00:09.240 align:start position:0%
than you would there's that moment when
 

00:00:09.240 --> 00:00:10.549 align:start position:0%
than you would there's that moment when
you're<00:00:09.360><c> like</c><00:00:09.559><c> hang</c><00:00:09.679><c> on</c><00:00:09.800><c> a</c><00:00:09.920><c> second</c><00:00:10.160><c> what</c><00:00:10.280><c> am</c><00:00:10.360><c> I</c>

00:00:10.549 --> 00:00:10.559 align:start position:0%
you're like hang on a second what am I
 

00:00:10.559 --> 00:00:12.509 align:start position:0%
you're like hang on a second what am I
even<00:00:10.800><c> for</c><00:00:11.519><c> and</c><00:00:11.639><c> then</c><00:00:11.799><c> I</c><00:00:11.920><c> tried</c><00:00:12.240><c> this</c><00:00:12.360><c> new</c>

00:00:12.509 --> 00:00:12.519 align:start position:0%
even for and then I tried this new
 

00:00:12.519 --> 00:00:14.470 align:start position:0%
even for and then I tried this new
feature<00:00:12.880><c> of</c><00:00:13.080><c> chat</c><00:00:13.320><c> GPT</c><00:00:13.799><c> that</c><00:00:13.920><c> they</c><00:00:14.080><c> launched</c>

00:00:14.470 --> 00:00:14.480 align:start position:0%
feature of chat GPT that they launched
 

00:00:14.480 --> 00:00:16.510 align:start position:0%
feature of chat GPT that they launched
last<00:00:14.679><c> year</c><00:00:14.879><c> called</c><00:00:15.120><c> code</c><00:00:15.440><c> interpreter</c><00:00:16.039><c> mode</c>

00:00:16.510 --> 00:00:16.520 align:start position:0%
last year called code interpreter mode
 

00:00:16.520 --> 00:00:19.150 align:start position:0%
last year called code interpreter mode
and<00:00:16.600><c> I</c><00:00:16.720><c> asked</c><00:00:17.000><c> a</c><00:00:17.160><c> question</c><00:00:17.840><c> and</c><00:00:18.199><c> it</c><00:00:18.480><c> flawlessly</c>

00:00:19.150 --> 00:00:19.160 align:start position:0%
and I asked a question and it flawlessly
 

00:00:19.160 --> 00:00:20.870 align:start position:0%
and I asked a question and it flawlessly
answered<00:00:19.480><c> it</c><00:00:19.640><c> by</c><00:00:19.800><c> composing</c><00:00:20.240><c> the</c><00:00:20.400><c> right</c><00:00:20.519><c> SQL</c>

00:00:20.870 --> 00:00:20.880 align:start position:0%
answered it by composing the right SQL
 

00:00:20.880 --> 00:00:23.109 align:start position:0%
answered it by composing the right SQL
query<00:00:21.359><c> running</c><00:00:21.720><c> that</c><00:00:21.920><c> using</c><00:00:22.240><c> the</c><00:00:22.400><c> python</c><00:00:22.720><c> SQL</c>

00:00:23.109 --> 00:00:23.119 align:start position:0%
query running that using the python SQL
 

00:00:23.119 --> 00:00:24.670 align:start position:0%
query running that using the python SQL
light<00:00:23.320><c> library</c><00:00:23.920><c> and</c><00:00:24.039><c> spitting</c><00:00:24.400><c> out</c><00:00:24.519><c> the</c>

00:00:24.670 --> 00:00:24.680 align:start position:0%
light library and spitting out the
 

00:00:24.680 --> 00:00:26.710 align:start position:0%
light library and spitting out the
answer<00:00:25.160><c> what</c><00:00:25.279><c> am</c><00:00:25.400><c> I</c><00:00:25.519><c> even</c><00:00:25.720><c> for</c><00:00:26.199><c> like</c><00:00:26.359><c> I</c><00:00:26.480><c> thought</c>

00:00:26.710 --> 00:00:26.720 align:start position:0%
answer what am I even for like I thought
 

00:00:26.720 --> 00:00:28.349 align:start position:0%
answer what am I even for like I thought
my<00:00:26.840><c> life's</c><00:00:27.199><c> purpose</c><00:00:27.519><c> was</c><00:00:27.640><c> to</c><00:00:27.760><c> solve</c><00:00:28.119><c> this</c>

00:00:28.349 --> 00:00:28.359 align:start position:0%
my life's purpose was to solve this
 

00:00:28.359 --> 00:00:29.950 align:start position:0%
my life's purpose was to solve this
problem<00:00:28.760><c> that</c><00:00:28.840><c> was</c><00:00:29.039><c> a</c><00:00:29.119><c> little</c><00:00:29.320><c> bit</c><00:00:29.599><c> exist</c>

00:00:29.950 --> 00:00:29.960 align:start position:0%
problem that was a little bit exist
 

00:00:29.960 --> 00:00:32.749 align:start position:0%
problem that was a little bit exist
itial<00:00:30.320><c> dread</c><00:00:30.880><c> it</c><00:00:31.000><c> is</c><00:00:31.199><c> scary</c><00:00:31.840><c> when</c><00:00:32.000><c> you</c><00:00:32.200><c> think</c>

00:00:32.749 --> 00:00:32.759 align:start position:0%
itial dread it is scary when you think
 

00:00:32.759 --> 00:00:35.229 align:start position:0%
itial dread it is scary when you think
okay<00:00:33.200><c> I</c><00:00:33.360><c> earn</c><00:00:33.600><c> a</c><00:00:33.840><c> very</c><00:00:34.079><c> good</c><00:00:34.320><c> salary</c><00:00:34.840><c> because</c><00:00:35.120><c> I</c>

00:00:35.229 --> 00:00:35.239 align:start position:0%
okay I earn a very good salary because I
 

00:00:35.239 --> 00:00:37.190 align:start position:0%
okay I earn a very good salary because I
have<00:00:35.399><c> worked</c><00:00:35.719><c> through</c><00:00:35.960><c> the</c><00:00:36.120><c> trivia</c><00:00:36.800><c> of</c>

00:00:37.190 --> 00:00:37.200 align:start position:0%
have worked through the trivia of
 

00:00:37.200 --> 00:00:38.510 align:start position:0%
have worked through the trivia of
understanding<00:00:37.480><c> Python</c><00:00:37.760><c> and</c><00:00:37.960><c> JavaScript</c><00:00:38.440><c> and</c>

00:00:38.510 --> 00:00:38.520 align:start position:0%
understanding Python and JavaScript and
 

00:00:38.520 --> 00:00:39.950 align:start position:0%
understanding Python and JavaScript and
I'm<00:00:38.719><c> better</c><00:00:38.960><c> at</c><00:00:39.079><c> that</c><00:00:39.200><c> trivia</c><00:00:39.559><c> than</c><00:00:39.719><c> most</c>

00:00:39.950 --> 00:00:39.960 align:start position:0%
I'm better at that trivia than most
 

00:00:39.960 --> 00:00:41.790 align:start position:0%
I'm better at that trivia than most
other<00:00:40.200><c> people</c><00:00:40.680><c> and</c><00:00:40.840><c> now</c><00:00:41.200><c> you've</c><00:00:41.440><c> got</c><00:00:41.600><c> this</c>

00:00:41.790 --> 00:00:41.800 align:start position:0%
other people and now you've got this
 

00:00:41.800 --> 00:00:43.350 align:start position:0%
other people and now you've got this
machine<00:00:42.120><c> that</c><00:00:42.239><c> comes</c><00:00:42.440><c> along</c><00:00:42.879><c> and</c><00:00:43.000><c> it's</c><00:00:43.160><c> better</c>

00:00:43.350 --> 00:00:43.360 align:start position:0%
machine that comes along and it's better
 

00:00:43.360 --> 00:00:45.110 align:start position:0%
machine that comes along and it's better
at<00:00:43.480><c> the</c><00:00:43.640><c> trivia</c><00:00:44.079><c> than</c><00:00:44.280><c> I</c><00:00:44.399><c> am</c><00:00:44.800><c> I</c><00:00:44.879><c> feel</c><00:00:45.000><c> like</c>

00:00:45.110 --> 00:00:45.120 align:start position:0%
at the trivia than I am I feel like
 

00:00:45.120 --> 00:00:46.830 align:start position:0%
at the trivia than I am I feel like
there's<00:00:45.280><c> a</c><00:00:45.480><c> pessimistic</c><00:00:46.000><c> in</c><00:00:46.120><c> an</c><00:00:46.320><c> optimistic</c>

00:00:46.830 --> 00:00:46.840 align:start position:0%
there's a pessimistic in an optimistic
 

00:00:46.840 --> 00:00:48.830 align:start position:0%
there's a pessimistic in an optimistic
way<00:00:47.079><c> the</c><00:00:47.280><c> optimistic</c><00:00:47.800><c> version</c><00:00:48.320><c> I</c><00:00:48.440><c> can</c><00:00:48.600><c> use</c>

00:00:48.830 --> 00:00:48.840 align:start position:0%
way the optimistic version I can use
 

00:00:48.840 --> 00:00:50.990 align:start position:0%
way the optimistic version I can use
these<00:00:49.000><c> tools</c><00:00:49.399><c> better</c><00:00:49.640><c> than</c><00:00:49.920><c> anyone</c><00:00:50.320><c> else</c><00:00:50.719><c> for</c>

00:00:50.990 --> 00:00:51.000 align:start position:0%
these tools better than anyone else for
 

00:00:51.000 --> 00:00:52.470 align:start position:0%
these tools better than anyone else for
programming<00:00:51.600><c> I</c><00:00:51.680><c> can</c><00:00:51.800><c> take</c><00:00:52.000><c> my</c><00:00:52.160><c> existing</c>

00:00:52.470 --> 00:00:52.480 align:start position:0%
programming I can take my existing
 

00:00:52.480 --> 00:00:54.430 align:start position:0%
programming I can take my existing
program<00:00:52.840><c> knowledge</c><00:00:53.239><c> and</c><00:00:53.600><c> when</c><00:00:53.719><c> I</c><00:00:54.039><c> combine</c><00:00:54.320><c> it</c>

00:00:54.430 --> 00:00:54.440 align:start position:0%
program knowledge and when I combine it
 

00:00:54.440 --> 00:00:56.590 align:start position:0%
program knowledge and when I combine it
with<00:00:54.559><c> these</c><00:00:54.719><c> tools</c><00:00:55.280><c> I</c><00:00:55.399><c> will</c><00:00:55.559><c> run</c><00:00:55.960><c> circles</c>

00:00:56.590 --> 00:00:56.600 align:start position:0%
with these tools I will run circles
 

00:00:56.600 --> 00:00:58.950 align:start position:0%
with these tools I will run circles
around<00:00:57.160><c> somebody</c><00:00:57.680><c> who's</c><00:00:58.280><c> never</c><00:00:58.600><c> written</c><00:00:58.840><c> a</c>

00:00:58.950 --> 00:00:58.960 align:start position:0%
around somebody who's never written a
 

00:00:58.960 --> 00:01:00.270 align:start position:0%
around somebody who's never written a
code<00:00:59.160><c> line</c><00:00:59.280><c> of</c><00:00:59.399><c> code</c><00:00:59.559><c> in</c><00:00:59.640><c> their</c><00:00:59.719><c> life</c><00:01:00.000><c> I</c><00:01:00.120><c> can</c>

00:01:00.270 --> 00:01:00.280 align:start position:0%
code line of code in their life I can
 

00:01:00.280 --> 00:01:02.470 align:start position:0%
code line of code in their life I can
just<00:01:00.440><c> do</c><00:01:00.640><c> the</c><00:01:00.840><c> Step</c><00:01:01.079><c> better</c><00:01:01.800><c> welcome</c><00:01:02.160><c> to</c><00:01:02.280><c> the</c>

00:01:02.470 --> 00:01:02.480 align:start position:0%
just do the Step better welcome to the
 

00:01:02.480 --> 00:01:04.990 align:start position:0%
just do the Step better welcome to the
pragmatic<00:01:02.879><c> engineering</c><00:01:03.680><c> podcast</c><00:01:04.680><c> in</c><00:01:04.879><c> this</c>

00:01:04.990 --> 00:01:05.000 align:start position:0%
pragmatic engineering podcast in this
 

00:01:05.000 --> 00:01:06.710 align:start position:0%
pragmatic engineering podcast in this
show<00:01:05.320><c> we</c><00:01:05.479><c> cover</c><00:01:05.799><c> software</c><00:01:06.159><c> engineering</c><00:01:06.560><c> at</c>

00:01:06.710 --> 00:01:06.720 align:start position:0%
show we cover software engineering at
 

00:01:06.720 --> 00:01:09.390 align:start position:0%
show we cover software engineering at
Big<00:01:06.960><c> Tech</c><00:01:07.159><c> and</c><00:01:07.320><c> startups</c><00:01:08.000><c> from</c><00:01:08.200><c> the</c><00:01:08.400><c> inside</c>

00:01:09.390 --> 00:01:09.400 align:start position:0%
Big Tech and startups from the inside
 

00:01:09.400 --> 00:01:11.030 align:start position:0%
Big Tech and startups from the inside
you'll<00:01:09.640><c> get</c><00:01:09.799><c> deep</c><00:01:10.040><c> tipes</c><00:01:10.360><c> with</c><00:01:10.560><c> experienced</c>

00:01:11.030 --> 00:01:11.040 align:start position:0%
you'll get deep tipes with experienced
 

00:01:11.040 --> 00:01:12.510 align:start position:0%
you'll get deep tipes with experienced
engineers<00:01:11.439><c> and</c><00:01:11.640><c> Tech</c><00:01:11.880><c> professionals</c><00:01:12.360><c> who</c>

00:01:12.510 --> 00:01:12.520 align:start position:0%
engineers and Tech professionals who
 

00:01:12.520 --> 00:01:14.149 align:start position:0%
engineers and Tech professionals who
share<00:01:12.759><c> their</c><00:01:12.960><c> hard-earned</c><00:01:13.400><c> lessons</c>

00:01:14.149 --> 00:01:14.159 align:start position:0%
share their hard-earned lessons
 

00:01:14.159 --> 00:01:16.350 align:start position:0%
share their hard-earned lessons
interesting<00:01:14.680><c> stories</c><00:01:15.320><c> and</c><00:01:15.560><c> practical</c><00:01:16.040><c> advice</c>

00:01:16.350 --> 00:01:16.360 align:start position:0%
interesting stories and practical advice
 

00:01:16.360 --> 00:01:18.230 align:start position:0%
interesting stories and practical advice
that<00:01:16.520><c> they</c><00:01:16.640><c> have</c><00:01:16.759><c> on</c><00:01:16.920><c> building</c><00:01:17.320><c> software</c>

00:01:18.230 --> 00:01:18.240 align:start position:0%
that they have on building software
 

00:01:18.240 --> 00:01:20.069 align:start position:0%
that they have on building software
after<00:01:18.439><c> each</c><00:01:18.680><c> episode</c><00:01:19.040><c> you'll</c><00:01:19.240><c> walk</c><00:01:19.479><c> away</c><00:01:19.799><c> what</c>

00:01:20.069 --> 00:01:20.079 align:start position:0%
after each episode you'll walk away what
 

00:01:20.079 --> 00:01:21.469 align:start position:0%
after each episode you'll walk away what
pragmatic<00:01:20.520><c> approaches</c><00:01:20.920><c> you</c><00:01:21.000><c> can</c><00:01:21.119><c> use</c><00:01:21.320><c> to</c>

00:01:21.469 --> 00:01:21.479 align:start position:0%
pragmatic approaches you can use to
 

00:01:21.479 --> 00:01:23.270 align:start position:0%
pragmatic approaches you can use to
build<00:01:21.759><c> stuff</c><00:01:22.439><c> whether</c><00:01:22.680><c> you're</c><00:01:22.799><c> a</c><00:01:22.920><c> software</c>

00:01:23.270 --> 00:01:23.280 align:start position:0%
build stuff whether you're a software
 

00:01:23.280 --> 00:01:25.270 align:start position:0%
build stuff whether you're a software
engineer<00:01:24.000><c> or</c><00:01:24.119><c> a</c><00:01:24.240><c> manager</c><00:01:24.560><c> of</c>

00:01:25.270 --> 00:01:25.280 align:start position:0%
engineer or a manager of
 

00:01:25.280 --> 00:01:27.749 align:start position:0%
engineer or a manager of
engineers<00:01:26.280><c> in</c><00:01:26.439><c> this</c><00:01:26.640><c> first</c><00:01:26.960><c> episode</c><00:01:27.479><c> we</c><00:01:27.600><c> go</c>

00:01:27.749 --> 00:01:27.759 align:start position:0%
engineers in this first episode we go
 

00:01:27.759 --> 00:01:30.190 align:start position:0%
engineers in this first episode we go
into<00:01:27.920><c> a</c><00:01:28.079><c> really</c><00:01:28.280><c> timely</c><00:01:28.720><c> topic</c><00:01:29.240><c> using</c><00:01:29.560><c> gen</c><00:01:29.960><c> AI</c>

00:01:30.190 --> 00:01:30.200 align:start position:0%
into a really timely topic using gen AI
 

00:01:30.200 --> 00:01:32.870 align:start position:0%
into a really timely topic using gen AI
for<00:01:30.479><c> coding</c><00:01:31.479><c> now</c><00:01:31.640><c> there's</c><00:01:31.920><c> no</c><00:01:32.079><c> shortage</c><00:01:32.479><c> of</c><00:01:32.600><c> AI</c>

00:01:32.870 --> 00:01:32.880 align:start position:0%
for coding now there's no shortage of AI
 

00:01:32.880 --> 00:01:34.910 align:start position:0%
for coding now there's no shortage of AI
companies<00:01:33.240><c> hyping</c><00:01:33.560><c> up</c><00:01:33.720><c> their</c><00:01:33.920><c> capabilities</c>

00:01:34.910 --> 00:01:34.920 align:start position:0%
companies hyping up their capabilities
 

00:01:34.920 --> 00:01:37.310 align:start position:0%
companies hyping up their capabilities
but<00:01:35.040><c> we'll</c><00:01:35.240><c> size</c><00:01:35.560><c> up</c><00:01:35.759><c> all</c><00:01:35.880><c> of</c><00:01:36.079><c> that</c><00:01:36.920><c> I</c><00:01:37.079><c> turned</c>

00:01:37.310 --> 00:01:37.320 align:start position:0%
but we'll size up all of that I turned
 

00:01:37.320 --> 00:01:38.870 align:start position:0%
but we'll size up all of that I turned
to<00:01:37.520><c> longtime</c><00:01:37.880><c> software</c><00:01:38.200><c> engineer</c><00:01:38.560><c> Simon</c>

00:01:38.870 --> 00:01:38.880 align:start position:0%
to longtime software engineer Simon
 

00:01:38.880 --> 00:01:41.230 align:start position:0%
to longtime software engineer Simon
Willison<00:01:39.600><c> who</c><00:01:39.720><c> is</c><00:01:39.880><c> safe</c><00:01:40.079><c> to</c><00:01:40.240><c> refer</c><00:01:40.520><c> to</c><00:01:40.720><c> as</c><00:01:40.840><c> an</c>

00:01:41.230 --> 00:01:41.240 align:start position:0%
Willison who is safe to refer to as an
 

00:01:41.240 --> 00:01:42.830 align:start position:0%
Willison who is safe to refer to as an
independent<00:01:41.880><c> investigator</c><00:01:42.399><c> of</c><00:01:42.560><c> large</c>

00:01:42.830 --> 00:01:42.840 align:start position:0%
independent investigator of large
 

00:01:42.840 --> 00:01:44.870 align:start position:0%
independent investigator of large
language<00:01:43.200><c> models</c><00:01:44.040><c> because</c><00:01:44.240><c> he's</c><00:01:44.439><c> been</c><00:01:44.560><c> using</c>

00:01:44.870 --> 00:01:44.880 align:start position:0%
language models because he's been using
 

00:01:44.880 --> 00:01:46.350 align:start position:0%
language models because he's been using
them<00:01:45.079><c> so</c><00:01:45.240><c> much</c><00:01:45.399><c> to</c><00:01:45.520><c> improve</c><00:01:45.799><c> his</c><00:01:46.000><c> personal</c>

00:01:46.350 --> 00:01:46.360 align:start position:0%
them so much to improve his personal
 

00:01:46.360 --> 00:01:48.630 align:start position:0%
them so much to improve his personal
productivity<00:01:46.960><c> for</c><00:01:47.159><c> the</c><00:01:47.320><c> last</c><00:01:47.560><c> four</c><00:01:47.920><c> years</c>

00:01:48.630 --> 00:01:48.640 align:start position:0%
productivity for the last four years
 

00:01:48.640 --> 00:01:50.830 align:start position:0%
productivity for the last four years
with<00:01:48.840><c> Simon</c><00:01:49.479><c> we</c><00:01:49.640><c> have</c><00:01:49.759><c> a</c><00:01:49.920><c> refreshingly</c><00:01:50.479><c> honest</c>

00:01:50.830 --> 00:01:50.840 align:start position:0%
with Simon we have a refreshingly honest
 

00:01:50.840 --> 00:01:53.030 align:start position:0%
with Simon we have a refreshingly honest
conversation<00:01:51.360><c> on</c><00:01:51.560><c> how</c><00:01:51.799><c> these</c><00:01:51.960><c> tools</c><00:01:52.680><c> actually</c>

00:01:53.030 --> 00:01:53.040 align:start position:0%
conversation on how these tools actually
 

00:01:53.040 --> 00:01:56.469 align:start position:0%
conversation on how these tools actually
work<00:01:53.280><c> for</c><00:01:53.479><c> us</c><00:01:53.719><c> developers</c><00:01:54.719><c> as</c><00:01:54.840><c> of</c><00:01:55.079><c> now</c><00:01:56.079><c> we</c><00:01:56.200><c> talk</c>

00:01:56.469 --> 00:01:56.479 align:start position:0%
work for us developers as of now we talk
 

00:01:56.479 --> 00:01:58.830 align:start position:0%
work for us developers as of now we talk
about<00:01:57.000><c> common</c><00:01:57.360><c> llm</c><00:01:57.799><c> use</c><00:01:58.119><c> cases</c><00:01:58.640><c> like</c>

00:01:58.830 --> 00:01:58.840 align:start position:0%
about common llm use cases like
 

00:01:58.840 --> 00:02:00.389 align:start position:0%
about common llm use cases like
fine-tuning<00:01:59.399><c> and</c><00:01:59.560><c> rack</c>

00:02:00.389 --> 00:02:00.399 align:start position:0%
fine-tuning and rack
 

00:02:00.399 --> 00:02:02.350 align:start position:0%
fine-tuning and rack
Simon's<00:02:00.880><c> day-to-day</c><00:02:01.360><c> large</c><00:02:01.680><c> language</c><00:02:02.000><c> model</c>

00:02:02.350 --> 00:02:02.360 align:start position:0%
Simon's day-to-day large language model
 

00:02:02.360 --> 00:02:04.590 align:start position:0%
Simon's day-to-day large language model
stack<00:02:03.200><c> and</c><00:02:03.399><c> misconceptions</c><00:02:04.079><c> about</c><00:02:04.280><c> large</c>

00:02:04.590 --> 00:02:04.600 align:start position:0%
stack and misconceptions about large
 

00:02:04.600 --> 00:02:06.950 align:start position:0%
stack and misconceptions about large
language<00:02:05.320><c> models</c><00:02:06.320><c> this</c><00:02:06.439><c> is</c><00:02:06.560><c> the</c><00:02:06.719><c> first</c>

00:02:06.950 --> 00:02:06.960 align:start position:0%
language models this is the first
 

00:02:06.960 --> 00:02:08.869 align:start position:0%
language models this is the first
episode<00:02:07.320><c> of</c><00:02:07.439><c> many</c><00:02:07.600><c> such</c><00:02:07.880><c> deep</c><00:02:08.039><c> Dives</c><00:02:08.280><c> to</c><00:02:08.440><c> come</c>

00:02:08.869 --> 00:02:08.879 align:start position:0%
episode of many such deep Dives to come
 

00:02:08.879 --> 00:02:10.510 align:start position:0%
episode of many such deep Dives to come
subscribe<00:02:09.239><c> to</c><00:02:09.360><c> get</c><00:02:09.520><c> notified</c><00:02:09.920><c> of</c><00:02:10.039><c> when</c><00:02:10.200><c> new</c>

00:02:10.510 --> 00:02:10.520 align:start position:0%
subscribe to get notified of when new
 

00:02:10.520 --> 00:02:13.550 align:start position:0%
subscribe to get notified of when new
episodes<00:02:10.879><c> are</c><00:02:11.080><c> out</c><00:02:11.959><c> so</c><00:02:12.200><c> Simon</c><00:02:12.560><c> welcome</c><00:02:12.800><c> to</c><00:02:12.920><c> the</c>

00:02:13.550 --> 00:02:13.560 align:start position:0%
episodes are out so Simon welcome to the
 

00:02:13.560 --> 00:02:16.670 align:start position:0%
episodes are out so Simon welcome to the
podcast<00:02:14.560><c> hey</c><00:02:14.680><c> it's</c><00:02:14.840><c> really</c><00:02:15.040><c> great</c><00:02:15.200><c> to</c><00:02:15.319><c> be</c><00:02:15.680><c> here</c>

00:02:16.670 --> 00:02:16.680 align:start position:0%
podcast hey it's really great to be here
 

00:02:16.680 --> 00:02:18.750 align:start position:0%
podcast hey it's really great to be here
so<00:02:16.879><c> it's</c><00:02:17.040><c> great</c><00:02:17.200><c> to</c><00:02:17.360><c> have</c><00:02:17.480><c> you</c><00:02:17.640><c> here</c><00:02:18.000><c> you're</c><00:02:18.519><c> an</c>

00:02:18.750 --> 00:02:18.760 align:start position:0%
so it's great to have you here you're an
 

00:02:18.760 --> 00:02:20.470 align:start position:0%
so it's great to have you here you're an
experienced<00:02:19.200><c> software</c><00:02:19.519><c> engineer</c><00:02:19.959><c> and</c><00:02:20.160><c> you've</c>

00:02:20.470 --> 00:02:20.480 align:start position:0%
experienced software engineer and you've
 

00:02:20.480 --> 00:02:22.790 align:start position:0%
experienced software engineer and you've
definitely<00:02:20.800><c> been</c><00:02:20.959><c> around</c><00:02:21.200><c> the</c><00:02:21.360><c> blog</c><00:02:21.840><c> so</c><00:02:22.560><c> some</c>

00:02:22.790 --> 00:02:22.800 align:start position:0%
definitely been around the blog so some
 

00:02:22.800 --> 00:02:24.589 align:start position:0%
definitely been around the blog so some
people<00:02:23.000><c> will</c><00:02:23.160><c> know</c><00:02:23.360><c> you</c><00:02:23.519><c> from</c><00:02:23.879><c> your</c><00:02:24.120><c> prolific</c>

00:02:24.589 --> 00:02:24.599 align:start position:0%
people will know you from your prolific
 

00:02:24.599 --> 00:02:26.630 align:start position:0%
people will know you from your prolific
open<00:02:24.800><c> source</c><00:02:25.080><c> contributions</c><00:02:26.080><c> co-creating</c>

00:02:26.630 --> 00:02:26.640 align:start position:0%
open source contributions co-creating
 

00:02:26.640 --> 00:02:28.910 align:start position:0%
open source contributions co-creating
the<00:02:26.720><c> Django</c><00:02:27.200><c> framework</c><00:02:28.200><c> uh</c><00:02:28.319><c> which</c><00:02:28.440><c> is</c><00:02:28.519><c> a</c><00:02:28.680><c> rapid</c>

00:02:28.910 --> 00:02:28.920 align:start position:0%
the Django framework uh which is a rapid
 

00:02:28.920 --> 00:02:31.790 align:start position:0%
the Django framework uh which is a rapid
web<00:02:29.160><c> development</c><00:02:29.560><c> tool</c><00:02:30.239><c> written</c><00:02:30.519><c> in</c><00:02:30.800><c> Python</c>

00:02:31.790 --> 00:02:31.800 align:start position:0%
web development tool written in Python
 

00:02:31.800 --> 00:02:34.589 align:start position:0%
web development tool written in Python
uh<00:02:31.879><c> you're</c><00:02:32.080><c> also</c><00:02:32.280><c> the</c><00:02:32.440><c> creator</c><00:02:32.959><c> of</c><00:02:33.720><c> a</c><00:02:33.959><c> data</c><00:02:34.280><c> set</c>

00:02:34.589 --> 00:02:34.599 align:start position:0%
uh you're also the creator of a data set
 

00:02:34.599 --> 00:02:36.910 align:start position:0%
uh you're also the creator of a data set
tool<00:02:34.800><c> for</c><00:02:35.040><c> exploring</c><00:02:35.480><c> and</c><00:02:35.640><c> Publishing</c><00:02:36.080><c> data</c>

00:02:36.910 --> 00:02:36.920 align:start position:0%
tool for exploring and Publishing data
 

00:02:36.920 --> 00:02:38.750 align:start position:0%
tool for exploring and Publishing data
and<00:02:37.000><c> then</c><00:02:37.160><c> you're</c><00:02:37.360><c> also</c><00:02:37.720><c> a</c><00:02:37.879><c> startup</c><00:02:38.239><c> founder</c>

00:02:38.750 --> 00:02:38.760 align:start position:0%
and then you're also a startup founder
 

00:02:38.760 --> 00:02:41.430 align:start position:0%
and then you're also a startup founder
right<00:02:39.000><c> so</c><00:02:39.840><c> I</c><00:02:39.920><c> remember</c><00:02:40.200><c> you</c><00:02:40.319><c> were</c><00:02:40.599><c> the</c><00:02:41.319><c> the</c>

00:02:41.430 --> 00:02:41.440 align:start position:0%
right so I remember you were the the
 

00:02:41.440 --> 00:02:44.229 align:start position:0%
right so I remember you were the the
founder<00:02:41.840><c> of</c><00:02:42.280><c> lanard</c><00:02:43.239><c> a</c><00:02:43.400><c> conference</c><00:02:43.800><c> Direction</c>

00:02:44.229 --> 00:02:44.239 align:start position:0%
founder of lanard a conference Direction
 

00:02:44.239 --> 00:02:47.350 align:start position:0%
founder of lanard a conference Direction
site<00:02:44.640><c> which</c><00:02:44.840><c> was</c><00:02:45.440><c> funded</c><00:02:45.720><c> by</c><00:02:45.920><c> y</c><00:02:46.360><c> combinator</c>

00:02:47.350 --> 00:02:47.360 align:start position:0%
site which was funded by y combinator
 

00:02:47.360 --> 00:02:48.790 align:start position:0%
site which was funded by y combinator
acquired<00:02:47.720><c> by</c><00:02:47.879><c> event</c><00:02:48.200><c> right</c><00:02:48.519><c> and</c><00:02:48.640><c> then</c><00:02:48.720><c> you</c>

00:02:48.790 --> 00:02:48.800 align:start position:0%
acquired by event right and then you
 

00:02:48.800 --> 00:02:50.910 align:start position:0%
acquired by event right and then you
were<00:02:49.080><c> there</c><00:02:49.200><c> for</c><00:02:49.400><c> six</c><00:02:49.640><c> years</c><00:02:49.879><c> as</c><00:02:50.040><c> an</c><00:02:50.159><c> engineer</c>

00:02:50.910 --> 00:02:50.920 align:start position:0%
were there for six years as an engineer
 

00:02:50.920 --> 00:02:52.790 align:start position:0%
were there for six years as an engineer
as<00:02:51.040><c> a</c><00:02:51.159><c> manager</c><00:02:51.519><c> so</c><00:02:51.680><c> you've</c><00:02:51.879><c> really</c><00:02:52.040><c> done</c><00:02:52.480><c> all</c>

00:02:52.790 --> 00:02:52.800 align:start position:0%
as a manager so you've really done all
 

00:02:52.800 --> 00:02:54.910 align:start position:0%
as a manager so you've really done all
all<00:02:52.920><c> of</c><00:02:53.040><c> the</c><00:02:53.159><c> things</c><00:02:53.440><c> open</c><00:02:53.720><c> source</c><00:02:54.360><c> founder</c>

00:02:54.910 --> 00:02:54.920 align:start position:0%
all of the things open source founder
 

00:02:54.920 --> 00:02:57.509 align:start position:0%
all of the things open source founder
working<00:02:55.239><c> at</c><00:02:55.360><c> a</c><00:02:55.480><c> large</c><00:02:55.760><c> company</c><00:02:56.640><c> yeah</c><00:02:56.879><c> I</c><00:02:57.000><c> got</c><00:02:57.200><c> to</c>

00:02:57.509 --> 00:02:57.519 align:start position:0%
working at a large company yeah I got to
 

00:02:57.519 --> 00:02:59.550 align:start position:0%
working at a large company yeah I got to
um<00:02:57.840><c> I</c><00:02:57.920><c> got</c><00:02:58.080><c> to</c><00:02:58.200><c> do</c><00:02:58.480><c> the</c><00:02:58.680><c> the</c><00:02:58.840><c> the</c><00:02:58.959><c> startup</c><00:02:59.400><c> to</c>

00:02:59.550 --> 00:02:59.560 align:start position:0%
um I got to do the the the startup to
 

00:02:59.560 --> 00:03:01.430 align:start position:0%
um I got to do the the the startup to
large<00:02:59.959><c> company</c><00:03:00.280><c> thing</c><00:03:00.480><c> is</c><00:03:00.680><c> is</c><00:03:00.879><c> particularly</c>

00:03:01.430 --> 00:03:01.440 align:start position:0%
large company thing is is particularly
 

00:03:01.440 --> 00:03:03.350 align:start position:0%
large company thing is is particularly
interesting<00:03:02.080><c> you</c><00:03:02.200><c> know</c><00:03:02.400><c> like</c><00:03:02.560><c> moving</c><00:03:02.959><c> from</c>

00:03:03.350 --> 00:03:03.360 align:start position:0%
interesting you know like moving from
 

00:03:03.360 --> 00:03:05.070 align:start position:0%
interesting you know like moving from
moving<00:03:03.680><c> at</c><00:03:03.840><c> the</c><00:03:04.000><c> speed</c><00:03:04.239><c> of</c><00:03:04.360><c> a</c><00:03:04.519><c> startup</c><00:03:04.920><c> to</c>

00:03:05.070 --> 00:03:05.080 align:start position:0%
moving at the speed of a startup to
 

00:03:05.080 --> 00:03:06.470 align:start position:0%
moving at the speed of a startup to
moving<00:03:05.319><c> at</c><00:03:05.400><c> the</c><00:03:05.480><c> speed</c><00:03:05.680><c> of</c><00:03:05.760><c> a</c><00:03:05.920><c> much</c><00:03:06.120><c> larger</c>

00:03:06.470 --> 00:03:06.480 align:start position:0%
moving at the speed of a much larger
 

00:03:06.480 --> 00:03:08.550 align:start position:0%
moving at the speed of a much larger
company<00:03:06.959><c> where</c><00:03:07.360><c> bugs</c><00:03:07.799><c> matter</c><00:03:08.120><c> and</c><00:03:08.319><c> people</c>

00:03:08.550 --> 00:03:08.560 align:start position:0%
company where bugs matter and people
 

00:03:08.560 --> 00:03:11.070 align:start position:0%
company where bugs matter and people
lose<00:03:08.840><c> money</c><00:03:09.120><c> if</c><00:03:09.239><c> your</c><00:03:09.440><c> software</c><00:03:09.879><c> breaks</c><00:03:10.879><c> when</c>

00:03:11.070 --> 00:03:11.080 align:start position:0%
lose money if your software breaks when
 

00:03:11.080 --> 00:03:12.190 align:start position:0%
lose money if your software breaks when
I<00:03:11.239><c> started</c>

00:03:12.190 --> 00:03:12.200 align:start position:0%
I started
 

00:03:12.200 --> 00:03:15.550 align:start position:0%
I started
to<00:03:13.200><c> notice</c><00:03:13.599><c> you</c><00:03:13.799><c> more</c><00:03:14.280><c> is</c><00:03:14.560><c> when</c><00:03:15.000><c> around</c><00:03:15.440><c> the</c>

00:03:15.550 --> 00:03:15.560 align:start position:0%
to notice you more is when around the
 

00:03:15.560 --> 00:03:17.589 align:start position:0%
to notice you more is when around the
time<00:03:15.799><c> when</c><00:03:15.920><c> chat</c><00:03:16.120><c> GPT</c><00:03:16.599><c> came</c><00:03:16.760><c> out</c><00:03:17.000><c> and</c><00:03:17.159><c> you</c><00:03:17.280><c> were</c>

00:03:17.589 --> 00:03:17.599 align:start position:0%
time when chat GPT came out and you were
 

00:03:17.599 --> 00:03:19.990 align:start position:0%
time when chat GPT came out and you were
very<00:03:17.920><c> Hands-On</c><00:03:18.599><c> in</c><00:03:18.959><c> trying</c><00:03:19.319><c> out</c><00:03:19.640><c> what</c><00:03:19.840><c> this</c>

00:03:19.990 --> 00:03:20.000 align:start position:0%
very Hands-On in trying out what this
 

00:03:20.000 --> 00:03:21.710 align:start position:0%
very Hands-On in trying out what this
works<00:03:20.280><c> for</c><00:03:20.440><c> your</c><00:03:20.680><c> development</c><00:03:21.120><c> workflow</c><00:03:21.640><c> you</c>

00:03:21.710 --> 00:03:21.720 align:start position:0%
works for your development workflow you
 

00:03:21.720 --> 00:03:25.110 align:start position:0%
works for your development workflow you
shared<00:03:22.400><c> a</c><00:03:22.519><c> lot</c><00:03:22.680><c> of</c><00:03:22.879><c> things</c><00:03:23.280><c> on</c><00:03:23.440><c> your</c><00:03:23.879><c> blog</c><00:03:24.879><c> and</c>

00:03:25.110 --> 00:03:25.120 align:start position:0%
shared a lot of things on your blog and
 

00:03:25.120 --> 00:03:26.149 align:start position:0%
shared a lot of things on your blog and
really<00:03:25.319><c> this</c><00:03:25.440><c> is</c><00:03:25.519><c> what</c><00:03:25.640><c> we're</c><00:03:25.760><c> going</c><00:03:25.840><c> to</c><00:03:26.000><c> talk</c>

00:03:26.149 --> 00:03:26.159 align:start position:0%
really this is what we're going to talk
 

00:03:26.159 --> 00:03:28.670 align:start position:0%
really this is what we're going to talk
about<00:03:26.360><c> today</c><00:03:27.159><c> uh</c><00:03:27.319><c> your</c><00:03:27.799><c> firsthand</c><00:03:28.239><c> learnings</c>

00:03:28.670 --> 00:03:28.680 align:start position:0%
about today uh your firsthand learnings
 

00:03:28.680 --> 00:03:31.550 align:start position:0%
about today uh your firsthand learnings
about<00:03:28.959><c> how</c><00:03:29.159><c> this</c><00:03:29.319><c> AI</c><00:03:30.040><c> development</c><00:03:30.799><c> helps</c><00:03:31.239><c> your</c>

00:03:31.550 --> 00:03:31.560 align:start position:0%
about how this AI development helps your
 

00:03:31.560 --> 00:03:33.869 align:start position:0%
about how this AI development helps your
specific<00:03:31.959><c> workflow</c><00:03:32.959><c> where</c><00:03:33.120><c> it</c><00:03:33.280><c> doesn't</c><00:03:33.560><c> help</c>

00:03:33.869 --> 00:03:33.879 align:start position:0%
specific workflow where it doesn't help
 

00:03:33.879 --> 00:03:35.990 align:start position:0%
specific workflow where it doesn't help
and<00:03:34.080><c> and</c><00:03:34.319><c> what</c><00:03:34.439><c> you've</c><00:03:34.640><c> learned</c><00:03:35.040><c> through</c><00:03:35.280><c> this</c>

00:03:35.990 --> 00:03:36.000 align:start position:0%
and and what you've learned through this
 

00:03:36.000 --> 00:03:39.110 align:start position:0%
and and what you've learned through this
how<00:03:36.120><c> many</c><00:03:36.319><c> years</c><00:03:36.519><c> has</c><00:03:36.640><c> it</c><00:03:36.799><c> been</c><00:03:37.000><c> two</c><00:03:37.400><c> 3</c><00:03:37.640><c> years</c>

00:03:39.110 --> 00:03:39.120 align:start position:0%
how many years has it been two 3 years
 

00:03:39.120 --> 00:03:42.949 align:start position:0%
how many years has it been two 3 years
of<00:03:40.120><c> well</c><00:03:40.400><c> um</c><00:03:40.519><c> so</c><00:03:40.680><c> I</c><00:03:40.760><c> was</c><00:03:40.879><c> on</c><00:03:41.080><c> GPT</c><00:03:41.640><c> 3</c><00:03:42.239><c> before</c><00:03:42.680><c> chat</c>

00:03:42.949 --> 00:03:42.959 align:start position:0%
of well um so I was on GPT 3 before chat
 

00:03:42.959 --> 00:03:45.630 align:start position:0%
of well um so I was on GPT 3 before chat
GPT<00:03:43.560><c> came</c><00:03:43.720><c> out</c><00:03:43.959><c> so</c><00:03:44.120><c> I'm</c><00:03:44.239><c> at</c><00:03:44.400><c> about</c><00:03:45.000><c> I'm</c><00:03:45.200><c> verging</c>

00:03:45.630 --> 00:03:45.640 align:start position:0%
GPT came out so I'm at about I'm verging
 

00:03:45.640 --> 00:03:47.550 align:start position:0%
GPT came out so I'm at about I'm verging
on<00:03:45.920><c> three</c><00:03:46.239><c> years</c><00:03:46.519><c> of</c><00:03:46.680><c> using</c><00:03:46.959><c> this</c><00:03:47.159><c> stuff</c>

00:03:47.550 --> 00:03:47.560 align:start position:0%
on three years of using this stuff
 

00:03:47.560 --> 00:03:50.390 align:start position:0%
on three years of using this stuff
frequently<00:03:48.560><c> um</c><00:03:48.760><c> it</c><00:03:48.920><c> got</c><00:03:49.439><c> exciting</c><00:03:49.959><c> when</c><00:03:50.159><c> chat</c>

00:03:50.390 --> 00:03:50.400 align:start position:0%
frequently um it got exciting when chat
 

00:03:50.400 --> 00:03:52.509 align:start position:0%
frequently um it got exciting when chat
GPT<00:03:50.840><c> came</c><00:03:50.959><c> out</c><00:03:51.120><c> gpt3</c><00:03:51.760><c> was</c><00:03:51.879><c> interesting</c><00:03:52.360><c> but</c>

00:03:52.509 --> 00:03:52.519 align:start position:0%
GPT came out gpt3 was interesting but
 

00:03:52.519 --> 00:03:54.949 align:start position:0%
GPT came out gpt3 was interesting but
chat<00:03:53.000><c> GPT</c><00:03:54.000><c> that's</c><00:03:54.239><c> when</c><00:03:54.400><c> the</c><00:03:54.560><c> whole</c><00:03:54.720><c> world</c>

00:03:54.949 --> 00:03:54.959 align:start position:0%
chat GPT that's when the whole world
 

00:03:54.959 --> 00:03:57.710 align:start position:0%
chat GPT that's when the whole world
started<00:03:55.319><c> paying</c><00:03:55.599><c> attention</c><00:03:55.920><c> to</c><00:03:56.120><c> it</c><00:03:56.959><c> to</c><00:03:57.280><c> kick</c>

00:03:57.710 --> 00:03:57.720 align:start position:0%
started paying attention to it to kick
 

00:03:57.720 --> 00:04:00.229 align:start position:0%
started paying attention to it to kick
off<00:03:58.720><c> I'm</c><00:03:58.920><c> I'm</c><00:03:59.079><c> interested</c>

00:04:00.229 --> 00:04:00.239 align:start position:0%
off I'm I'm interested
 

00:04:00.239 --> 00:04:03.670 align:start position:0%
off I'm I'm interested
in<00:04:01.159><c> how</c><00:04:01.560><c> you</c><00:04:01.760><c> got</c><00:04:02.000><c> started</c><00:04:02.560><c> with</c><00:04:03.159><c> with</c><00:04:03.439><c> these</c>

00:04:03.670 --> 00:04:03.680 align:start position:0%
in how you got started with with these
 

00:04:03.680 --> 00:04:05.949 align:start position:0%
in how you got started with with these
large<00:04:04.000><c> language</c><00:04:04.360><c> model</c><00:04:04.720><c> tools</c><00:04:05.519><c> what</c><00:04:05.680><c> what</c><00:04:05.799><c> was</c>

00:04:05.949 --> 00:04:05.959 align:start position:0%
large language model tools what what was
 

00:04:05.959 --> 00:04:07.630 align:start position:0%
large language model tools what what was
the<00:04:06.319><c> you</c><00:04:06.439><c> know</c><00:04:06.640><c> first</c><00:04:06.879><c> time</c><00:04:07.000><c> you</c><00:04:07.120><c> came</c><00:04:07.319><c> across</c>

00:04:07.630 --> 00:04:07.640 align:start position:0%
the you know first time you came across
 

00:04:07.640 --> 00:04:09.229 align:start position:0%
the you know first time you came across
them<00:04:07.879><c> man</c><00:04:08.200><c> and</c><00:04:08.439><c> you're</c><00:04:08.680><c> like</c><00:04:08.840><c> all</c><00:04:08.959><c> right</c><00:04:09.120><c> let</c>

00:04:09.229 --> 00:04:09.239 align:start position:0%
them man and you're like all right let
 

00:04:09.239 --> 00:04:11.630 align:start position:0%
them man and you're like all right let
me<00:04:09.319><c> get</c><00:04:09.480><c> as</c><00:04:09.599><c> a</c><00:04:09.879><c> goal</c><00:04:10.879><c> so</c><00:04:11.040><c> I've</c><00:04:11.200><c> been</c><00:04:11.360><c> paying</c>

00:04:11.630 --> 00:04:11.640 align:start position:0%
me get as a goal so I've been paying
 

00:04:11.640 --> 00:04:13.069 align:start position:0%
me get as a goal so I've been paying
attention<00:04:11.959><c> to</c><00:04:12.159><c> the</c><00:04:12.280><c> field</c><00:04:12.560><c> of</c><00:04:12.760><c> machine</c>

00:04:13.069 --> 00:04:13.079 align:start position:0%
attention to the field of machine
 

00:04:13.079 --> 00:04:15.390 align:start position:0%
attention to the field of machine
learning<00:04:13.760><c> on</c><00:04:13.920><c> a</c><00:04:14.040><c> sort</c><00:04:14.239><c> of</c><00:04:14.400><c> as</c><00:04:14.480><c> a</c><00:04:14.599><c> sort</c><00:04:14.760><c> of</c><00:04:14.959><c> like</c>

00:04:15.390 --> 00:04:15.400 align:start position:0%
learning on a sort of as a sort of like
 

00:04:15.400 --> 00:04:18.349 align:start position:0%
learning on a sort of as a sort of like
side<00:04:16.320><c> side</c><00:04:16.639><c> interest</c><00:04:17.120><c> for</c><00:04:17.519><c> five</c><00:04:17.720><c> or</c><00:04:17.880><c> six</c><00:04:18.079><c> years</c>

00:04:18.349 --> 00:04:18.359 align:start position:0%
side side interest for five or six years
 

00:04:18.359 --> 00:04:20.590 align:start position:0%
side side interest for five or six years
I<00:04:18.440><c> did</c><00:04:18.680><c> the</c><00:04:18.919><c> um</c><00:04:19.079><c> the</c><00:04:19.239><c> fast</c><00:04:19.600><c> AI</c><00:04:19.959><c> course</c><00:04:20.280><c> Jeremy</c>

00:04:20.590 --> 00:04:20.600 align:start position:0%
I did the um the fast AI course Jeremy
 

00:04:20.600 --> 00:04:22.830 align:start position:0%
I did the um the fast AI course Jeremy
Howard's<00:04:21.000><c> course</c><00:04:21.239><c> back</c><00:04:21.359><c> in</c><00:04:21.479><c> I</c><00:04:21.600><c> think</c>

00:04:22.830 --> 00:04:22.840 align:start position:0%
Howard's course back in I think
 

00:04:22.840 --> 00:04:27.150 align:start position:0%
Howard's course back in I think
2018<00:04:23.840><c> and</c><00:04:24.280><c> then</c><00:04:24.800><c> um</c><00:04:25.240><c> when</c><00:04:25.479><c> and</c><00:04:25.600><c> then</c><00:04:25.919><c> gpt2</c><00:04:26.919><c> came</c>

00:04:27.150 --> 00:04:27.160 align:start position:0%
2018 and then um when and then gpt2 came
 

00:04:27.160 --> 00:04:31.469 align:start position:0%
2018 and then um when and then gpt2 came
out<00:04:27.759><c> in</c><00:04:28.520><c> was</c><00:04:28.680><c> that</c><00:04:28.880><c> 2019</c><00:04:29.960><c> 20</c><00:04:30.360><c> yeah</c><00:04:30.479><c> it's</c><00:04:30.680><c> 2019</c>

00:04:31.469 --> 00:04:31.479 align:start position:0%
out in was that 2019 20 yeah it's 2019
 

00:04:31.479 --> 00:04:34.469 align:start position:0%
out in was that 2019 20 yeah it's 2019
gpt2<00:04:32.199><c> was</c><00:04:32.320><c> happening</c><00:04:33.160><c> which</c><00:04:33.360><c> was</c><00:04:33.960><c> the</c><00:04:34.199><c> first</c>

00:04:34.469 --> 00:04:34.479 align:start position:0%
gpt2 was happening which was the first
 

00:04:34.479 --> 00:04:36.550 align:start position:0%
gpt2 was happening which was the first
of<00:04:34.680><c> these</c><00:04:34.840><c> models</c><00:04:35.400><c> that</c><00:04:35.960><c> you</c><00:04:36.080><c> could</c><00:04:36.240><c> see</c><00:04:36.440><c> there</c>

00:04:36.550 --> 00:04:36.560 align:start position:0%
of these models that you could see there
 

00:04:36.560 --> 00:04:38.150 align:start position:0%
of these models that you could see there
was<00:04:36.720><c> something</c><00:04:37.080><c> interesting</c><00:04:37.600><c> there</c><00:04:37.919><c> but</c><00:04:38.039><c> it</c>

00:04:38.150 --> 00:04:38.160 align:start position:0%
was something interesting there but it
 

00:04:38.160 --> 00:04:40.550 align:start position:0%
was something interesting there but it
was<00:04:38.400><c> not</c><00:04:38.800><c> very</c><00:04:39.280><c> good</c><00:04:39.720><c> like</c><00:04:39.919><c> it</c><00:04:40.080><c> could</c><00:04:40.440><c> you</c>

00:04:40.550 --> 00:04:40.560 align:start position:0%
was not very good like it could you
 

00:04:40.560 --> 00:04:42.310 align:start position:0%
was not very good like it could you
could<00:04:40.720><c> give</c><00:04:40.840><c> it</c><00:04:41.000><c> text</c><00:04:41.320><c> to</c><00:04:41.479><c> sort</c><00:04:41.680><c> of</c><00:04:41.800><c> complete</c><00:04:42.120><c> a</c>

00:04:42.310 --> 00:04:42.320 align:start position:0%
could give it text to sort of complete a
 

00:04:42.320 --> 00:04:43.830 align:start position:0%
could give it text to sort of complete a
sentence<00:04:42.800><c> and</c><00:04:43.280><c> sometimes</c><00:04:43.520><c> it</c><00:04:43.600><c> would</c><00:04:43.720><c> be</c>

00:04:43.830 --> 00:04:43.840 align:start position:0%
sentence and sometimes it would be
 

00:04:43.840 --> 00:04:45.670 align:start position:0%
sentence and sometimes it would be
useful<00:04:44.360><c> and</c><00:04:44.479><c> I</c><00:04:44.560><c> did</c><00:04:44.680><c> an</c><00:04:44.800><c> experiment</c><00:04:45.240><c> back</c><00:04:45.400><c> then</c>

00:04:45.670 --> 00:04:45.680 align:start position:0%
useful and I did an experiment back then
 

00:04:45.680 --> 00:04:48.270 align:start position:0%
useful and I did an experiment back then
where<00:04:45.919><c> I</c><00:04:46.080><c> tried</c><00:04:46.400><c> to</c><00:04:46.600><c> generate</c><00:04:47.400><c> New</c><00:04:47.639><c> York</c><00:04:47.919><c> Times</c>

00:04:48.270 --> 00:04:48.280 align:start position:0%
where I tried to generate New York Times
 

00:04:48.280 --> 00:04:50.350 align:start position:0%
where I tried to generate New York Times
headlines<00:04:48.680><c> for</c><00:04:48.880><c> different</c><00:04:49.280><c> decades</c><00:04:50.199><c> by</c>

00:04:50.350 --> 00:04:50.360 align:start position:0%
headlines for different decades by
 

00:04:50.360 --> 00:04:52.270 align:start position:0%
headlines for different decades by
feeding<00:04:50.800><c> in</c><00:04:51.080><c> say</c><00:04:51.440><c> all</c><00:04:51.680><c> the</c><00:04:51.759><c> New</c><00:04:51.880><c> York</c><00:04:52.080><c> Times</c>

00:04:52.270 --> 00:04:52.280 align:start position:0%
feeding in say all the New York Times
 

00:04:52.280 --> 00:04:54.310 align:start position:0%
feeding in say all the New York Times
headlines<00:04:52.600><c> in</c><00:04:52.720><c> the</c><00:04:52.800><c> 1950s</c><00:04:53.479><c> then</c><00:04:53.600><c> the</c><00:04:53.759><c> 1960s</c>

00:04:54.310 --> 00:04:54.320 align:start position:0%
headlines in the 1950s then the 1960s
 

00:04:54.320 --> 00:04:56.830 align:start position:0%
headlines in the 1950s then the 1960s
and<00:04:54.479><c> 1970s</c><00:04:55.199><c> and</c><00:04:55.360><c> then</c><00:04:55.680><c> giving</c><00:04:55.919><c> it</c><00:04:56.160><c> stories</c><00:04:56.560><c> to</c>

00:04:56.830 --> 00:04:56.840 align:start position:0%
and 1970s and then giving it stories to
 

00:04:56.840 --> 00:04:59.990 align:start position:0%
and 1970s and then giving it stories to
complete<00:04:57.240><c> now</c><00:04:57.880><c> and</c><00:04:58.400><c> I</c><00:04:58.560><c> poked</c><00:04:58.840><c> around</c><00:04:59.039><c> for</c><00:04:59.240><c> it</c>

00:04:59.990 --> 00:05:00.000 align:start position:0%
complete now and I poked around for it
 

00:05:00.000 --> 00:05:02.629 align:start position:0%
complete now and I poked around for it
the<00:05:00.160><c> the</c><00:05:00.280><c> results</c><00:05:00.600><c> were</c><00:05:00.759><c> not</c><00:05:01.080><c> exactly</c><00:05:02.080><c> super</c>

00:05:02.629 --> 00:05:02.639 align:start position:0%
the the results were not exactly super
 

00:05:02.639 --> 00:05:05.590 align:start position:0%
the the results were not exactly super
exciting<00:05:03.639><c> um</c><00:05:04.520><c> and</c><00:05:04.639><c> I</c><00:05:04.759><c> kind</c><00:05:04.880><c> of</c><00:05:05.039><c> lost</c><00:05:05.280><c> interest</c>

00:05:05.590 --> 00:05:05.600 align:start position:0%
exciting um and I kind of lost interest
 

00:05:05.600 --> 00:05:08.350 align:start position:0%
exciting um and I kind of lost interest
at<00:05:05.720><c> that</c><00:05:05.840><c> point</c><00:05:06.039><c> to</c><00:05:06.160><c> be</c><00:05:06.280><c> honest</c><00:05:06.800><c> and</c><00:05:06.960><c> then</c><00:05:07.360><c> gpt3</c>

00:05:08.350 --> 00:05:08.360 align:start position:0%
at that point to be honest and then gpt3
 

00:05:08.360 --> 00:05:09.510 align:start position:0%
at that point to be honest and then gpt3
which<00:05:08.560><c> came</c><00:05:08.720><c> out</c><00:05:08.840><c> in</c>

00:05:09.510 --> 00:05:09.520 align:start position:0%
which came out in
 

00:05:09.520 --> 00:05:11.990 align:start position:0%
which came out in
2020<00:05:10.520><c> um</c><00:05:10.639><c> but</c><00:05:10.919><c> sort</c><00:05:11.080><c> of</c><00:05:11.240><c> began</c><00:05:11.520><c> to</c><00:05:11.639><c> be</c><00:05:11.759><c> more</c>

00:05:11.990 --> 00:05:12.000 align:start position:0%
2020 um but sort of began to be more
 

00:05:12.000 --> 00:05:13.550 align:start position:0%
2020 um but sort of began to be more
available<00:05:12.400><c> in</c>

00:05:13.550 --> 00:05:13.560 align:start position:0%
available in
 

00:05:13.560 --> 00:05:15.790 align:start position:0%
available in
2021<00:05:14.560><c> that's</c><00:05:14.759><c> when</c><00:05:15.000><c> things</c><00:05:15.160><c> started</c><00:05:15.479><c> getting</c>

00:05:15.790 --> 00:05:15.800 align:start position:0%
2021 that's when things started getting
 

00:05:15.800 --> 00:05:17.430 align:start position:0%
2021 that's when things started getting
super<00:05:16.080><c> interesting</c><00:05:16.560><c> because</c><00:05:16.720><c> GPT</c><00:05:17.199><c> was</c><00:05:17.320><c> the</c>

00:05:17.430 --> 00:05:17.440 align:start position:0%
super interesting because GPT was the
 

00:05:17.440 --> 00:05:19.670 align:start position:0%
super interesting because GPT was the
first<00:05:17.639><c> of</c><00:05:17.759><c> these</c><00:05:17.960><c> models</c><00:05:18.400><c> that</c><00:05:18.560><c> was</c><00:05:19.280><c> large</c>

00:05:19.670 --> 00:05:19.680 align:start position:0%
first of these models that was large
 

00:05:19.680 --> 00:05:21.430 align:start position:0%
first of these models that was large
enough<00:05:19.919><c> that</c><00:05:20.039><c> it</c><00:05:20.160><c> could</c><00:05:20.319><c> actually</c><00:05:20.600><c> do</c><00:05:20.880><c> useful</c>

00:05:21.430 --> 00:05:21.440 align:start position:0%
enough that it could actually do useful
 

00:05:21.440 --> 00:05:24.270 align:start position:0%
enough that it could actually do useful
things<00:05:22.360><c> and</c><00:05:22.600><c> um</c><00:05:22.919><c> one</c><00:05:23.080><c> of</c><00:05:23.199><c> the</c><00:05:23.360><c> earliest</c><00:05:23.960><c> code</c>

00:05:24.270 --> 00:05:24.280 align:start position:0%
things and um one of the earliest code
 

00:05:24.280 --> 00:05:26.629 align:start position:0%
things and um one of the earliest code
things<00:05:24.560><c> I</c><00:05:24.639><c> was</c><00:05:24.759><c> using</c><00:05:25.000><c> it</c><00:05:25.160><c> for</c><00:05:25.479><c> was</c><00:05:25.880><c> um</c><00:05:26.400><c> I</c><00:05:26.479><c> think</c>

00:05:26.629 --> 00:05:26.639 align:start position:0%
things I was using it for was um I think
 

00:05:26.639 --> 00:05:29.710 align:start position:0%
things I was using it for was um I think
I<00:05:26.720><c> was</c><00:05:26.840><c> using</c><00:05:27.080><c> it</c><00:05:27.199><c> for</c><00:05:27.520><c> JQ</c><00:05:28.520><c> the</c><00:05:28.800><c> The</c><00:05:29.000><c> Little</c><00:05:29.240><c> Jon</c>

00:05:29.710 --> 00:05:29.720 align:start position:0%
I was using it for JQ the The Little Jon
 

00:05:29.720 --> 00:05:31.189 align:start position:0%
I was using it for JQ the The Little Jon
on<00:05:29.840><c> programming</c><00:05:30.319><c> language</c><00:05:30.919><c> which</c><00:05:31.039><c> I've</c>

00:05:31.189 --> 00:05:31.199 align:start position:0%
on programming language which I've
 

00:05:31.199 --> 00:05:33.230 align:start position:0%
on programming language which I've
always<00:05:31.400><c> found</c><00:05:31.639><c> really</c><00:05:32.120><c> difficult</c><00:05:32.759><c> um</c><00:05:32.960><c> it</c><00:05:33.120><c> just</c>

00:05:33.230 --> 00:05:33.240 align:start position:0%
always found really difficult um it just
 

00:05:33.240 --> 00:05:35.189 align:start position:0%
always found really difficult um it just
doesn't<00:05:33.600><c> quite</c><00:05:33.800><c> fit</c><00:05:33.960><c> in</c><00:05:34.120><c> my</c><00:05:34.319><c> head</c><00:05:34.880><c> and</c><00:05:34.960><c> I</c><00:05:35.039><c> was</c>

00:05:35.189 --> 00:05:35.199 align:start position:0%
doesn't quite fit in my head and I was
 

00:05:35.199 --> 00:05:37.710 align:start position:0%
doesn't quite fit in my head and I was
finding<00:05:35.520><c> that</c><00:05:35.759><c> gpt3</c><00:05:36.560><c> if</c><00:05:36.680><c> I</c><00:05:37.039><c> prompted</c><00:05:37.440><c> it</c><00:05:37.600><c> in</c>

00:05:37.710 --> 00:05:37.720 align:start position:0%
finding that gpt3 if I prompted it in
 

00:05:37.720 --> 00:05:39.029 align:start position:0%
finding that gpt3 if I prompted it in
the<00:05:37.880><c> right</c><00:05:38.039><c> way</c><00:05:38.199><c> and</c><00:05:38.360><c> this</c><00:05:38.440><c> was</c><00:05:38.560><c> a</c><00:05:38.680><c> model</c><00:05:38.919><c> where</c>

00:05:39.029 --> 00:05:39.039 align:start position:0%
the right way and this was a model where
 

00:05:39.039 --> 00:05:41.150 align:start position:0%
the right way and this was a model where
you<00:05:39.199><c> had</c><00:05:39.319><c> to</c><00:05:39.479><c> do</c><00:05:39.800><c> the</c><00:05:40.199><c> um</c><00:05:40.560><c> the</c><00:05:40.720><c> completion</c>

00:05:41.150 --> 00:05:41.160 align:start position:0%
you had to do the um the completion
 

00:05:41.160 --> 00:05:42.550 align:start position:0%
you had to do the um the completion
prompt<00:05:41.479><c> so</c><00:05:41.560><c> you</c><00:05:41.680><c> don't</c><00:05:41.840><c> ask</c><00:05:42.039><c> it</c><00:05:42.160><c> a</c><00:05:42.280><c> question</c>

00:05:42.550 --> 00:05:42.560 align:start position:0%
prompt so you don't ask it a question
 

00:05:42.560 --> 00:05:44.909 align:start position:0%
prompt so you don't ask it a question
get<00:05:42.680><c> an</c><00:05:42.759><c> answer</c><00:05:43.000><c> you</c><00:05:43.120><c> say</c><00:05:43.639><c> the</c><00:05:43.800><c> JQ</c><00:05:44.319><c> needed</c><00:05:44.720><c> to</c>

00:05:44.909 --> 00:05:44.919 align:start position:0%
get an answer you say the JQ needed to
 

00:05:44.919 --> 00:05:47.710 align:start position:0%
get an answer you say the JQ needed to
turn<00:05:45.199><c> this</c><00:05:45.360><c> into</c><00:05:45.720><c> this</c><00:05:46.039><c> is</c><00:05:46.840><c> and</c><00:05:46.960><c> then</c><00:05:47.080><c> you</c><00:05:47.280><c> stop</c>

00:05:47.710 --> 00:05:47.720 align:start position:0%
turn this into this is and then you stop
 

00:05:47.720 --> 00:05:49.110 align:start position:0%
turn this into this is and then you stop
and<00:05:47.800><c> you</c><00:05:47.919><c> run</c><00:05:48.120><c> that</c><00:05:48.280><c> in</c><00:05:48.360><c> the</c><00:05:48.479><c> model</c><00:05:48.880><c> and</c><00:05:49.000><c> it</c>

00:05:49.110 --> 00:05:49.120 align:start position:0%
and you run that in the model and it
 

00:05:49.120 --> 00:05:51.309 align:start position:0%
and you run that in the model and it
finishes<00:05:49.560><c> the</c><00:05:49.720><c> sentence</c><00:05:50.600><c> which</c><00:05:50.840><c> I</c><00:05:50.960><c> think</c><00:05:51.160><c> is</c>

00:05:51.309 --> 00:05:51.319 align:start position:0%
finishes the sentence which I think is
 

00:05:51.319 --> 00:05:52.749 align:start position:0%
finishes the sentence which I think is
the<00:05:51.440><c> reason</c><00:05:51.800><c> most</c><00:05:52.000><c> people</c><00:05:52.199><c> weren't</c><00:05:52.520><c> playing</c>

00:05:52.749 --> 00:05:52.759 align:start position:0%
the reason most people weren't playing
 

00:05:52.759 --> 00:05:54.670 align:start position:0%
the reason most people weren't playing
with<00:05:52.840><c> it</c><00:05:53.000><c> it's</c><00:05:53.160><c> a</c><00:05:53.400><c> weird</c><00:05:53.800><c> way</c><00:05:53.960><c> of</c><00:05:54.120><c> interacting</c>

00:05:54.670 --> 00:05:54.680 align:start position:0%
with it it's a weird way of interacting
 

00:05:54.680 --> 00:05:57.629 align:start position:0%
with it it's a weird way of interacting
with<00:05:54.840><c> something</c><00:05:55.600><c> like</c><00:05:55.720><c> in</c><00:05:55.880><c> many</c><00:05:56.280><c> ways</c><00:05:57.280><c> the</c><00:05:57.400><c> big</c>

00:05:57.629 --> 00:05:57.639 align:start position:0%
with something like in many ways the big
 

00:05:57.639 --> 00:05:59.950 align:start position:0%
with something like in many ways the big
innovation<00:05:58.039><c> of</c><00:05:58.199><c> chat</c><00:05:58.440><c> GPT</c><00:05:59.120><c> was</c><00:05:59.240><c> they</c><00:05:59.360><c> had</c><00:05:59.680><c> talk</c>

00:05:59.950 --> 00:05:59.960 align:start position:0%
innovation of chat GPT was they had talk
 

00:05:59.960 --> 00:06:01.790 align:start position:0%
innovation of chat GPT was they had talk
they<00:06:00.039><c> added</c><00:06:00.319><c> a</c><00:06:00.440><c> chat</c><00:06:00.800><c> interface</c><00:06:01.319><c> on</c><00:06:01.520><c> top</c><00:06:01.680><c> of</c>

00:06:01.790 --> 00:06:01.800 align:start position:0%
they added a chat interface on top of
 

00:06:01.800 --> 00:06:03.469 align:start position:0%
they added a chat interface on top of
this<00:06:01.960><c> model</c><00:06:02.680><c> and</c><00:06:02.759><c> so</c><00:06:02.960><c> now</c><00:06:03.120><c> you</c><00:06:03.280><c> could</c><00:06:03.400><c> you</c>

00:06:03.469 --> 00:06:03.479 align:start position:0%
this model and so now you could you
 

00:06:03.479 --> 00:06:04.990 align:start position:0%
this model and so now you could you
didn't<00:06:03.759><c> have</c><00:06:03.880><c> to</c><00:06:04.080><c> think</c><00:06:04.319><c> in</c><00:06:04.440><c> terms</c><00:06:04.720><c> of</c>

00:06:04.990 --> 00:06:05.000 align:start position:0%
didn't have to think in terms of
 

00:06:05.000 --> 00:06:06.749 align:start position:0%
didn't have to think in terms of
completions<00:06:05.680><c> you</c><00:06:05.800><c> could</c><00:06:06.120><c> ask</c><00:06:06.319><c> it</c><00:06:06.440><c> a</c><00:06:06.560><c> question</c>

00:06:06.749 --> 00:06:06.759 align:start position:0%
completions you could ask it a question
 

00:06:06.759 --> 00:06:08.830 align:start position:0%
completions you could ask it a question
and<00:06:06.880><c> get</c><00:06:07.000><c> an</c><00:06:07.160><c> answer</c><00:06:07.440><c> back</c><00:06:08.199><c> but</c><00:06:08.400><c> yeah</c><00:06:08.560><c> so</c><00:06:08.759><c> it</c>

00:06:08.830 --> 00:06:08.840 align:start position:0%
and get an answer back but yeah so it
 

00:06:08.840 --> 00:06:12.189 align:start position:0%
and get an answer back but yeah so it
was<00:06:09.120><c> very</c><00:06:09.479><c> clear</c><00:06:10.479><c> back</c><00:06:10.800><c> then</c><00:06:11.160><c> sort</c><00:06:11.360><c> of</c><00:06:11.680><c> um</c><00:06:12.080><c> and</c>

00:06:12.189 --> 00:06:12.199 align:start position:0%
was very clear back then sort of um and
 

00:06:12.199 --> 00:06:13.909 align:start position:0%
was very clear back then sort of um and
that<00:06:12.319><c> was</c><00:06:12.720><c> running</c><00:06:12.960><c> it</c><00:06:13.080><c> for</c><00:06:13.240><c> about</c><00:06:13.400><c> 12</c><00:06:13.680><c> months</c>

00:06:13.909 --> 00:06:13.919 align:start position:0%
that was running it for about 12 months
 

00:06:13.919 --> 00:06:15.469 align:start position:0%
that was running it for about 12 months
before<00:06:14.120><c> chat</c><00:06:14.400><c> GT</c><00:06:14.800><c> came</c><00:06:14.960><c> along</c><00:06:15.280><c> there</c><00:06:15.360><c> was</c>

00:06:15.469 --> 00:06:15.479 align:start position:0%
before chat GT came along there was
 

00:06:15.479 --> 00:06:17.870 align:start position:0%
before chat GT came along there was
something<00:06:15.880><c> really</c><00:06:16.199><c> interesting</c><00:06:16.960><c> about</c><00:06:17.720><c> this</c>

00:06:17.870 --> 00:06:17.880 align:start position:0%
something really interesting about this
 

00:06:17.880 --> 00:06:19.629 align:start position:0%
something really interesting about this
model<00:06:18.120><c> and</c><00:06:18.280><c> what</c><00:06:18.360><c> it</c><00:06:18.479><c> could</c><00:06:18.639><c> do</c><00:06:19.240><c> and</c><00:06:19.360><c> that</c><00:06:19.479><c> was</c>

00:06:19.629 --> 00:06:19.639 align:start position:0%
model and what it could do and that was
 

00:06:19.639 --> 00:06:21.510 align:start position:0%
model and what it could do and that was
also<00:06:19.960><c> the</c><00:06:20.120><c> the</c><00:06:20.240><c> point</c><00:06:20.479><c> where</c><00:06:20.599><c> it</c><00:06:20.960><c> became</c><00:06:21.240><c> clear</c>

00:06:21.510 --> 00:06:21.520 align:start position:0%
also the the point where it became clear
 

00:06:21.520 --> 00:06:23.150 align:start position:0%
also the the point where it became clear
that<00:06:21.919><c> code</c><00:06:22.280><c> was</c><00:06:22.479><c> actually</c><00:06:22.720><c> something</c><00:06:23.000><c> was</c>

00:06:23.150 --> 00:06:23.160 align:start position:0%
that code was actually something was
 

00:06:23.160 --> 00:06:25.390 align:start position:0%
that code was actually something was
surprisingly<00:06:23.840><c> good</c><00:06:24.000><c> at</c><00:06:24.599><c> and</c><00:06:24.759><c> this</c><00:06:25.039><c> um</c><00:06:25.280><c> I</c>

00:06:25.390 --> 00:06:25.400 align:start position:0%
surprisingly good at and this um I
 

00:06:25.400 --> 00:06:26.990 align:start position:0%
surprisingly good at and this um I
talked<00:06:25.599><c> to</c><00:06:25.720><c> somebody</c><00:06:26.039><c> open</c><00:06:26.280><c> AI</c><00:06:26.560><c> I</c><00:06:26.639><c> asked</c><00:06:26.840><c> them</c>

00:06:26.990 --> 00:06:27.000 align:start position:0%
talked to somebody open AI I asked them
 

00:06:27.000 --> 00:06:28.749 align:start position:0%
talked to somebody open AI I asked them
it's<00:06:27.199><c> like</c><00:06:27.599><c> were</c><00:06:27.800><c> you</c><00:06:28.000><c> expecting</c><00:06:28.400><c> it</c><00:06:28.520><c> to</c><00:06:28.599><c> be</c>

00:06:28.749 --> 00:06:28.759 align:start position:0%
it's like were you expecting it to be
 

00:06:28.759 --> 00:06:30.670 align:start position:0%
it's like were you expecting it to be
good<00:06:28.880><c> at</c><00:06:29.039><c> code</c><00:06:29.759><c> and</c><00:06:29.880><c> they</c><00:06:30.000><c> said</c><00:06:30.199><c> you</c><00:06:30.319><c> know</c><00:06:30.560><c> we</c>

00:06:30.670 --> 00:06:30.680 align:start position:0%
good at code and they said you know we
 

00:06:30.680 --> 00:06:32.230 align:start position:0%
good at code and they said you know we
thought<00:06:30.960><c> maybe</c><00:06:31.400><c> but</c><00:06:31.479><c> it</c><00:06:31.599><c> wasn't</c><00:06:31.840><c> one</c><00:06:31.960><c> of</c><00:06:32.080><c> our</c>

00:06:32.230 --> 00:06:32.240 align:start position:0%
thought maybe but it wasn't one of our
 

00:06:32.240 --> 00:06:34.029 align:start position:0%
thought maybe but it wasn't one of our
original<00:06:32.680><c> goals</c><00:06:33.080><c> like</c><00:06:33.319><c> the</c><00:06:33.479><c> original</c><00:06:33.840><c> goals</c>

00:06:34.029 --> 00:06:34.039 align:start position:0%
original goals like the original goals
 

00:06:34.039 --> 00:06:35.309 align:start position:0%
original goals like the original goals
of<00:06:34.160><c> these</c><00:06:34.280><c> models</c><00:06:34.560><c> were</c><00:06:34.720><c> much</c><00:06:34.880><c> more</c><00:06:35.080><c> things</c>

00:06:35.309 --> 00:06:35.319 align:start position:0%
of these models were much more things
 

00:06:35.319 --> 00:06:37.150 align:start position:0%
of these models were much more things
like<00:06:35.599><c> translation</c><00:06:36.160><c> from</c><00:06:36.360><c> one</c><00:06:36.560><c> human</c><00:06:36.840><c> language</c>

00:06:37.150 --> 00:06:37.160 align:start position:0%
like translation from one human language
 

00:06:37.160 --> 00:06:38.990 align:start position:0%
like translation from one human language
to<00:06:37.319><c> another</c><00:06:37.840><c> which</c><00:06:38.120><c> um</c><00:06:38.479><c> which</c><00:06:38.639><c> they</c><00:06:38.759><c> do</c>

00:06:38.990 --> 00:06:39.000 align:start position:0%
to another which um which they do
 

00:06:39.000 --> 00:06:41.790 align:start position:0%
to another which um which they do
incredibly<00:06:39.560><c> well</c><00:06:40.400><c> um</c><00:06:41.199><c> but</c><00:06:41.319><c> when</c><00:06:41.440><c> you</c><00:06:41.599><c> think</c>

00:06:41.790 --> 00:06:41.800 align:start position:0%
incredibly well um but when you think
 

00:06:41.800 --> 00:06:42.990 align:start position:0%
incredibly well um but when you think
about<00:06:41.960><c> it</c><00:06:42.160><c> the</c><00:06:42.240><c> fact</c><00:06:42.400><c> that</c><00:06:42.560><c> they</c><00:06:42.639><c> can</c><00:06:42.759><c> write</c>

00:06:42.990 --> 00:06:43.000 align:start position:0%
about it the fact that they can write
 

00:06:43.000 --> 00:06:44.990 align:start position:0%
about it the fact that they can write
code<00:06:43.280><c> well</c><00:06:43.720><c> isn't</c><00:06:44.039><c> that</c><00:06:44.240><c> surprising</c><00:06:44.720><c> because</c>

00:06:44.990 --> 00:06:45.000 align:start position:0%
code well isn't that surprising because
 

00:06:45.000 --> 00:06:47.150 align:start position:0%
code well isn't that surprising because
C<00:06:45.400><c> code</c><00:06:45.680><c> is</c><00:06:45.840><c> so</c><00:06:46.039><c> much</c><00:06:46.240><c> simpler</c><00:06:46.840><c> than</c><00:06:47.000><c> like</c>

00:06:47.150 --> 00:06:47.160 align:start position:0%
C code is so much simpler than like
 

00:06:47.160 --> 00:06:50.390 align:start position:0%
C code is so much simpler than like
English<00:06:47.479><c> or</c><00:06:47.639><c> Chinese</c><00:06:48.120><c> or</c><00:06:48.319><c> German</c><00:06:49.199><c> like</c><00:06:50.160><c> we</c><00:06:50.280><c> put</c>

00:06:50.390 --> 00:06:50.400 align:start position:0%
English or Chinese or German like we put
 

00:06:50.400 --> 00:06:53.270 align:start position:0%
English or Chinese or German like we put
it<00:06:50.639><c> together</c><00:06:51.639><c> what</c><00:06:51.759><c> we</c><00:06:51.919><c> know</c><00:06:52.400><c> I</c><00:06:52.560><c> I</c><00:06:52.639><c> think</c><00:06:52.840><c> it's</c>

00:06:53.270 --> 00:06:53.280 align:start position:0%
it together what we know I I think it's
 

00:06:53.280 --> 00:06:54.950 align:start position:0%
it together what we know I I think it's
it's<00:06:53.759><c> it's</c><00:06:53.919><c> pretty</c><00:06:54.199><c> obvious</c><00:06:54.479><c> and</c><00:06:54.599><c> I</c><00:06:54.720><c> think</c><00:06:54.840><c> you</c>

00:06:54.950 --> 00:06:54.960 align:start position:0%
it's it's pretty obvious and I think you
 

00:06:54.960 --> 00:06:56.990 align:start position:0%
it's it's pretty obvious and I think you
know<00:06:55.080><c> we'll</c><00:06:55.240><c> talk</c><00:06:55.400><c> about</c><00:06:55.720><c> implications</c><00:06:56.720><c> but</c>

00:06:56.990 --> 00:06:57.000 align:start position:0%
know we'll talk about implications but
 

00:06:57.000 --> 00:06:59.070 align:start position:0%
know we'll talk about implications but
let's<00:06:57.199><c> just</c><00:06:57.400><c> jump</c><00:06:57.599><c> a</c><00:06:57.720><c> little</c><00:06:57.879><c> bit</c><00:06:58.120><c> ahead</c><00:06:58.639><c> so</c><00:06:58.960><c> I</c>

00:06:59.070 --> 00:06:59.080 align:start position:0%
let's just jump a little bit ahead so I
 

00:06:59.080 --> 00:07:01.589 align:start position:0%
let's just jump a little bit ahead so I
think<00:06:59.319><c> like</c><00:06:59.639><c> I</c><00:06:59.840><c> personally</c><00:07:00.319><c> had</c><00:07:00.919><c> a</c><00:07:01.199><c> wow</c><00:07:01.479><c> this</c>

00:07:01.589 --> 00:07:01.599 align:start position:0%
think like I personally had a wow this
 

00:07:01.599 --> 00:07:04.749 align:start position:0%
think like I personally had a wow this
is<00:07:01.800><c> amazing</c><00:07:02.199><c> moment</c><00:07:02.680><c> with</c><00:07:03.080><c> uh</c><00:07:03.319><c> llms</c><00:07:04.319><c> and</c><00:07:04.479><c> then</c>

00:07:04.749 --> 00:07:04.759 align:start position:0%
is amazing moment with uh llms and then
 

00:07:04.759 --> 00:07:06.950 align:start position:0%
is amazing moment with uh llms and then
I've<00:07:04.919><c> also</c><00:07:05.240><c> had</c><00:07:05.400><c> a</c><00:07:05.560><c> bit</c><00:07:05.680><c> of</c><00:07:05.800><c> a</c><00:07:06.039><c> like</c><00:07:06.440><c> scared</c>

00:07:06.950 --> 00:07:06.960 align:start position:0%
I've also had a bit of a like scared
 

00:07:06.960 --> 00:07:10.070 align:start position:0%
I've also had a bit of a like scared
moment<00:07:07.280><c> of</c><00:07:07.879><c> like</c><00:07:08.879><c> is</c><00:07:09.080><c> this</c><00:07:09.599><c> could</c><00:07:09.840><c> this</c>

00:07:10.070 --> 00:07:10.080 align:start position:0%
moment of like is this could this
 

00:07:10.080 --> 00:07:13.189 align:start position:0%
moment of like is this could this
actually<00:07:11.000><c> replace</c><00:07:11.639><c> part</c><00:07:11.800><c> of</c><00:07:12.000><c> what</c><00:07:12.160><c> I</c><00:07:12.319><c> do</c><00:07:13.000><c> or</c>

00:07:13.189 --> 00:07:13.199 align:start position:0%
actually replace part of what I do or
 

00:07:13.199 --> 00:07:15.150 align:start position:0%
actually replace part of what I do or
not<00:07:13.720><c> and</c><00:07:13.919><c> you</c><00:07:14.120><c> had</c><00:07:14.280><c> a</c><00:07:14.440><c> really</c><00:07:14.680><c> interesting</c>

00:07:15.150 --> 00:07:15.160 align:start position:0%
not and you had a really interesting
 

00:07:15.160 --> 00:07:17.790 align:start position:0%
not and you had a really interesting
story<00:07:15.720><c> with</c><00:07:15.919><c> that</c><00:07:16.319><c> a</c><00:07:16.560><c> proper</c><00:07:17.039><c> like</c><00:07:17.479><c> this</c><00:07:17.599><c> is</c>

00:07:17.790 --> 00:07:17.800 align:start position:0%
story with that a proper like this is
 

00:07:17.800 --> 00:07:19.990 align:start position:0%
story with that a proper like this is
scary<00:07:18.160><c> moment</c><00:07:18.639><c> can</c><00:07:18.840><c> can</c><00:07:18.960><c> you</c><00:07:19.120><c> talk</c><00:07:19.360><c> about</c><00:07:19.680><c> that</c>

00:07:19.990 --> 00:07:20.000 align:start position:0%
scary moment can can you talk about that
 

00:07:20.000 --> 00:07:22.070 align:start position:0%
scary moment can can you talk about that
I<00:07:20.080><c> mean</c><00:07:20.800><c> I've</c><00:07:20.960><c> definitely</c><00:07:21.400><c> I've</c><00:07:21.520><c> had</c><00:07:21.639><c> a</c><00:07:21.759><c> few</c><00:07:21.919><c> of</c>

00:07:22.070 --> 00:07:22.080 align:start position:0%
I mean I've definitely I've had a few of
 

00:07:22.080 --> 00:07:24.830 align:start position:0%
I mean I've definitely I've had a few of
those<00:07:22.280><c> I</c><00:07:22.360><c> think</c><00:07:22.680><c> every</c><00:07:23.120><c> every</c><00:07:23.360><c> programmer</c><00:07:24.240><c> who</c>

00:07:24.830 --> 00:07:24.840 align:start position:0%
those I think every every programmer who
 

00:07:24.840 --> 00:07:26.469 align:start position:0%
those I think every every programmer who
works<00:07:25.160><c> with</c><00:07:25.319><c> these</c><00:07:25.479><c> models</c><00:07:25.879><c> the</c><00:07:26.000><c> first</c><00:07:26.280><c> time</c>

00:07:26.469 --> 00:07:26.479 align:start position:0%
works with these models the first time
 

00:07:26.479 --> 00:07:28.790 align:start position:0%
works with these models the first time
it<00:07:26.680><c> spits</c><00:07:27.080><c> out</c><00:07:27.400><c> like</c><00:07:27.560><c> 20</c><00:07:27.919><c> lines</c><00:07:28.120><c> of</c><00:07:28.360><c> actually</c>

00:07:28.790 --> 00:07:28.800 align:start position:0%
it spits out like 20 lines of actually
 

00:07:28.800 --> 00:07:30.510 align:start position:0%
it spits out like 20 lines of actually
good<00:07:29.120><c> code</c><00:07:29.599><c> that</c><00:07:29.720><c> solves</c><00:07:30.000><c> your</c><00:07:30.199><c> problem</c><00:07:30.400><c> and</c>

00:07:30.510 --> 00:07:30.520 align:start position:0%
good code that solves your problem and
 

00:07:30.520 --> 00:07:32.029 align:start position:0%
good code that solves your problem and
does<00:07:30.680><c> it</c><00:07:30.840><c> faster</c><00:07:31.120><c> than</c><00:07:31.240><c> you</c><00:07:31.360><c> would</c><00:07:31.759><c> there's</c>

00:07:32.029 --> 00:07:32.039 align:start position:0%
does it faster than you would there's
 

00:07:32.039 --> 00:07:33.309 align:start position:0%
does it faster than you would there's
that<00:07:32.240><c> moment</c><00:07:32.520><c> when</c><00:07:32.639><c> you're</c><00:07:32.800><c> like</c><00:07:32.960><c> hang</c><00:07:33.120><c> on</c><00:07:33.240><c> a</c>

00:07:33.309 --> 00:07:33.319 align:start position:0%
that moment when you're like hang on a
 

00:07:33.319 --> 00:07:36.390 align:start position:0%
that moment when you're like hang on a
second<00:07:33.599><c> what</c><00:07:33.720><c> am</c><00:07:33.800><c> I</c><00:07:33.960><c> even</c><00:07:34.240><c> for</c><00:07:34.960><c> but</c><00:07:35.120><c> I</c><00:07:35.280><c> had</c><00:07:35.639><c> a</c><00:07:36.199><c> a</c>

00:07:36.390 --> 00:07:36.400 align:start position:0%
second what am I even for but I had a a
 

00:07:36.400 --> 00:07:38.350 align:start position:0%
second what am I even for but I had a a
bigger<00:07:36.759><c> version</c><00:07:37.039><c> of</c><00:07:37.199><c> that</c><00:07:37.479><c> with</c><00:07:37.800><c> um</c><00:07:38.080><c> actually</c>

00:07:38.350 --> 00:07:38.360 align:start position:0%
bigger version of that with um actually
 

00:07:38.360 --> 00:07:40.350 align:start position:0%
bigger version of that with um actually
with<00:07:38.520><c> my</c><00:07:38.720><c> my</c><00:07:38.840><c> main</c><00:07:39.039><c> open</c><00:07:39.319><c> source</c><00:07:39.680><c> project</c><00:07:40.039><c> so</c><00:07:40.240><c> I</c>

00:07:40.350 --> 00:07:40.360 align:start position:0%
with my my main open source project so I
 

00:07:40.360 --> 00:07:41.990 align:start position:0%
with my my main open source project so I
I<00:07:40.440><c> built</c><00:07:40.680><c> this</c><00:07:40.800><c> tool</c><00:07:41.039><c> called</c><00:07:41.240><c> data</c><00:07:41.599><c> set</c><00:07:41.879><c> which</c>

00:07:41.990 --> 00:07:42.000 align:start position:0%
I built this tool called data set which
 

00:07:42.000 --> 00:07:45.149 align:start position:0%
I built this tool called data set which
is<00:07:42.319><c> a</c><00:07:43.039><c> uh</c><00:07:43.160><c> it's</c><00:07:43.280><c> a</c><00:07:43.599><c> interface</c><00:07:44.199><c> for</c><00:07:44.639><c> querying</c>

00:07:45.149 --> 00:07:45.159 align:start position:0%
is a uh it's a interface for querying
 

00:07:45.159 --> 00:07:47.909 align:start position:0%
is a uh it's a interface for querying
databases<00:07:46.120><c> and</c><00:07:46.639><c> um</c><00:07:46.840><c> like</c><00:07:47.000><c> analyzing</c><00:07:47.560><c> data</c>

00:07:47.909 --> 00:07:47.919 align:start position:0%
databases and um like analyzing data
 

00:07:47.919 --> 00:07:50.029 align:start position:0%
databases and um like analyzing data
creating<00:07:48.280><c> Json</c><00:07:48.680><c> apis</c><00:07:49.080><c> on</c><00:07:49.240><c> top</c><00:07:49.360><c> of</c><00:07:49.479><c> data</c><00:07:49.800><c> all</c><00:07:49.919><c> of</c>

00:07:50.029 --> 00:07:50.039 align:start position:0%
creating Json apis on top of data all of
 

00:07:50.039 --> 00:07:51.550 align:start position:0%
creating Json apis on top of data all of
that<00:07:50.159><c> kind</c><00:07:50.319><c> of</c><00:07:50.479><c> stuff</c><00:07:50.960><c> and</c><00:07:51.120><c> the</c><00:07:51.240><c> thing</c><00:07:51.400><c> I've</c>

00:07:51.550 --> 00:07:51.560 align:start position:0%
that kind of stuff and the thing I've
 

00:07:51.560 --> 00:07:52.990 align:start position:0%
that kind of stuff and the thing I've
always<00:07:51.759><c> been</c><00:07:51.879><c> trying</c><00:07:52.080><c> to</c><00:07:52.199><c> solve</c><00:07:52.440><c> with</c><00:07:52.599><c> that</c><00:07:52.800><c> is</c>

00:07:52.990 --> 00:07:53.000 align:start position:0%
always been trying to solve with that is
 

00:07:53.000 --> 00:07:54.869 align:start position:0%
always been trying to solve with that is
I<00:07:53.080><c> feel</c><00:07:53.319><c> like</c><00:07:53.840><c> every</c><00:07:54.080><c> human</c><00:07:54.360><c> being</c><00:07:54.599><c> should</c><00:07:54.759><c> be</c>

00:07:54.869 --> 00:07:54.879 align:start position:0%
I feel like every human being should be
 

00:07:54.879 --> 00:07:57.270 align:start position:0%
I feel like every human being should be
able<00:07:55.080><c> to</c><00:07:55.280><c> ask</c><00:07:55.639><c> questions</c><00:07:56.080><c> of</c><00:07:56.360><c> databases</c><00:07:57.120><c> like</c>

00:07:57.270 --> 00:07:57.280 align:start position:0%
able to ask questions of databases like
 

00:07:57.280 --> 00:07:59.270 align:start position:0%
able to ask questions of databases like
it's<00:07:57.520><c> absurd</c><00:07:58.159><c> that</c><00:07:58.599><c> everyone's</c><00:07:59.000><c> got</c><00:07:59.120><c> all</c><00:07:59.199><c> of</c>

00:07:59.270 --> 00:07:59.280 align:start position:0%
it's absurd that everyone's got all of
 

00:07:59.280 --> 00:08:00.869 align:start position:0%
it's absurd that everyone's got all of
this<00:07:59.560><c> data</c><00:07:59.800><c> about</c><00:08:00.039><c> them</c><00:08:00.360><c> but</c><00:08:00.479><c> we</c><00:08:00.560><c> don't</c><00:08:00.759><c> give</c>

00:08:00.869 --> 00:08:00.879 align:start position:0%
this data about them but we don't give
 

00:08:00.879 --> 00:08:02.110 align:start position:0%
this data about them but we don't give
them<00:08:01.039><c> tools</c><00:08:01.280><c> that</c><00:08:01.440><c> let</c><00:08:01.560><c> them</c><00:08:01.759><c> actually</c><00:08:02.000><c> you</c>

00:08:02.110 --> 00:08:02.120 align:start position:0%
them tools that let them actually you
 

00:08:02.120 --> 00:08:04.110 align:start position:0%
them tools that let them actually you
know<00:08:02.479><c> dig</c><00:08:02.680><c> in</c><00:08:02.840><c> and</c><00:08:03.080><c> explore</c><00:08:03.479><c> it</c><00:08:03.720><c> and</c><00:08:03.960><c> and</c>

00:08:04.110 --> 00:08:04.120 align:start position:0%
know dig in and explore it and and
 

00:08:04.120 --> 00:08:05.869 align:start position:0%
know dig in and explore it and and
filter<00:08:04.479><c> it</c><00:08:04.639><c> and</c><00:08:04.759><c> try</c><00:08:04.919><c> and</c><00:08:05.080><c> answer</c><00:08:05.440><c> questions</c>

00:08:05.869 --> 00:08:05.879 align:start position:0%
filter it and try and answer questions
 

00:08:05.879 --> 00:08:07.909 align:start position:0%
filter it and try and answer questions
that<00:08:06.080><c> way</c><00:08:06.840><c> and</c><00:08:07.000><c> then</c><00:08:07.159><c> I</c><00:08:07.280><c> tried</c><00:08:07.639><c> this</c><00:08:07.759><c> new</c>

00:08:07.909 --> 00:08:07.919 align:start position:0%
that way and then I tried this new
 

00:08:07.919 --> 00:08:10.070 align:start position:0%
that way and then I tried this new
feature<00:08:08.280><c> of</c><00:08:08.560><c> um</c><00:08:08.720><c> chat</c><00:08:08.960><c> GPT</c><00:08:09.479><c> that</c><00:08:09.639><c> they</c>

00:08:10.070 --> 00:08:10.080 align:start position:0%
feature of um chat GPT that they
 

00:08:10.080 --> 00:08:11.469 align:start position:0%
feature of um chat GPT that they
launched<00:08:10.520><c> last</c><00:08:10.720><c> year</c><00:08:10.960><c> called</c><00:08:11.199><c> code</c>

00:08:11.469 --> 00:08:11.479 align:start position:0%
launched last year called code
 

00:08:11.479 --> 00:08:14.070 align:start position:0%
launched last year called code
interpreter<00:08:12.080><c> mode</c><00:08:12.840><c> this</c><00:08:12.919><c> is</c><00:08:13.120><c> the</c><00:08:13.280><c> thing</c><00:08:13.599><c> where</c>

00:08:14.070 --> 00:08:14.080 align:start position:0%
interpreter mode this is the thing where
 

00:08:14.080 --> 00:08:16.070 align:start position:0%
interpreter mode this is the thing where
chat<00:08:14.360><c> GPT</c><00:08:14.960><c> you</c><00:08:15.039><c> can</c><00:08:15.159><c> ask</c><00:08:15.400><c> a</c><00:08:15.560><c> question</c><00:08:15.800><c> it</c><00:08:15.919><c> could</c>

00:08:16.070 --> 00:08:16.080 align:start position:0%
chat GPT you can ask a question it could
 

00:08:16.080 --> 00:08:17.990 align:start position:0%
chat GPT you can ask a question it could
write<00:08:16.319><c> some</c><00:08:16.560><c> python</c><00:08:16.919><c> code</c><00:08:17.319><c> and</c><00:08:17.440><c> then</c><00:08:17.560><c> it</c><00:08:17.639><c> can</c>

00:08:17.990 --> 00:08:18.000 align:start position:0%
write some python code and then it can
 

00:08:18.000 --> 00:08:20.550 align:start position:0%
write some python code and then it can
execute<00:08:18.520><c> that</c><00:08:18.720><c> python</c><00:08:19.039><c> code</c><00:08:19.280><c> for</c><00:08:19.560><c> you</c><00:08:20.120><c> and</c><00:08:20.319><c> use</c>

00:08:20.550 --> 00:08:20.560 align:start position:0%
execute that python code for you and use
 

00:08:20.560 --> 00:08:22.189 align:start position:0%
execute that python code for you and use
the<00:08:20.680><c> result</c><00:08:21.039><c> to</c><00:08:21.240><c> continue</c><00:08:21.599><c> answering</c><00:08:21.960><c> your</c>

00:08:22.189 --> 00:08:22.199 align:start position:0%
the result to continue answering your
 

00:08:22.199 --> 00:08:25.350 align:start position:0%
the result to continue answering your
question<00:08:23.120><c> and</c><00:08:23.479><c> code</c><00:08:23.639><c> inter</c><00:08:24.080><c> mode</c><00:08:25.039><c> has</c><00:08:25.240><c> a</c>

00:08:25.350 --> 00:08:25.360 align:start position:0%
question and code inter mode has a
 

00:08:25.360 --> 00:08:27.189 align:start position:0%
question and code inter mode has a
feature<00:08:25.639><c> where</c><00:08:25.759><c> you</c><00:08:25.840><c> can</c><00:08:25.960><c> upload</c><00:08:26.319><c> files</c><00:08:26.599><c> to</c><00:08:26.759><c> it</c>

00:08:27.189 --> 00:08:27.199 align:start position:0%
feature where you can upload files to it
 

00:08:27.199 --> 00:08:29.710 align:start position:0%
feature where you can upload files to it
so<00:08:27.360><c> I</c><00:08:27.520><c> uploaded</c><00:08:27.960><c> a</c><00:08:28.080><c> sqlite</c><00:08:28.680><c> database</c><00:08:29.120><c> file</c><00:08:29.520><c> to</c>

00:08:29.710 --> 00:08:29.720 align:start position:0%
so I uploaded a sqlite database file to
 

00:08:29.720 --> 00:08:31.710 align:start position:0%
so I uploaded a sqlite database file to
it<00:08:30.039><c> like</c><00:08:30.240><c> just</c><00:08:30.639><c> the</c><00:08:30.720><c> same</c><00:08:30.960><c> database</c><00:08:31.440><c> files</c>

00:08:31.710 --> 00:08:31.720 align:start position:0%
it like just the same database files
 

00:08:31.720 --> 00:08:33.350 align:start position:0%
it like just the same database files
that<00:08:31.800><c> I</c><00:08:31.919><c> use</c><00:08:32.039><c> in</c><00:08:32.159><c> my</c><00:08:32.279><c> own</c><00:08:32.440><c> software</c><00:08:33.159><c> and</c><00:08:33.279><c> I</c>

00:08:33.350 --> 00:08:33.360 align:start position:0%
that I use in my own software and I
 

00:08:33.360 --> 00:08:35.829 align:start position:0%
that I use in my own software and I
asked<00:08:33.560><c> it</c><00:08:33.640><c> the</c><00:08:33.839><c> question</c><00:08:34.519><c> and</c><00:08:34.880><c> it</c><00:08:35.159><c> flawlessly</c>

00:08:35.829 --> 00:08:35.839 align:start position:0%
asked it the question and it flawlessly
 

00:08:35.839 --> 00:08:37.550 align:start position:0%
asked it the question and it flawlessly
answered<00:08:36.120><c> it</c><00:08:36.279><c> by</c><00:08:36.440><c> composing</c><00:08:36.919><c> the</c><00:08:37.039><c> right</c><00:08:37.159><c> SQL</c>

00:08:37.550 --> 00:08:37.560 align:start position:0%
answered it by composing the right SQL
 

00:08:37.560 --> 00:08:39.750 align:start position:0%
answered it by composing the right SQL
query<00:08:38.039><c> running</c><00:08:38.399><c> that</c><00:08:38.560><c> using</c><00:08:38.880><c> the</c><00:08:39.039><c> python</c><00:08:39.399><c> SQL</c>

00:08:39.750 --> 00:08:39.760 align:start position:0%
query running that using the python SQL
 

00:08:39.760 --> 00:08:41.310 align:start position:0%
query running that using the python SQL
light<00:08:40.000><c> library</c><00:08:40.560><c> and</c><00:08:40.680><c> spitting</c><00:08:41.039><c> out</c><00:08:41.200><c> the</c>

00:08:41.310 --> 00:08:41.320 align:start position:0%
light library and spitting out the
 

00:08:41.320 --> 00:08:42.909 align:start position:0%
light library and spitting out the
answer<00:08:41.880><c> and</c><00:08:42.000><c> I</c><00:08:42.120><c> sat</c><00:08:42.320><c> there</c><00:08:42.440><c> looking</c><00:08:42.640><c> at</c><00:08:42.760><c> this</c>

00:08:42.909 --> 00:08:42.919 align:start position:0%
answer and I sat there looking at this
 

00:08:42.919 --> 00:08:44.630 align:start position:0%
answer and I sat there looking at this
thinking<00:08:43.120><c> on</c><00:08:43.240><c> the</c><00:08:43.360><c> one</c><00:08:43.519><c> hand</c><00:08:44.200><c> this</c><00:08:44.320><c> is</c><00:08:44.519><c> the</c>

00:08:44.630 --> 00:08:44.640 align:start position:0%
thinking on the one hand this is the
 

00:08:44.640 --> 00:08:46.910 align:start position:0%
thinking on the one hand this is the
most<00:08:44.880><c> incredible</c><00:08:45.800><c> example</c><00:08:46.240><c> of</c><00:08:46.440><c> like</c><00:08:46.640><c> being</c>

00:08:46.910 --> 00:08:46.920 align:start position:0%
most incredible example of like being
 

00:08:46.920 --> 00:08:49.750 align:start position:0%
most incredible example of like being
able<00:08:47.200><c> to</c><00:08:47.800><c> ask</c><00:08:48.200><c> questions</c><00:08:48.560><c> of</c><00:08:48.760><c> your</c><00:08:49.000><c> data</c><00:08:49.600><c> that</c>

00:08:49.750 --> 00:08:49.760 align:start position:0%
able to ask questions of your data that
 

00:08:49.760 --> 00:08:51.350 align:start position:0%
able to ask questions of your data that
I've<00:08:49.920><c> ever</c><00:08:50.120><c> seen</c><00:08:50.760><c> but</c><00:08:50.880><c> on</c><00:08:51.000><c> the</c><00:08:51.080><c> other</c><00:08:51.200><c> hand</c>

00:08:51.350 --> 00:08:51.360 align:start position:0%
I've ever seen but on the other hand
 

00:08:51.360 --> 00:08:52.949 align:start position:0%
I've ever seen but on the other hand
what<00:08:51.440><c> am</c><00:08:51.519><c> I</c><00:08:51.640><c> even</c><00:08:51.800><c> for</c><00:08:52.320><c> like</c><00:08:52.480><c> I</c><00:08:52.600><c> thought</c><00:08:52.839><c> my</c>

00:08:52.949 --> 00:08:52.959 align:start position:0%
what am I even for like I thought my
 

00:08:52.959 --> 00:08:55.110 align:start position:0%
what am I even for like I thought my
life's<00:08:53.279><c> purpose</c><00:08:53.680><c> was</c><00:08:53.800><c> to</c><00:08:53.920><c> solve</c><00:08:54.279><c> this</c><00:08:54.519><c> problem</c>

00:08:55.110 --> 00:08:55.120 align:start position:0%
life's purpose was to solve this problem
 

00:08:55.120 --> 00:08:57.269 align:start position:0%
life's purpose was to solve this problem
and<00:08:55.320><c> this</c><00:08:55.519><c> thing</c><00:08:56.160><c> this</c><00:08:56.320><c> new</c><00:08:56.519><c> tool</c><00:08:56.760><c> is</c><00:08:56.880><c> solving</c>

00:08:57.269 --> 00:08:57.279 align:start position:0%
and this thing this new tool is solving
 

00:08:57.279 --> 00:08:59.509 align:start position:0%
and this thing this new tool is solving
my<00:08:57.480><c> problem</c><00:08:57.839><c> without</c><00:08:58.120><c> even</c><00:08:58.519><c> really</c><00:08:58.959><c> thinking</c>

00:08:59.509 --> 00:08:59.519 align:start position:0%
my problem without even really thinking
 

00:08:59.519 --> 00:09:01.269 align:start position:0%
my problem without even really thinking
about<00:08:59.720><c> it</c><00:08:59.920><c> like</c><00:09:00.040><c> they</c><00:09:00.160><c> didn't</c><00:09:00.600><c> mention</c><00:09:01.079><c> oh</c><00:09:01.200><c> it</c>

00:09:01.269 --> 00:09:01.279 align:start position:0%
about it like they didn't mention oh it
 

00:09:01.279 --> 00:09:03.069 align:start position:0%
about it like they didn't mention oh it
could<00:09:01.399><c> do</c><00:09:01.560><c> sqlite</c><00:09:02.040><c> SQL</c><00:09:02.360><c> queries</c><00:09:02.680><c> as</c><00:09:02.839><c> part</c><00:09:02.959><c> of</c>

00:09:03.069 --> 00:09:03.079 align:start position:0%
could do sqlite SQL queries as part of
 

00:09:03.079 --> 00:09:06.230 align:start position:0%
could do sqlite SQL queries as part of
what<00:09:03.160><c> it</c><00:09:03.279><c> does</c><00:09:03.680><c> it's</c><00:09:03.920><c> just</c><00:09:04.160><c> like</c><00:09:04.440><c> python</c><00:09:05.440><c> um</c>

00:09:06.230 --> 00:09:06.240 align:start position:0%
what it does it's just like python um
 

00:09:06.240 --> 00:09:08.389 align:start position:0%
what it does it's just like python um
and<00:09:06.399><c> that</c><00:09:06.480><c> was</c><00:09:06.680><c> fun</c><00:09:06.959><c> and</c><00:09:07.320><c> well</c><00:09:07.519><c> no</c><00:09:07.640><c> that</c><00:09:07.760><c> was</c><00:09:08.279><c> a</c>

00:09:08.389 --> 00:09:08.399 align:start position:0%
and that was fun and well no that was a
 

00:09:08.399 --> 00:09:11.269 align:start position:0%
and that was fun and well no that was a
little<00:09:08.560><c> bit</c><00:09:09.079><c> existential</c><00:09:09.720><c> dread</c><00:09:10.720><c> and</c><00:09:10.959><c> the</c><00:09:11.079><c> way</c>

00:09:11.269 --> 00:09:11.279 align:start position:0%
little bit existential dread and the way
 

00:09:11.279 --> 00:09:12.710 align:start position:0%
little bit existential dread and the way
I've<00:09:11.440><c> been</c><00:09:11.640><c> coping</c><00:09:11.920><c> with</c><00:09:12.079><c> that</c><00:09:12.200><c> is</c><00:09:12.320><c> thinking</c>

00:09:12.710 --> 00:09:12.720 align:start position:0%
I've been coping with that is thinking
 

00:09:12.720 --> 00:09:15.430 align:start position:0%
I've been coping with that is thinking
okay<00:09:13.000><c> well</c><00:09:13.920><c> my</c><00:09:14.079><c> software</c><00:09:14.440><c> needs</c><00:09:14.640><c> to</c><00:09:14.720><c> be</c><00:09:14.959><c> better</c>

00:09:15.430 --> 00:09:15.440 align:start position:0%
okay well my software needs to be better
 

00:09:15.440 --> 00:09:17.550 align:start position:0%
okay well my software needs to be better
than<00:09:15.800><c> chat</c><00:09:16.079><c> GPT</c><00:09:16.560><c> code</c><00:09:16.760><c> interpreter</c><00:09:17.360><c> this</c>

00:09:17.550 --> 00:09:17.560 align:start position:0%
than chat GPT code interpreter this
 

00:09:17.560 --> 00:09:19.949 align:start position:0%
than chat GPT code interpreter this
particular<00:09:18.000><c> problem</c><00:09:18.560><c> if</c><00:09:18.720><c> I</c><00:09:18.880><c> mix</c><00:09:19.279><c> AI</c><00:09:19.560><c> features</c>

00:09:19.949 --> 00:09:19.959 align:start position:0%
particular problem if I mix AI features
 

00:09:19.959 --> 00:09:21.949 align:start position:0%
particular problem if I mix AI features
into<00:09:20.200><c> it</c><00:09:20.320><c> so</c><00:09:20.480><c> I've</c><00:09:20.640><c> started</c><00:09:21.040><c> exploring</c><00:09:21.800><c> what</c>

00:09:21.949 --> 00:09:21.959 align:start position:0%
into it so I've started exploring what
 

00:09:21.959 --> 00:09:23.670 align:start position:0%
into it so I've started exploring what
the<00:09:22.200><c> plugins</c><00:09:22.640><c> for</c><00:09:22.800><c> my</c><00:09:22.959><c> software</c><00:09:23.279><c> look</c><00:09:23.519><c> like</c>

00:09:23.670 --> 00:09:23.680 align:start position:0%
the plugins for my software look like
 

00:09:23.680 --> 00:09:26.350 align:start position:0%
the plugins for my software look like
that<00:09:23.920><c> add</c><00:09:24.440><c> large</c><00:09:24.760><c> language</c><00:09:25.079><c> model</c><00:09:25.360><c> based</c><00:09:25.839><c> like</c>

00:09:26.350 --> 00:09:26.360 align:start position:0%
that add large language model based like
 

00:09:26.360 --> 00:09:27.910 align:start position:0%
that add large language model based like
build<00:09:26.680><c> run</c><00:09:26.839><c> a</c><00:09:26.959><c> SQL</c><00:09:27.279><c> query</c><00:09:27.560><c> against</c><00:09:27.800><c> this</c>

00:09:27.910 --> 00:09:27.920 align:start position:0%
build run a SQL query against this
 

00:09:27.920 --> 00:09:29.630 align:start position:0%
build run a SQL query against this
schema<00:09:28.360><c> all</c><00:09:28.440><c> of</c><00:09:28.600><c> that</c><00:09:28.760><c> kind</c><00:09:28.920><c> of</c><00:09:29.040><c> stuff</c><00:09:29.519><c> but</c>

00:09:29.630 --> 00:09:29.640 align:start position:0%
schema all of that kind of stuff but
 

00:09:29.640 --> 00:09:31.269 align:start position:0%
schema all of that kind of stuff but
it's<00:09:29.800><c> interesting</c><00:09:30.240><c> like</c><00:09:30.399><c> it</c><00:09:30.519><c> did</c><00:09:30.800><c> very</c><00:09:31.040><c> much</c>

00:09:31.269 --> 00:09:31.279 align:start position:0%
it's interesting like it did very much
 

00:09:31.279 --> 00:09:33.550 align:start position:0%
it's interesting like it did very much
change<00:09:31.800><c> my</c><00:09:32.320><c> mental</c><00:09:32.680><c> model</c><00:09:32.959><c> of</c><00:09:33.079><c> the</c><00:09:33.279><c> problem</c>

00:09:33.550 --> 00:09:33.560 align:start position:0%
change my mental model of the problem
 

00:09:33.560 --> 00:09:34.990 align:start position:0%
change my mental model of the problem
that<00:09:33.680><c> I</c><00:09:33.800><c> was</c><00:09:33.920><c> trying</c><00:09:34.160><c> to</c><00:09:34.279><c> solve</c><00:09:34.720><c> because</c><00:09:34.880><c> it</c>

00:09:34.990 --> 00:09:35.000 align:start position:0%
that I was trying to solve because it
 

00:09:35.000 --> 00:09:37.870 align:start position:0%
that I was trying to solve because it
took<00:09:35.240><c> such</c><00:09:35.360><c> a</c><00:09:35.560><c> big</c><00:09:35.880><c> bite</c><00:09:36.240><c> out</c><00:09:36.440><c> of</c><00:09:36.640><c> that</c><00:09:36.880><c> problem</c>

00:09:37.870 --> 00:09:37.880 align:start position:0%
took such a big bite out of that problem
 

00:09:37.880 --> 00:09:40.030 align:start position:0%
took such a big bite out of that problem
this<00:09:38.079><c> episode</c><00:09:38.360><c> is</c><00:09:38.519><c> brought</c><00:09:38.720><c> to</c><00:09:38.800><c> you</c><00:09:38.959><c> by</c><00:09:39.120><c> codium</c>

00:09:40.030 --> 00:09:40.040 align:start position:0%
this episode is brought to you by codium
 

00:09:40.040 --> 00:09:42.069 align:start position:0%
this episode is brought to you by codium
the<00:09:40.279><c> AI</c><00:09:40.560><c> tool</c><00:09:40.800><c> of</c><00:09:41.000><c> choice</c><00:09:41.360><c> for</c><00:09:41.680><c> professional</c>

00:09:42.069 --> 00:09:42.079 align:start position:0%
the AI tool of choice for professional
 

00:09:42.079 --> 00:09:46.269 align:start position:0%
the AI tool of choice for professional
software<00:09:42.800><c> developers</c><00:09:43.800><c> that</c><00:09:43.920><c> is</c><00:09:44.560><c> cod</c>

00:09:46.269 --> 00:09:46.279 align:start position:0%
software developers that is cod
 

00:09:46.279 --> 00:09:48.829 align:start position:0%
software developers that is cod
ium<00:09:47.279><c> codium</c><00:09:47.720><c> removes</c><00:09:48.079><c> tedium</c><00:09:48.560><c> from</c><00:09:48.680><c> your</c>

00:09:48.829 --> 00:09:48.839 align:start position:0%
ium codium removes tedium from your
 

00:09:48.839 --> 00:09:49.949 align:start position:0%
ium codium removes tedium from your
development<00:09:49.360><c> through</c><00:09:49.519><c> a</c><00:09:49.600><c> suite</c><00:09:49.880><c> of</c>

00:09:49.949 --> 00:09:49.959 align:start position:0%
development through a suite of
 

00:09:49.959 --> 00:09:52.150 align:start position:0%
development through a suite of
state-of-the-art<00:09:50.680><c> AI</c><00:09:51.160><c> capabilities</c>

00:09:52.150 --> 00:09:52.160 align:start position:0%
state-of-the-art AI capabilities
 

00:09:52.160 --> 00:09:53.870 align:start position:0%
state-of-the-art AI capabilities
available<00:09:52.600><c> via</c><00:09:52.839><c> extensions</c><00:09:53.279><c> and</c><00:09:53.480><c> all</c><00:09:53.600><c> of</c><00:09:53.720><c> your</c>

00:09:53.870 --> 00:09:53.880 align:start position:0%
available via extensions and all of your
 

00:09:53.880 --> 00:09:56.750 align:start position:0%
available via extensions and all of your
favorite<00:09:54.240><c> IDs</c><00:09:55.000><c> such</c><00:09:55.160><c> as</c><00:09:55.320><c> vs</c><00:09:55.720><c> code</c><00:09:56.000><c> jet</c><00:09:56.240><c> brains</c>

00:09:56.750 --> 00:09:56.760 align:start position:0%
favorite IDs such as vs code jet brains
 

00:09:56.760 --> 00:09:59.350 align:start position:0%
favorite IDs such as vs code jet brains
Visual<00:09:57.040><c> Studio</c><00:09:57.519><c> eclipse</c><00:09:58.040><c> xcode</c><00:09:58.640><c> neovim</c>

00:09:59.350 --> 00:09:59.360 align:start position:0%
Visual Studio eclipse xcode neovim
 

00:09:59.360 --> 00:10:02.190 align:start position:0%
Visual Studio eclipse xcode neovim
computer<00:09:59.600><c> notebooks</c><00:10:00.120><c> and</c><00:10:00.560><c> more</c><00:10:01.560><c> uniquely</c>

00:10:02.190 --> 00:10:02.200 align:start position:0%
computer notebooks and more uniquely
 

00:10:02.200 --> 00:10:04.470 align:start position:0%
computer notebooks and more uniquely
codium<00:10:02.560><c> is</c><00:10:02.680><c> fully</c><00:10:02.920><c> Enterprise</c><00:10:03.440><c> ready</c><00:10:04.240><c> as</c>

00:10:04.470 --> 00:10:04.480 align:start position:0%
codium is fully Enterprise ready as
 

00:10:04.480 --> 00:10:06.509 align:start position:0%
codium is fully Enterprise ready as
proof<00:10:04.839><c> it</c><00:10:05.000><c> had</c><00:10:05.160><c> multiple</c><00:10:05.560><c> regulated</c><00:10:06.040><c> Fortune</c>

00:10:06.509 --> 00:10:06.519 align:start position:0%
proof it had multiple regulated Fortune
 

00:10:06.519 --> 00:10:08.230 align:start position:0%
proof it had multiple regulated Fortune
500<00:10:07.000><c> companies</c><00:10:07.480><c> counted</c><00:10:07.800><c> within</c><00:10:08.040><c> it</c>

00:10:08.230 --> 00:10:08.240 align:start position:0%
500 companies counted within it
 

00:10:08.240 --> 00:10:11.030 align:start position:0%
500 companies counted within it
thousands<00:10:08.600><c> of</c><00:10:08.760><c> Enterprise</c><00:10:09.760><c> customers</c><00:10:10.760><c> join</c>

00:10:11.030 --> 00:10:11.040 align:start position:0%
thousands of Enterprise customers join
 

00:10:11.040 --> 00:10:13.470 align:start position:0%
thousands of Enterprise customers join
to<00:10:11.240><c> 700,000</c><00:10:12.040><c> developers</c><00:10:12.560><c> using</c><00:10:12.920><c> codium</c>

00:10:13.470 --> 00:10:13.480 align:start position:0%
to 700,000 developers using codium
 

00:10:13.480 --> 00:10:15.430 align:start position:0%
to 700,000 developers using codium
individual<00:10:13.880><c> free</c><00:10:14.279><c> plan</c><00:10:14.920><c> and</c><00:10:15.079><c> ask</c><00:10:15.240><c> your</c>

00:10:15.430 --> 00:10:15.440 align:start position:0%
individual free plan and ask your
 

00:10:15.440 --> 00:10:16.910 align:start position:0%
individual free plan and ask your
companies<00:10:15.720><c> to</c><00:10:15.920><c> consider</c><00:10:16.200><c> a</c><00:10:16.320><c> free</c><00:10:16.519><c> trial</c><00:10:16.839><c> of</c>

00:10:16.910 --> 00:10:16.920 align:start position:0%
companies to consider a free trial of
 

00:10:16.920 --> 00:10:19.389 align:start position:0%
companies to consider a free trial of
the<00:10:17.040><c> Enterprise</c><00:10:17.600><c> plan</c><00:10:18.600><c> to</c><00:10:18.800><c> learn</c><00:10:19.000><c> more</c><00:10:19.200><c> about</c>

00:10:19.389 --> 00:10:19.399 align:start position:0%
the Enterprise plan to learn more about
 

00:10:19.399 --> 00:10:21.670 align:start position:0%
the Enterprise plan to learn more about
codium<00:10:20.160><c> visit</c><00:10:20.440><c> codium</c>

00:10:21.670 --> 00:10:21.680 align:start position:0%
codium visit codium
 

00:10:21.680 --> 00:10:24.790 align:start position:0%
codium visit codium
docomo<00:10:22.680><c> that</c><00:10:22.800><c> is</c>

00:10:24.790 --> 00:10:24.800 align:start position:0%
docomo that is
 

00:10:24.800 --> 00:10:27.069 align:start position:0%
docomo that is
ci.com

00:10:27.069 --> 00:10:27.079 align:start position:0%
ci.com
 

00:10:27.079 --> 00:10:29.150 align:start position:0%
ci.com
pragmatic<00:10:28.079><c> and</c><00:10:28.240><c> what</c><00:10:28.360><c> I</c><00:10:28.480><c> noticed</c><00:10:28.800><c> is</c><00:10:28.920><c> you</c><00:10:29.040><c> have</c>

00:10:29.150 --> 00:10:29.160 align:start position:0%
pragmatic and what I noticed is you have
 

00:10:29.160 --> 00:10:31.829 align:start position:0%
pragmatic and what I noticed is you have
the<00:10:29.480><c> experimenting</c><00:10:30.040><c> a</c><00:10:30.240><c> lot</c><00:10:30.560><c> with</c><00:10:30.760><c> trying</c><00:10:31.120><c> out</c>

00:10:31.829 --> 00:10:31.839 align:start position:0%
the experimenting a lot with trying out
 

00:10:31.839 --> 00:10:34.269 align:start position:0%
the experimenting a lot with trying out
how<00:10:32.160><c> different</c><00:10:32.600><c> llms</c><00:10:33.440><c> will</c><00:10:33.680><c> work</c><00:10:33.959><c> you've</c><00:10:34.120><c> been</c>

00:10:34.269 --> 00:10:34.279 align:start position:0%
how different llms will work you've been
 

00:10:34.279 --> 00:10:36.269 align:start position:0%
how different llms will work you've been
running<00:10:34.880><c> models</c><00:10:35.360><c> locally</c><00:10:36.000><c> you've</c><00:10:36.160><c> been</c>

00:10:36.269 --> 00:10:36.279 align:start position:0%
running models locally you've been
 

00:10:36.279 --> 00:10:37.949 align:start position:0%
running models locally you've been
obviously<00:10:36.600><c> trying</c><00:10:36.839><c> a</c><00:10:36.959><c> lot</c><00:10:37.079><c> of</c><00:10:37.519><c> like</c><00:10:37.720><c> you</c><00:10:37.839><c> know</c>

00:10:37.949 --> 00:10:37.959 align:start position:0%
obviously trying a lot of like you know
 

00:10:37.959 --> 00:10:39.550 align:start position:0%
obviously trying a lot of like you know
there's<00:10:38.120><c> the</c><00:10:38.240><c> usual</c><00:10:38.560><c> suspect</c><00:10:38.920><c> tools</c><00:10:39.279><c> but</c><00:10:39.440><c> but</c>

00:10:39.550 --> 00:10:39.560 align:start position:0%
there's the usual suspect tools but but
 

00:10:39.560 --> 00:10:41.509 align:start position:0%
there's the usual suspect tools but but
even<00:10:39.760><c> beyond</c><00:10:40.120><c> that</c><00:10:40.800><c> c</c><00:10:40.959><c> can</c><00:10:41.079><c> you</c><00:10:41.200><c> share</c><00:10:41.440><c> a</c>

00:10:41.509 --> 00:10:41.519 align:start position:0%
even beyond that c can you share a
 

00:10:41.519 --> 00:10:44.670 align:start position:0%
even beyond that c can you share a
little<00:10:41.720><c> bit</c><00:10:41.880><c> on</c><00:10:42.800><c> how</c><00:10:43.800><c> your</c><00:10:44.040><c> initial</c>

00:10:44.670 --> 00:10:44.680 align:start position:0%
little bit on how your initial
 

00:10:44.680 --> 00:10:46.550 align:start position:0%
little bit on how your initial
Impressions<00:10:45.279><c> were</c><00:10:45.839><c> because</c><00:10:46.040><c> you</c><00:10:46.279><c> you</c><00:10:46.360><c> were</c>

00:10:46.550 --> 00:10:46.560 align:start position:0%
Impressions were because you you were
 

00:10:46.560 --> 00:10:47.949 align:start position:0%
Impressions were because you you were
already<00:10:46.839><c> on</c><00:10:47.000><c> the</c><00:10:47.079><c> early</c><00:10:47.399><c> versions</c><00:10:47.720><c> of</c><00:10:47.839><c> the</c>

00:10:47.949 --> 00:10:47.959 align:start position:0%
already on the early versions of the
 

00:10:47.959 --> 00:10:50.550 align:start position:0%
already on the early versions of the
tool<00:10:48.360><c> from</c><00:10:48.720><c> from</c><00:10:48.959><c> chat</c><00:10:49.240><c> GPT</c><00:10:49.760><c> to</c><00:10:49.920><c> co-pilot</c><00:10:50.440><c> to</c>

00:10:50.550 --> 00:10:50.560 align:start position:0%
tool from from chat GPT to co-pilot to
 

00:10:50.560 --> 00:10:52.949 align:start position:0%
tool from from chat GPT to co-pilot to
some<00:10:50.760><c> other</c><00:10:50.959><c> things</c><00:10:51.480><c> and</c><00:10:51.680><c> how</c><00:10:51.839><c> your</c><00:10:52.040><c> stack</c><00:10:52.480><c> has</c>

00:10:52.949 --> 00:10:52.959 align:start position:0%
some other things and how your stack has
 

00:10:52.959 --> 00:10:55.829 align:start position:0%
some other things and how your stack has
changed<00:10:53.440><c> or</c><00:10:53.600><c> refined</c><00:10:54.079><c> to</c><00:10:54.360><c> actually</c><00:10:54.800><c> make</c><00:10:55.000><c> you</c>

00:10:55.829 --> 00:10:55.839 align:start position:0%
changed or refined to actually make you
 

00:10:55.839 --> 00:10:57.110 align:start position:0%
changed or refined to actually make you
more<00:10:56.120><c> productive</c><00:10:56.519><c> because</c><00:10:56.639><c> it</c><00:10:56.760><c> sounds</c><00:10:56.959><c> like</c>

00:10:57.110 --> 00:10:57.120 align:start position:0%
more productive because it sounds like
 

00:10:57.120 --> 00:10:59.990 align:start position:0%
more productive because it sounds like
you<00:10:57.200><c> are</c><00:10:57.560><c> more</c><00:10:57.839><c> productive</c><00:10:58.279><c> now</c><00:10:59.440><c> yes</c><00:10:59.760><c> very</c>

00:10:59.990 --> 00:11:00.000 align:start position:0%
you are more productive now yes very
 

00:11:00.000 --> 00:11:01.750 align:start position:0%
you are more productive now yes very
much<00:11:00.200><c> so</c><00:11:00.480><c> I</c><00:11:00.519><c> mean</c><00:11:00.800><c> yeah</c><00:11:01.040><c> so</c><00:11:01.240><c> I've</c><00:11:01.440><c> I've</c><00:11:01.560><c> been</c>

00:11:01.750 --> 00:11:01.760 align:start position:0%
much so I mean yeah so I've I've been
 

00:11:01.760 --> 00:11:03.990 align:start position:0%
much so I mean yeah so I've I've been
calling<00:11:02.079><c> myself</c><00:11:02.360><c> an</c><00:11:02.560><c> independent</c><00:11:03.120><c> researcher</c>

00:11:03.990 --> 00:11:04.000 align:start position:0%
calling myself an independent researcher
 

00:11:04.000 --> 00:11:06.110 align:start position:0%
calling myself an independent researcher
when<00:11:04.480><c> when</c><00:11:04.600><c> it</c><00:11:04.720><c> comes</c><00:11:04.920><c> to</c><00:11:05.079><c> this</c><00:11:05.279><c> kind</c><00:11:05.440><c> of</c><00:11:05.600><c> stuff</c>

00:11:06.110 --> 00:11:06.120 align:start position:0%
when when it comes to this kind of stuff
 

00:11:06.120 --> 00:11:08.269 align:start position:0%
when when it comes to this kind of stuff
because<00:11:06.279><c> I've</c><00:11:06.399><c> got</c><00:11:06.560><c> the</c><00:11:06.720><c> time</c><00:11:07.000><c> to</c><00:11:07.760><c> to</c><00:11:08.040><c> I</c><00:11:08.120><c> can</c>

00:11:08.269 --> 00:11:08.279 align:start position:0%
because I've got the time to to I can
 

00:11:08.279 --> 00:11:10.509 align:start position:0%
because I've got the time to to I can
dig<00:11:08.480><c> into</c><00:11:08.720><c> these</c><00:11:08.920><c> things</c><00:11:09.240><c> I</c><00:11:09.360><c> write</c><00:11:09.680><c> a</c><00:11:09.839><c> lot</c><00:11:10.320><c> like</c>

00:11:10.509 --> 00:11:10.519 align:start position:0%
dig into these things I write a lot like
 

00:11:10.519 --> 00:11:13.350 align:start position:0%
dig into these things I write a lot like
I've<00:11:10.639><c> been</c><00:11:10.839><c> blogging</c><00:11:11.320><c> about</c><00:11:11.639><c> this</c><00:11:12.240><c> since</c><00:11:13.079><c> when</c>

00:11:13.350 --> 00:11:13.360 align:start position:0%
I've been blogging about this since when
 

00:11:13.360 --> 00:11:14.910 align:start position:0%
I've been blogging about this since when
since<00:11:13.560><c> when</c><00:11:13.680><c> I</c><00:11:13.800><c> first</c><00:11:14.000><c> started</c><00:11:14.320><c> investigating</c>

00:11:14.910 --> 00:11:14.920 align:start position:0%
since when I first started investigating
 

00:11:14.920 --> 00:11:17.790 align:start position:0%
since when I first started investigating
it<00:11:15.360><c> and</c><00:11:15.560><c> yeah</c><00:11:15.760><c> I</c><00:11:15.800><c> mean</c><00:11:16.079><c> um</c><00:11:16.320><c> like</c><00:11:16.440><c> I</c><00:11:16.519><c> said</c><00:11:16.720><c> gpt3</c><00:11:17.720><c> I</c>

00:11:17.790 --> 00:11:17.800 align:start position:0%
it and yeah I mean um like I said gpt3 I
 

00:11:17.800 --> 00:11:19.350 align:start position:0%
it and yeah I mean um like I said gpt3 I
was<00:11:18.079><c> basically</c><00:11:18.519><c> using</c><00:11:18.800><c> it</c><00:11:18.920><c> through</c><00:11:19.160><c> their</c>

00:11:19.350 --> 00:11:19.360 align:start position:0%
was basically using it through their
 

00:11:19.360 --> 00:11:21.350 align:start position:0%
was basically using it through their
playground<00:11:19.959><c> interface</c><00:11:20.560><c> which</c><00:11:20.720><c> still</c><00:11:21.000><c> exists</c>

00:11:21.350 --> 00:11:21.360 align:start position:0%
playground interface which still exists
 

00:11:21.360 --> 00:11:23.750 align:start position:0%
playground interface which still exists
today<00:11:21.760><c> it's</c><00:11:22.040><c> the</c><00:11:22.240><c> the</c><00:11:22.440><c> the</c><00:11:22.600><c> the</c><00:11:22.720><c> API</c><00:11:23.200><c> debugging</c>

00:11:23.750 --> 00:11:23.760 align:start position:0%
today it's the the the the API debugging
 

00:11:23.760 --> 00:11:26.870 align:start position:0%
today it's the the the the API debugging
tool<00:11:24.399><c> for</c><00:11:24.639><c> this</c><00:11:24.880><c> stuff</c><00:11:25.880><c> um</c><00:11:26.200><c> and</c><00:11:26.279><c> it</c><00:11:26.399><c> was</c><00:11:26.560><c> fine</c>

00:11:26.870 --> 00:11:26.880 align:start position:0%
tool for this stuff um and it was fine
 

00:11:26.880 --> 00:11:29.269 align:start position:0%
tool for this stuff um and it was fine
like<00:11:27.079><c> and</c><00:11:27.240><c> I</c><00:11:27.320><c> was</c><00:11:27.440><c> using</c><00:11:27.680><c> it</c><00:11:27.800><c> to</c><00:11:28.000><c> solve</c><00:11:28.760><c> I</c>

00:11:29.269 --> 00:11:29.279 align:start position:0%
like and I was using it to solve I
 

00:11:29.279 --> 00:11:31.150 align:start position:0%
like and I was using it to solve I
experimented<00:11:29.920><c> with</c><00:11:30.120><c> having</c><00:11:30.320><c> it</c><00:11:30.519><c> like</c><00:11:30.680><c> write</c>

00:11:31.150 --> 00:11:31.160 align:start position:0%
experimented with having it like write
 

00:11:31.160 --> 00:11:33.389 align:start position:0%
experimented with having it like write
documentation<00:11:32.160><c> but</c><00:11:32.519><c> I've</c><00:11:32.680><c> always</c><00:11:32.880><c> felt</c><00:11:33.120><c> a</c><00:11:33.200><c> bit</c>

00:11:33.389 --> 00:11:33.399 align:start position:0%
documentation but I've always felt a bit
 

00:11:33.399 --> 00:11:34.949 align:start position:0%
documentation but I've always felt a bit
funny<00:11:33.720><c> about</c><00:11:34.000><c> publishing</c><00:11:34.440><c> words</c><00:11:34.720><c> that</c><00:11:34.839><c> I</c>

00:11:34.949 --> 00:11:34.959 align:start position:0%
funny about publishing words that I
 

00:11:34.959 --> 00:11:36.710 align:start position:0%
funny about publishing words that I
didn't<00:11:35.320><c> write</c><00:11:35.720><c> because</c><00:11:35.920><c> I</c><00:11:36.120><c> because</c><00:11:36.240><c> I</c><00:11:36.360><c> do</c><00:11:36.519><c> so</c>

00:11:36.710 --> 00:11:36.720 align:start position:0%
didn't write because I because I do so
 

00:11:36.720 --> 00:11:39.069 align:start position:0%
didn't write because I because I do so
much<00:11:36.880><c> writing</c><00:11:37.279><c> myself</c><00:11:38.000><c> um</c><00:11:38.480><c> and</c><00:11:38.680><c> little</c><00:11:38.880><c> bits</c>

00:11:39.069 --> 00:11:39.079 align:start position:0%
much writing myself um and little bits
 

00:11:39.079 --> 00:11:40.829 align:start position:0%
much writing myself um and little bits
and<00:11:39.240><c> pieces</c><00:11:39.519><c> of</c><00:11:39.639><c> code</c><00:11:39.920><c> but</c><00:11:40.040><c> I</c><00:11:40.120><c> didn't</c><00:11:40.480><c> really</c>

00:11:40.829 --> 00:11:40.839 align:start position:0%
and pieces of code but I didn't really
 

00:11:40.839 --> 00:11:43.269 align:start position:0%
and pieces of code but I didn't really
get<00:11:41.120><c> into</c><00:11:41.959><c> the</c><00:11:42.120><c> coding</c><00:11:42.440><c> side</c><00:11:42.680><c> until</c><00:11:43.040><c> after</c>

00:11:43.269 --> 00:11:43.279 align:start position:0%
get into the coding side until after
 

00:11:43.279 --> 00:11:46.150 align:start position:0%
get into the coding side until after
chat<00:11:43.560><c> GPT</c><00:11:44.079><c> came</c><00:11:44.279><c> out</c><00:11:44.760><c> and</c><00:11:45.120><c> I</c><00:11:45.320><c> did</c><00:11:45.560><c> the</c><00:11:45.800><c> Advent</c>

00:11:46.150 --> 00:11:46.160 align:start position:0%
chat GPT came out and I did the Advent
 

00:11:46.160 --> 00:11:48.870 align:start position:0%
chat GPT came out and I did the Advent
of<00:11:46.399><c> code</c><00:11:46.959><c> that</c><00:11:47.160><c> December</c><00:11:48.079><c> and</c><00:11:48.200><c> the</c><00:11:48.360><c> sort</c><00:11:48.480><c> of</c>

00:11:48.870 --> 00:11:48.880 align:start position:0%
of code that December and the sort of
 

00:11:48.880 --> 00:11:50.470 align:start position:0%
of code that December and the sort of
monthlong<00:11:49.320><c> programming</c><00:11:49.800><c> challeng</c><00:11:50.240><c> this</c><00:11:50.320><c> was</c>

00:11:50.470 --> 00:11:50.480 align:start position:0%
monthlong programming challeng this was
 

00:11:50.480 --> 00:11:53.590 align:start position:0%
monthlong programming challeng this was
2022<00:11:51.200><c> December</c><00:11:51.639><c> right</c><00:11:52.279><c> yes</c><00:11:52.519><c> November</c><00:11:52.959><c> to</c><00:11:53.279><c> chat</c>

00:11:53.590 --> 00:11:53.600 align:start position:0%
2022 December right yes November to chat
 

00:11:53.600 --> 00:11:56.190 align:start position:0%
2022 December right yes November to chat
November<00:11:54.120><c> 30th</c><00:11:54.560><c> is</c><00:11:54.680><c> when</c><00:11:54.800><c> chat</c><00:11:55.480><c> came</c><00:11:55.639><c> out</c><00:11:56.040><c> and</c>

00:11:56.190 --> 00:11:56.200 align:start position:0%
November 30th is when chat came out and
 

00:11:56.200 --> 00:11:58.870 align:start position:0%
November 30th is when chat came out and
so<00:11:56.720><c> I</c><00:11:56.839><c> spent</c><00:11:57.160><c> December</c><00:11:57.600><c> trying</c><00:11:57.839><c> to</c><00:11:57.959><c> learn</c><00:11:58.279><c> rust</c>

00:11:58.870 --> 00:11:58.880 align:start position:0%
so I spent December trying to learn rust
 

00:11:58.880 --> 00:11:59.750 align:start position:0%
so I spent December trying to learn rust
with<00:11:59.040><c> it</c>

00:11:59.750 --> 00:11:59.760 align:start position:0%
with it
 

00:11:59.760 --> 00:12:03.110 align:start position:0%
with it
assistant<00:12:00.880><c> which</c><00:12:01.880><c> didn't</c><00:12:02.800><c> it</c><00:12:02.920><c> was</c>

00:12:03.110 --> 00:12:03.120 align:start position:0%
assistant which didn't it was
 

00:12:03.120 --> 00:12:05.310 align:start position:0%
assistant which didn't it was
interesting<00:12:03.720><c> I</c><00:12:03.839><c> got</c><00:12:04.120><c> a</c><00:12:04.320><c> reasonably</c><00:12:04.760><c> Long</c><00:12:04.959><c> Way</c>

00:12:05.310 --> 00:12:05.320 align:start position:0%
interesting I got a reasonably Long Way
 

00:12:05.320 --> 00:12:07.310 align:start position:0%
interesting I got a reasonably Long Way
rust<00:12:05.680><c> is</c><00:12:05.880><c> actually</c><00:12:06.200><c> I</c><00:12:06.279><c> still</c><00:12:06.480><c> don't</c><00:12:06.680><c> know</c><00:12:06.880><c> rust</c>

00:12:07.310 --> 00:12:07.320 align:start position:0%
rust is actually I still don't know rust
 

00:12:07.320 --> 00:12:10.110 align:start position:0%
rust is actually I still don't know rust
rust<00:12:08.079><c> the</c><00:12:08.480><c> the</c><00:12:08.639><c> memory</c><00:12:09.000><c> management</c><00:12:09.440><c> in</c><00:12:09.600><c> Rust</c>

00:12:10.110 --> 00:12:10.120 align:start position:0%
rust the the memory management in Rust
 

00:12:10.120 --> 00:12:12.190 align:start position:0%
rust the the memory management in Rust
is<00:12:10.600><c> just</c><00:12:11.200><c> difficult</c><00:12:11.440><c> enough</c><00:12:11.720><c> that</c><00:12:11.880><c> language</c>

00:12:12.190 --> 00:12:12.200 align:start position:0%
is just difficult enough that language
 

00:12:12.200 --> 00:12:14.230 align:start position:0%
is just difficult enough that language
models<00:12:12.639><c> still</c><00:12:12.920><c> have</c><00:12:13.079><c> trouble</c><00:12:13.399><c> with</c><00:12:13.519><c> it</c><00:12:14.000><c> like</c>

00:12:14.230 --> 00:12:14.240 align:start position:0%
models still have trouble with it like
 

00:12:14.240 --> 00:12:16.189 align:start position:0%
models still have trouble with it like
one<00:12:14.360><c> of</c><00:12:14.560><c> my</c><00:12:15.000><c> test</c><00:12:15.360><c> of</c><00:12:15.480><c> a</c><00:12:15.600><c> new</c><00:12:15.720><c> language</c><00:12:16.000><c> model</c>

00:12:16.189 --> 00:12:16.199 align:start position:0%
one of my test of a new language model
 

00:12:16.199 --> 00:12:18.590 align:start position:0%
one of my test of a new language model
is<00:12:16.440><c> okay</c><00:12:16.639><c> can</c><00:12:16.760><c> it</c><00:12:17.000><c> explain</c><00:12:17.760><c> the</c><00:12:17.920><c> rust</c><00:12:18.279><c> rust</c>

00:12:18.590 --> 00:12:18.600 align:start position:0%
is okay can it explain the rust rust
 

00:12:18.600 --> 00:12:21.350 align:start position:0%
is okay can it explain the rust rust
borrowing<00:12:19.120><c> to</c><00:12:19.320><c> me</c><00:12:19.680><c> and</c><00:12:20.560><c> they're</c><00:12:20.760><c> getting</c><00:12:21.000><c> to</c><00:12:21.199><c> a</c>

00:12:21.350 --> 00:12:21.360 align:start position:0%
borrowing to me and they're getting to a
 

00:12:21.360 --> 00:12:23.189 align:start position:0%
borrowing to me and they're getting to a
point<00:12:21.680><c> where</c><00:12:21.880><c> I'm</c><00:12:22.120><c> almost</c><00:12:22.760><c> understanding</c><00:12:23.000><c> it</c>

00:12:23.189 --> 00:12:23.199 align:start position:0%
point where I'm almost understanding it
 

00:12:23.199 --> 00:12:24.470 align:start position:0%
point where I'm almost understanding it
but<00:12:23.360><c> it's</c><00:12:23.560><c> it's</c><00:12:23.680><c> an</c><00:12:23.839><c> interesting</c><00:12:24.240><c> sort</c><00:12:24.399><c> of</c>

00:12:24.470 --> 00:12:24.480 align:start position:0%
but it's it's an interesting sort of
 

00:12:24.480 --> 00:12:26.389 align:start position:0%
but it's it's an interesting sort of
stress<00:12:24.760><c> test</c><00:12:24.959><c> for</c><00:12:25.160><c> this</c><00:12:25.560><c> whereas</c><00:12:25.920><c> if</c><00:12:26.000><c> you</c><00:12:26.160><c> use</c>

00:12:26.389 --> 00:12:26.399 align:start position:0%
stress test for this whereas if you use
 

00:12:26.399 --> 00:12:28.550 align:start position:0%
stress test for this whereas if you use
these<00:12:26.560><c> models</c><00:12:26.880><c> for</c><00:12:27.040><c> JavaScript</c><00:12:27.519><c> and</c><00:12:27.680><c> python</c>

00:12:28.550 --> 00:12:28.560 align:start position:0%
these models for JavaScript and python
 

00:12:28.560 --> 00:12:30.550 align:start position:0%
these models for JavaScript and python
they're<00:12:28.839><c> pH</c><00:12:29.160><c> Nally</c><00:12:29.600><c> good</c><00:12:29.800><c> there's</c><00:12:30.040><c> so</c><00:12:30.240><c> much</c>

00:12:30.550 --> 00:12:30.560 align:start position:0%
they're pH Nally good there's so much
 

00:12:30.560 --> 00:12:32.430 align:start position:0%
they're pH Nally good there's so much
more<00:12:30.920><c> training</c><00:12:31.320><c> data</c><00:12:31.639><c> about</c><00:12:31.839><c> JavaScript</c><00:12:32.320><c> and</c>

00:12:32.430 --> 00:12:32.440 align:start position:0%
more training data about JavaScript and
 

00:12:32.440 --> 00:12:33.870 align:start position:0%
more training data about JavaScript and
python<00:12:32.720><c> out</c><00:12:32.880><c> there</c><00:12:33.000><c> than</c><00:12:33.120><c> there</c><00:12:33.279><c> is</c><00:12:33.440><c> for</c><00:12:33.639><c> for</c><00:12:33.760><c> a</c>

00:12:33.870 --> 00:12:33.880 align:start position:0%
python out there than there is for for a
 

00:12:33.880 --> 00:12:36.030 align:start position:0%
python out there than there is for for a
language<00:12:34.199><c> like</c><00:12:34.360><c> rust</c><00:12:34.800><c> that</c><00:12:35.360><c> honestly</c><00:12:35.839><c> they</c>

00:12:36.030 --> 00:12:36.040 align:start position:0%
language like rust that honestly they
 

00:12:36.040 --> 00:12:37.670 align:start position:0%
language like rust that honestly they
they<00:12:36.160><c> they</c><00:12:36.320><c> just</c><00:12:36.519><c> completely</c><00:12:36.880><c> sing</c><00:12:37.560><c> and</c>

00:12:37.670 --> 00:12:37.680 align:start position:0%
they they just completely sing and
 

00:12:37.680 --> 00:12:40.110 align:start position:0%
they they just completely sing and
that's<00:12:37.880><c> great</c><00:12:38.040><c> for</c><00:12:38.199><c> me</c><00:12:38.480><c> because</c><00:12:39.199><c> the</c><00:12:39.399><c> code</c><00:12:39.800><c> the</c>

00:12:40.110 --> 00:12:40.120 align:start position:0%
that's great for me because the code the
 

00:12:40.120 --> 00:12:42.670 align:start position:0%
that's great for me because the code the
the<00:12:40.279><c> languages</c><00:12:40.720><c> I</c><00:12:40.880><c> use</c><00:12:41.120><c> every</c><00:12:41.360><c> day</c><00:12:41.760><c> are</c><00:12:42.040><c> Python</c>

00:12:42.670 --> 00:12:42.680 align:start position:0%
the languages I use every day are Python
 

00:12:42.680 --> 00:12:45.790 align:start position:0%
the languages I use every day are Python
and<00:12:43.160><c> JavaScript</c><00:12:43.920><c> and</c><00:12:44.279><c> SQL</c><00:12:45.000><c> and</c><00:12:45.240><c> those</c><00:12:45.360><c> are</c><00:12:45.560><c> the</c>

00:12:45.790 --> 00:12:45.800 align:start position:0%
and JavaScript and SQL and those are the
 

00:12:45.800 --> 00:12:47.389 align:start position:0%
and JavaScript and SQL and those are the
three<00:12:46.079><c> languages</c><00:12:46.480><c> that</c><00:12:46.639><c> language</c><00:12:46.880><c> models</c><00:12:47.199><c> are</c>

00:12:47.389 --> 00:12:47.399 align:start position:0%
three languages that language models are
 

00:12:47.399 --> 00:12:50.350 align:start position:0%
three languages that language models are
best<00:12:47.639><c> at</c><00:12:48.000><c> so</c><00:12:48.279><c> I'm</c><00:12:48.760><c> perfectly</c><00:12:49.320><c> positioned</c><00:12:50.160><c> to</c>

00:12:50.350 --> 00:12:50.360 align:start position:0%
best at so I'm perfectly positioned to
 

00:12:50.360 --> 00:12:51.949 align:start position:0%
best at so I'm perfectly positioned to
have<00:12:50.560><c> these</c><00:12:50.720><c> things</c><00:12:51.040><c> be</c><00:12:51.320><c> be</c><00:12:51.480><c> useful</c><00:12:51.800><c> and</c>

00:12:51.949 --> 00:12:51.959 align:start position:0%
have these things be be useful and
 

00:12:51.959 --> 00:12:55.069 align:start position:0%
have these things be be useful and
helpful<00:12:52.320><c> for</c><00:12:52.519><c> me</c><00:12:53.440><c> and</c><00:12:53.560><c> I've</c><00:12:53.760><c> also</c><00:12:54.040><c> got</c><00:12:54.240><c> an</c><00:12:54.680><c> I</c><00:12:54.839><c> I</c>

00:12:55.069 --> 00:12:55.079 align:start position:0%
helpful for me and I've also got an I I
 

00:12:55.079 --> 00:12:57.110 align:start position:0%
helpful for me and I've also got an I I
I<00:12:55.240><c> tend</c><00:12:55.440><c> to</c><00:12:55.639><c> pick</c><00:12:56.120><c> like</c><00:12:56.240><c> I</c><00:12:56.399><c> said</c><00:12:56.639><c> boring</c>

00:12:57.110 --> 00:12:57.120 align:start position:0%
I tend to pick like I said boring
 

00:12:57.120 --> 00:12:59.389 align:start position:0%
I tend to pick like I said boring
technology<00:12:58.120><c> like</c><00:12:58.279><c> d</c><00:12:58.320><c> Jango</c><00:12:59.199><c> which</c><00:12:59.320><c> the</c>

00:12:59.389 --> 00:12:59.399 align:start position:0%
technology like d Jango which the
 

00:12:59.399 --> 00:13:01.030 align:start position:0%
technology like d Jango which the
language<00:12:59.680><c> mods</c><00:12:59.959><c> know</c><00:13:00.160><c> already</c><00:13:00.680><c> you</c><00:13:00.760><c> know</c><00:13:00.920><c> if</c>

00:13:01.030 --> 00:13:01.040 align:start position:0%
language mods know already you know if
 

00:13:01.040 --> 00:13:02.230 align:start position:0%
language mods know already you know if
you're<00:13:01.279><c> if</c><00:13:01.360><c> you're</c><00:13:01.480><c> sticking</c><00:13:01.880><c> if</c><00:13:02.040><c> if</c><00:13:02.120><c> you</c>

00:13:02.230 --> 00:13:02.240 align:start position:0%
you're if you're sticking if if you
 

00:13:02.240 --> 00:13:04.269 align:start position:0%
you're if you're sticking if if you
stick<00:13:02.440><c> with</c><00:13:02.760><c> Django</c><00:13:03.760><c> they're</c><00:13:03.959><c> going</c><00:13:04.040><c> to</c><00:13:04.160><c> be</c>

00:13:04.269 --> 00:13:04.279 align:start position:0%
stick with Django they're going to be
 

00:13:04.279 --> 00:13:05.710 align:start position:0%
stick with Django they're going to be
able<00:13:04.480><c> to</c><00:13:04.600><c> do</c><00:13:04.800><c> pretty</c><00:13:05.000><c> much</c><00:13:05.199><c> anything</c><00:13:05.480><c> that</c><00:13:05.600><c> you</c>

00:13:05.710 --> 00:13:05.720 align:start position:0%
able to do pretty much anything that you
 

00:13:05.720 --> 00:13:08.189 align:start position:0%
able to do pretty much anything that you
ask<00:13:05.959><c> of</c><00:13:06.160><c> them</c><00:13:06.680><c> but</c><00:13:06.880><c> yeah</c><00:13:07.079><c> so</c><00:13:07.560><c> I</c><00:13:07.680><c> tried</c><00:13:07.880><c> learning</c>

00:13:08.189 --> 00:13:08.199 align:start position:0%
ask of them but yeah so I tried learning
 

00:13:08.199 --> 00:13:10.030 align:start position:0%
ask of them but yeah so I tried learning
rust<00:13:08.600><c> and</c><00:13:08.720><c> that</c><00:13:08.800><c> was</c><00:13:08.920><c> a</c><00:13:09.120><c> really</c><00:13:09.320><c> good</c><00:13:09.600><c> exercise</c>

00:13:10.030 --> 00:13:10.040 align:start position:0%
rust and that was a really good exercise
 

00:13:10.040 --> 00:13:12.350 align:start position:0%
rust and that was a really good exercise
for<00:13:10.240><c> just</c><00:13:10.519><c> every</c><00:13:10.880><c> day</c><00:13:11.480><c> trying</c><00:13:11.959><c> these</c><00:13:12.160><c> things</c>

00:13:12.350 --> 00:13:12.360 align:start position:0%
for just every day trying these things
 

00:13:12.360 --> 00:13:14.110 align:start position:0%
for just every day trying these things
out<00:13:12.519><c> and</c><00:13:12.639><c> seeing</c><00:13:12.880><c> what</c><00:13:13.040><c> could</c><00:13:13.199><c> happen</c><00:13:13.800><c> one</c><00:13:13.920><c> of</c>

00:13:14.110 --> 00:13:14.120 align:start position:0%
out and seeing what could happen one of
 

00:13:14.120 --> 00:13:16.269 align:start position:0%
out and seeing what could happen one of
the<00:13:14.480><c> key</c><00:13:14.720><c> things</c><00:13:15.040><c> I've</c><00:13:15.240><c> learned</c><00:13:15.760><c> that</c><00:13:15.920><c> I</c><00:13:16.000><c> think</c>

00:13:16.269 --> 00:13:16.279 align:start position:0%
the key things I've learned that I think
 

00:13:16.279 --> 00:13:18.430 align:start position:0%
the key things I've learned that I think
people<00:13:16.560><c> don't</c><00:13:16.800><c> necessarily</c><00:13:17.480><c> acknowledge</c>

00:13:18.430 --> 00:13:18.440 align:start position:0%
people don't necessarily acknowledge
 

00:13:18.440 --> 00:13:20.670 align:start position:0%
people don't necessarily acknowledge
these<00:13:18.600><c> things</c><00:13:18.760><c> are</c><00:13:19.040><c> really</c><00:13:19.560><c> difficult</c><00:13:19.760><c> to</c><00:13:19.959><c> use</c>

00:13:20.670 --> 00:13:20.680 align:start position:0%
these things are really difficult to use
 

00:13:20.680 --> 00:13:23.310 align:start position:0%
these things are really difficult to use
and<00:13:20.839><c> there's</c><00:13:21.000><c> a</c><00:13:21.240><c> lot</c><00:13:21.720><c> of</c><00:13:22.480><c> it's</c><00:13:22.680><c> not</c><00:13:22.839><c> just</c><00:13:23.160><c> skill</c>

00:13:23.310 --> 00:13:23.320 align:start position:0%
and there's a lot of it's not just skill
 

00:13:23.320 --> 00:13:24.910 align:start position:0%
and there's a lot of it's not just skill
there's<00:13:23.480><c> a</c><00:13:23.560><c> lot</c><00:13:23.680><c> of</c><00:13:23.920><c> intuition</c><00:13:24.519><c> you</c><00:13:24.680><c> have</c><00:13:24.760><c> to</c>

00:13:24.910 --> 00:13:24.920 align:start position:0%
there's a lot of intuition you have to
 

00:13:24.920 --> 00:13:26.230 align:start position:0%
there's a lot of intuition you have to
build<00:13:25.160><c> up</c><00:13:25.360><c> in</c><00:13:25.480><c> order</c><00:13:25.720><c> to</c><00:13:25.839><c> use</c><00:13:26.040><c> them</c>

00:13:26.230 --> 00:13:26.240 align:start position:0%
build up in order to use them
 

00:13:26.240 --> 00:13:28.470 align:start position:0%
build up in order to use them
effectively<00:13:27.199><c> like</c><00:13:27.600><c> if</c><00:13:27.680><c> you</c><00:13:27.839><c> just</c><00:13:28.000><c> sit</c><00:13:28.240><c> down</c>

00:13:28.470 --> 00:13:28.480 align:start position:0%
effectively like if you just sit down
 

00:13:28.480 --> 00:13:30.230 align:start position:0%
effectively like if you just sit down
and<00:13:28.680><c> ask</c><00:13:29.120><c> the</c><00:13:29.240><c> question</c><00:13:29.519><c> like</c><00:13:29.680><c> you'd</c><00:13:29.920><c> ask</c><00:13:30.120><c> on</c>

00:13:30.230 --> 00:13:30.240 align:start position:0%
and ask the question like you'd ask on
 

00:13:30.240 --> 00:13:32.670 align:start position:0%
and ask the question like you'd ask on
stack<00:13:30.560><c> Overflow</c><00:13:31.360><c> you'll</c><00:13:31.680><c> probably</c><00:13:32.040><c> not</c><00:13:32.279><c> get</c><00:13:32.519><c> a</c>

00:13:32.670 --> 00:13:32.680 align:start position:0%
stack Overflow you'll probably not get a
 

00:13:32.680 --> 00:13:35.150 align:start position:0%
stack Overflow you'll probably not get a
great<00:13:33.000><c> response</c><00:13:33.760><c> and</c><00:13:34.160><c> a</c><00:13:34.279><c> lot</c><00:13:34.399><c> of</c><00:13:34.560><c> people</c><00:13:34.880><c> do</c>

00:13:35.150 --> 00:13:35.160 align:start position:0%
great response and a lot of people do
 

00:13:35.160 --> 00:13:36.470 align:start position:0%
great response and a lot of people do
that<00:13:35.519><c> and</c><00:13:35.600><c> then</c><00:13:35.720><c> they</c><00:13:35.880><c> write</c><00:13:36.079><c> the</c><00:13:36.199><c> whole</c><00:13:36.320><c> thing</c>

00:13:36.470 --> 00:13:36.480 align:start position:0%
that and then they write the whole thing
 

00:13:36.480 --> 00:13:38.310 align:start position:0%
that and then they write the whole thing
off<00:13:36.720><c> they're</c><00:13:36.880><c> like</c><00:13:37.279><c> okay</c><00:13:37.720><c> it</c><00:13:37.839><c> didn't</c><00:13:38.079><c> give</c><00:13:38.199><c> me</c>

00:13:38.310 --> 00:13:38.320 align:start position:0%
off they're like okay it didn't give me
 

00:13:38.320 --> 00:13:40.269 align:start position:0%
off they're like okay it didn't give me
what<00:13:38.440><c> I</c><00:13:38.560><c> wanted</c><00:13:39.079><c> this</c><00:13:39.199><c> is</c><00:13:39.320><c> all</c><00:13:39.560><c> hyp</c><00:13:39.880><c> there's</c><00:13:40.079><c> no</c>

00:13:40.269 --> 00:13:40.279 align:start position:0%
what I wanted this is all hyp there's no
 

00:13:40.279 --> 00:13:42.790 align:start position:0%
what I wanted this is all hyp there's no
value<00:13:40.760><c> here</c><00:13:41.760><c> the</c><00:13:41.880><c> trick</c><00:13:42.120><c> is</c><00:13:42.279><c> firstly</c><00:13:42.639><c> you</c><00:13:42.720><c> have</c>

00:13:42.790 --> 00:13:42.800 align:start position:0%
value here the trick is firstly you have
 

00:13:42.800 --> 00:13:44.590 align:start position:0%
value here the trick is firstly you have
to<00:13:42.880><c> learn</c><00:13:43.160><c> how</c><00:13:43.279><c> to</c><00:13:43.440><c> prompt</c><00:13:43.760><c> them</c><00:13:44.000><c> you</c><00:13:44.120><c> have</c><00:13:44.240><c> to</c>

00:13:44.590 --> 00:13:44.600 align:start position:0%
to learn how to prompt them you have to
 

00:13:44.600 --> 00:13:46.230 align:start position:0%
to learn how to prompt them you have to
more<00:13:44.800><c> important</c><00:13:45.160><c> you</c><00:13:45.279><c> have</c><00:13:45.360><c> to</c><00:13:45.480><c> learn</c><00:13:46.040><c> what</c>

00:13:46.230 --> 00:13:46.240 align:start position:0%
more important you have to learn what
 

00:13:46.240 --> 00:13:47.550 align:start position:0%
more important you have to learn what
kind<00:13:46.399><c> of</c><00:13:46.560><c> things</c><00:13:46.760><c> they're</c><00:13:46.959><c> good</c><00:13:47.120><c> at</c><00:13:47.279><c> and</c><00:13:47.440><c> what</c>

00:13:47.550 --> 00:13:47.560 align:start position:0%
kind of things they're good at and what
 

00:13:47.560 --> 00:13:49.269 align:start position:0%
kind of things they're good at and what
kind<00:13:47.720><c> of</c><00:13:47.839><c> things</c><00:13:48.040><c> they're</c><00:13:48.240><c> bad</c><00:13:48.440><c> at</c><00:13:48.839><c> like</c><00:13:49.079><c> I</c>

00:13:49.269 --> 00:13:49.279 align:start position:0%
kind of things they're bad at like I
 

00:13:49.279 --> 00:13:50.990 align:start position:0%
kind of things they're bad at like I
know<00:13:49.959><c> because</c><00:13:50.120><c> I've</c><00:13:50.279><c> spent</c><00:13:50.519><c> so</c><00:13:50.680><c> much</c><00:13:50.839><c> time</c>

00:13:50.990 --> 00:13:51.000 align:start position:0%
know because I've spent so much time
 

00:13:51.000 --> 00:13:52.629 align:start position:0%
know because I've spent so much time
with<00:13:51.160><c> them</c><00:13:51.399><c> that</c><00:13:51.720><c> python</c><00:13:52.079><c> JavaScript</c><00:13:52.519><c> they're</c>

00:13:52.629 --> 00:13:52.639 align:start position:0%
with them that python JavaScript they're
 

00:13:52.639 --> 00:13:54.069 align:start position:0%
with them that python JavaScript they're
great<00:13:52.839><c> at</c><00:13:53.079><c> rust</c><00:13:53.320><c> they're</c><00:13:53.440><c> not</c><00:13:53.639><c> quite</c><00:13:53.800><c> as</c><00:13:53.959><c> good</c>

00:13:54.069 --> 00:13:54.079 align:start position:0%
great at rust they're not quite as good
 

00:13:54.079 --> 00:13:56.829 align:start position:0%
great at rust they're not quite as good
at<00:13:54.399><c> yet</c><00:13:55.000><c> um</c><00:13:55.480><c> I</c><00:13:55.639><c> know</c><00:13:55.959><c> that</c><00:13:56.199><c> you</c><00:13:56.320><c> shouldn't</c><00:13:56.639><c> ask</c>

00:13:56.829 --> 00:13:56.839 align:start position:0%
at yet um I know that you shouldn't ask
 

00:13:56.839 --> 00:13:58.550 align:start position:0%
at yet um I know that you shouldn't ask
them<00:13:57.000><c> about</c><00:13:57.240><c> current</c><00:13:57.560><c> events</c><00:13:58.040><c> because</c><00:13:58.360><c> they</c>

00:13:58.550 --> 00:13:58.560 align:start position:0%
them about current events because they
 

00:13:58.560 --> 00:14:00.470 align:start position:0%
them about current events because they
they've<00:13:58.680><c> got</c><00:13:58.759><c> a</c><00:13:59.079><c> tring</c><00:13:59.399><c> cut</c><00:13:59.560><c> off</c><00:13:59.800><c> in</c><00:13:59.880><c> terms</c><00:14:00.160><c> of</c>

00:14:00.470 --> 00:14:00.480 align:start position:0%
they've got a tring cut off in terms of
 

00:14:00.480 --> 00:14:02.030 align:start position:0%
they've got a tring cut off in terms of
of<00:14:00.639><c> of</c><00:14:00.800><c> what</c><00:14:00.920><c> they</c><00:14:01.279><c> understand</c><00:14:01.720><c> I</c><00:14:01.800><c> know</c><00:14:01.959><c> that</c>

00:14:02.030 --> 00:14:02.040 align:start position:0%
of of what they understand I know that
 

00:14:02.040 --> 00:14:04.150 align:start position:0%
of of what they understand I know that
they're<00:14:02.240><c> terrible</c><00:14:02.600><c> at</c><00:14:02.800><c> like</c><00:14:02.959><c> mathematic</c><00:14:03.759><c> math</c>

00:14:04.150 --> 00:14:04.160 align:start position:0%
they're terrible at like mathematic math
 

00:14:04.160 --> 00:14:05.910 align:start position:0%
they're terrible at like mathematic math
math<00:14:04.360><c> and</c><00:14:04.560><c> logic</c><00:14:04.880><c> puzzles</c><00:14:05.320><c> don't</c><00:14:05.519><c> ask</c><00:14:05.680><c> them</c><00:14:05.800><c> to</c>

00:14:05.910 --> 00:14:05.920 align:start position:0%
math and logic puzzles don't ask them to
 

00:14:05.920 --> 00:14:09.350 align:start position:0%
math and logic puzzles don't ask them to
count<00:14:06.240><c> anything</c><00:14:07.079><c> which</c><00:14:07.279><c> is</c><00:14:07.880><c> bizarre</c><00:14:08.560><c> because</c>

00:14:09.350 --> 00:14:09.360 align:start position:0%
count anything which is bizarre because
 

00:14:09.360 --> 00:14:11.069 align:start position:0%
count anything which is bizarre because
computers<00:14:09.839><c> are</c><00:14:10.040><c> really</c><00:14:10.279><c> good</c><00:14:10.440><c> at</c><00:14:10.600><c> maths</c><00:14:10.880><c> and</c>

00:14:11.069 --> 00:14:11.079 align:start position:0%
computers are really good at maths and
 

00:14:11.079 --> 00:14:13.230 align:start position:0%
computers are really good at maths and
Counting<00:14:11.519><c> and</c><00:14:11.680><c> looking</c><00:14:12.000><c> things</c><00:14:12.320><c> up</c><00:14:13.079><c> and</c>

00:14:13.230 --> 00:14:13.240 align:start position:0%
Counting and looking things up and
 

00:14:13.240 --> 00:14:14.350 align:start position:0%
Counting and looking things up and
language<00:14:13.560><c> models</c><00:14:13.880><c> those</c><00:14:14.000><c> are</c><00:14:14.079><c> the</c><00:14:14.199><c> three</c>

00:14:14.350 --> 00:14:14.360 align:start position:0%
language models those are the three
 

00:14:14.360 --> 00:14:15.910 align:start position:0%
language models those are the three
things<00:14:14.560><c> they're</c><00:14:14.720><c> not</c><00:14:14.880><c> good</c><00:14:15.040><c> at</c><00:14:15.440><c> and</c><00:14:15.560><c> there</c><00:14:15.680><c> are</c>

00:14:15.910 --> 00:14:15.920 align:start position:0%
things they're not good at and there are
 

00:14:15.920 --> 00:14:17.350 align:start position:0%
things they're not good at and there are
most<00:14:16.160><c> supposedly</c><00:14:16.600><c> our</c><00:14:16.759><c> most</c><00:14:16.959><c> advanced</c>

00:14:17.350 --> 00:14:17.360 align:start position:0%
most supposedly our most advanced
 

00:14:17.360 --> 00:14:19.749 align:start position:0%
most supposedly our most advanced
computers<00:14:18.279><c> but</c><00:14:18.440><c> so</c><00:14:18.600><c> you</c><00:14:18.720><c> have</c><00:14:18.839><c> to</c><00:14:18.959><c> build</c><00:14:19.279><c> this</c>

00:14:19.749 --> 00:14:19.759 align:start position:0%
computers but so you have to build this
 

00:14:19.759 --> 00:14:21.990 align:start position:0%
computers but so you have to build this
quite<00:14:20.079><c> intricate</c><00:14:20.600><c> mental</c><00:14:20.920><c> model</c><00:14:21.360><c> of</c><00:14:21.800><c> what</c>

00:14:21.990 --> 00:14:22.000 align:start position:0%
quite intricate mental model of what
 

00:14:22.000 --> 00:14:24.230 align:start position:0%
quite intricate mental model of what
these<00:14:22.160><c> things</c><00:14:22.440><c> can</c><00:14:22.600><c> do</c><00:14:23.000><c> and</c><00:14:23.279><c> how</c><00:14:23.440><c> to</c><00:14:23.959><c> get</c><00:14:24.120><c> them</c>

00:14:24.230 --> 00:14:24.240 align:start position:0%
these things can do and how to get them
 

00:14:24.240 --> 00:14:26.350 align:start position:0%
these things can do and how to get them
to<00:14:24.399><c> do</c><00:14:24.639><c> those</c><00:14:24.839><c> things</c><00:14:25.320><c> and</c><00:14:25.600><c> if</c><00:14:25.720><c> you</c><00:14:25.880><c> build</c><00:14:26.199><c> that</c>

00:14:26.350 --> 00:14:26.360 align:start position:0%
to do those things and if you build that
 

00:14:26.360 --> 00:14:28.030 align:start position:0%
to do those things and if you build that
mental<00:14:26.639><c> model</c><00:14:26.880><c> if</c><00:14:26.959><c> you</c><00:14:27.079><c> put</c><00:14:27.199><c> the</c><00:14:27.320><c> work</c><00:14:27.519><c> in</c><00:14:27.880><c> you</c>

00:14:28.030 --> 00:14:28.040 align:start position:0%
mental model if you put the work in you
 

00:14:28.040 --> 00:14:30.629 align:start position:0%
mental model if you put the work in you
can<00:14:28.399><c> scream</c><00:14:29.440><c> with</c><00:14:29.560><c> them</c><00:14:29.759><c> there</c><00:14:29.880><c> is</c><00:14:30.160><c> so</c><00:14:30.360><c> you</c><00:14:30.480><c> can</c>

00:14:30.629 --> 00:14:30.639 align:start position:0%
can scream with them there is so you can
 

00:14:30.639 --> 00:14:33.470 align:start position:0%
can scream with them there is so you can
work<00:14:30.959><c> so</c><00:14:31.240><c> quickly</c><00:14:31.959><c> at</c><00:14:32.120><c> solving</c><00:14:32.959><c> specific</c>

00:14:33.470 --> 00:14:33.480 align:start position:0%
work so quickly at solving specific
 

00:14:33.480 --> 00:14:35.509 align:start position:0%
work so quickly at solving specific
problems<00:14:34.160><c> when</c><00:14:34.320><c> you</c><00:14:34.480><c> say</c><00:14:34.800><c> oh</c><00:14:35.120><c> this</c><00:14:35.240><c> is</c><00:14:35.399><c> the</c>

00:14:35.509 --> 00:14:35.519 align:start position:0%
problems when you say oh this is the
 

00:14:35.519 --> 00:14:37.189 align:start position:0%
problems when you say oh this is the
kind<00:14:35.639><c> of</c><00:14:35.759><c> thing</c><00:14:35.880><c> that</c><00:14:36.040><c> language</c><00:14:36.360><c> model</c><00:14:36.600><c> can</c><00:14:36.759><c> do</c>

00:14:37.189 --> 00:14:37.199 align:start position:0%
kind of thing that language model can do
 

00:14:37.199 --> 00:14:39.069 align:start position:0%
kind of thing that language model can do
and<00:14:37.279><c> then</c><00:14:37.399><c> you</c><00:14:37.560><c> just</c><00:14:37.759><c> Outsource</c><00:14:38.320><c> it</c><00:14:38.440><c> to</c><00:14:38.639><c> your</c><00:14:39.000><c> I</c>

00:14:39.069 --> 00:14:39.079 align:start position:0%
and then you just Outsource it to your I
 

00:14:39.079 --> 00:14:41.430 align:start position:0%
and then you just Outsource it to your I
call<00:14:39.240><c> it</c><00:14:39.399><c> my</c><00:14:39.560><c> weird</c><00:14:39.880><c> intern</c><00:14:40.759><c> sometimes</c>

00:14:41.430 --> 00:14:41.440 align:start position:0%
call it my weird intern sometimes
 

00:14:41.440 --> 00:14:42.590 align:start position:0%
call it my weird intern sometimes
whereas<00:14:41.720><c> other</c><00:14:41.839><c> things</c><00:14:42.000><c> you're</c><00:14:42.120><c> like</c><00:14:42.360><c> okay</c>

00:14:42.590 --> 00:14:42.600 align:start position:0%
whereas other things you're like okay
 

00:14:42.600 --> 00:14:43.990 align:start position:0%
whereas other things you're like okay
well<00:14:42.800><c> it's</c><00:14:42.920><c> not</c><00:14:43.079><c> even</c><00:14:43.279><c> worth</c><00:14:43.480><c> trying</c><00:14:43.720><c> out</c><00:14:43.839><c> on</c><00:14:43.920><c> a</c>

00:14:43.990 --> 00:14:44.000 align:start position:0%
well it's not even worth trying out on a
 

00:14:44.000 --> 00:14:45.350 align:start position:0%
well it's not even worth trying out on a
language<00:14:44.279><c> model</c><00:14:44.519><c> because</c><00:14:44.639><c> I</c><00:14:44.720><c> know</c><00:14:44.880><c> from</c><00:14:45.160><c> past</c>

00:14:45.350 --> 00:14:45.360 align:start position:0%
language model because I know from past
 

00:14:45.360 --> 00:14:46.749 align:start position:0%
language model because I know from past
experience<00:14:45.759><c> that</c><00:14:45.880><c> it</c><00:14:46.000><c> won't</c><00:14:46.199><c> do</c><00:14:46.320><c> a</c><00:14:46.440><c> good</c><00:14:46.600><c> job</c>

00:14:46.749 --> 00:14:46.759 align:start position:0%
experience that it won't do a good job
 

00:14:46.759 --> 00:14:49.670 align:start position:0%
experience that it won't do a good job
with<00:14:46.959><c> it</c><00:14:47.959><c> so</c><00:14:48.480><c> like</c><00:14:48.920><c> as</c><00:14:49.120><c> as</c><00:14:49.199><c> a</c><00:14:49.320><c> software</c>

00:14:49.670 --> 00:14:49.680 align:start position:0%
with it so like as as a software
 

00:14:49.680 --> 00:14:51.030 align:start position:0%
with it so like as as a software
engineer<00:14:50.079><c> I</c><00:14:50.120><c> mean</c><00:14:50.279><c> we</c><00:14:50.360><c> do</c><00:14:50.519><c> have</c><00:14:50.639><c> a</c><00:14:50.720><c> bit</c><00:14:50.839><c> of</c><00:14:50.920><c> an</c>

00:14:51.030 --> 00:14:51.040 align:start position:0%
engineer I mean we do have a bit of an
 

00:14:51.040 --> 00:14:52.790 align:start position:0%
engineer I mean we do have a bit of an
injuring<00:14:51.519><c> mindset</c><00:14:52.000><c> but</c><00:14:52.160><c> you</c><00:14:52.240><c> know</c><00:14:52.440><c> there's</c>

00:14:52.790 --> 00:14:52.800 align:start position:0%
injuring mindset but you know there's
 

00:14:52.800 --> 00:14:54.509 align:start position:0%
injuring mindset but you know there's
when<00:14:52.959><c> you</c><00:14:53.079><c> see</c><00:14:53.240><c> a</c><00:14:53.320><c> new</c><00:14:53.519><c> technology</c><00:14:54.160><c> I</c><00:14:54.240><c> mean</c><00:14:54.440><c> you</c>

00:14:54.509 --> 00:14:54.519 align:start position:0%
when you see a new technology I mean you
 

00:14:54.519 --> 00:14:56.030 align:start position:0%
when you see a new technology I mean you
know<00:14:54.680><c> clearly</c><00:14:55.079><c> this</c><00:14:55.199><c> is</c><00:14:55.480><c> this</c><00:14:55.600><c> is</c><00:14:55.759><c> this</c><00:14:55.880><c> is</c>

00:14:56.030 --> 00:14:56.040 align:start position:0%
know clearly this is this is this is
 

00:14:56.040 --> 00:14:58.030 align:start position:0%
know clearly this is this is this is
here<00:14:56.320><c> it's</c><00:14:56.440><c> not</c><00:14:56.639><c> going</c><00:14:57.000><c> away</c><00:14:57.440><c> but</c><00:14:57.560><c> there's</c><00:14:57.800><c> two</c>

00:14:58.030 --> 00:14:58.040 align:start position:0%
here it's not going away but there's two
 

00:14:58.040 --> 00:15:00.629 align:start position:0%
here it's not going away but there's two
ways<00:14:58.320><c> you</c><00:14:58.399><c> can</c><00:14:58.600><c> look</c><00:14:58.759><c> at</c><00:14:58.880><c> it</c><00:14:59.240><c> one</c><00:14:59.920><c> is</c><00:15:00.399><c> I</c><00:15:00.480><c> think</c>

00:15:00.629 --> 00:15:00.639 align:start position:0%
ways you can look at it one is I think
 

00:15:00.639 --> 00:15:02.150 align:start position:0%
ways you can look at it one is I think
you<00:15:00.800><c> kind</c><00:15:00.920><c> of</c><00:15:01.040><c> explain</c><00:15:01.440><c> you</c><00:15:01.519><c> start</c><00:15:01.800><c> playing</c>

00:15:02.150 --> 00:15:02.160 align:start position:0%
you kind of explain you start playing
 

00:15:02.160 --> 00:15:03.949 align:start position:0%
you kind of explain you start playing
with<00:15:02.279><c> it</c><00:15:02.480><c> you</c><00:15:02.600><c> start</c><00:15:02.920><c> stress</c><00:15:03.279><c> testing</c><00:15:03.680><c> it</c><00:15:03.839><c> you</c>

00:15:03.949 --> 00:15:03.959 align:start position:0%
with it you start stress testing it you
 

00:15:03.959 --> 00:15:06.069 align:start position:0%
with it you start stress testing it you
see<00:15:04.240><c> where</c><00:15:04.360><c> it</c><00:15:04.519><c> works</c><00:15:04.880><c> where</c><00:15:05.000><c> it</c><00:15:05.120><c> doesn't</c><00:15:05.959><c> and</c>

00:15:06.069 --> 00:15:06.079 align:start position:0%
see where it works where it doesn't and
 

00:15:06.079 --> 00:15:08.189 align:start position:0%
see where it works where it doesn't and
the<00:15:06.199><c> other</c><00:15:06.399><c> one</c><00:15:06.600><c> is</c><00:15:07.000><c> you</c><00:15:07.120><c> start</c><00:15:07.320><c> from</c><00:15:07.480><c> a</c><00:15:07.680><c> theory</c>

00:15:08.189 --> 00:15:08.199 align:start position:0%
the other one is you start from a theory
 

00:15:08.199 --> 00:15:10.910 align:start position:0%
the other one is you start from a theory
you<00:15:08.720><c> understand</c><00:15:09.199><c> how</c><00:15:09.360><c> it's</c><00:15:09.639><c> built</c><00:15:10.519><c> how</c><00:15:10.720><c> it</c>

00:15:10.910 --> 00:15:10.920 align:start position:0%
you understand how it's built how it
 

00:15:10.920 --> 00:15:13.350 align:start position:0%
you understand how it's built how it
works<00:15:11.800><c> what's</c><00:15:12.040><c> behind</c><00:15:12.320><c> the</c><00:15:12.480><c> scenes</c><00:15:13.040><c> and</c><00:15:13.199><c> then</c>

00:15:13.350 --> 00:15:13.360 align:start position:0%
works what's behind the scenes and then
 

00:15:13.360 --> 00:15:15.350 align:start position:0%
works what's behind the scenes and then
you<00:15:13.480><c> start</c><00:15:13.800><c> probing</c><00:15:14.440><c> and</c><00:15:14.639><c> and</c><00:15:14.759><c> then</c><00:15:14.880><c> you</c><00:15:15.079><c> have</c>

00:15:15.350 --> 00:15:15.360 align:start position:0%
you start probing and and then you have
 

00:15:15.360 --> 00:15:16.509 align:start position:0%
you start probing and and then you have
you<00:15:15.480><c> know</c><00:15:15.680><c> I</c><00:15:15.720><c> think</c><00:15:15.880><c> this</c><00:15:15.959><c> is</c><00:15:16.079><c> a</c><00:15:16.160><c> little</c><00:15:16.320><c> bit</c>

00:15:16.509 --> 00:15:16.519 align:start position:0%
you know I think this is a little bit
 

00:15:16.519 --> 00:15:18.470 align:start position:0%
you know I think this is a little bit
with<00:15:16.959><c> the</c><00:15:17.079><c> way</c><00:15:17.240><c> computer</c><00:15:17.639><c> science</c><00:15:17.920><c> is</c><00:15:18.120><c> taught</c>

00:15:18.470 --> 00:15:18.480 align:start position:0%
with the way computer science is taught
 

00:15:18.480 --> 00:15:20.110 align:start position:0%
with the way computer science is taught
like<00:15:18.639><c> if</c><00:15:18.720><c> you</c><00:15:18.880><c> go</c><00:15:19.000><c> to</c><00:15:19.199><c> university</c><00:15:19.800><c> like</c><00:15:19.920><c> when</c><00:15:20.000><c> I</c>

00:15:20.110 --> 00:15:20.120 align:start position:0%
like if you go to university like when I
 

00:15:20.120 --> 00:15:22.590 align:start position:0%
like if you go to university like when I
went<00:15:20.240><c> to</c><00:15:20.759><c> computer</c><00:15:21.079><c> science</c><00:15:21.399><c> we</c><00:15:21.519><c> started</c><00:15:21.880><c> with</c>

00:15:22.590 --> 00:15:22.600 align:start position:0%
went to computer science we started with
 

00:15:22.600 --> 00:15:26.230 align:start position:0%
went to computer science we started with
algebra<00:15:23.600><c> and</c><00:15:24.199><c> and</c><00:15:24.440><c> and</c><00:15:24.639><c> some</c><00:15:25.000><c> like</c><00:15:25.240><c> formal</c>

00:15:26.230 --> 00:15:26.240 align:start position:0%
algebra and and and some like formal
 

00:15:26.240 --> 00:15:28.430 align:start position:0%
algebra and and and some like formal
methods<00:15:26.720><c> and</c><00:15:26.880><c> and</c><00:15:27.079><c> languages</c><00:15:27.639><c> and</c><00:15:28.040><c> and</c><00:15:28.319><c> kind</c>

00:15:28.430 --> 00:15:28.440 align:start position:0%
methods and and languages and and kind
 

00:15:28.440 --> 00:15:30.110 align:start position:0%
methods and and languages and and kind
of<00:15:28.560><c> coding</c><00:15:29.000><c> was</c><00:15:29.120><c> a</c><00:15:29.199><c> little</c><00:15:29.319><c> bit</c><00:15:29.519><c> we</c><00:15:29.680><c> got</c><00:15:29.880><c> there</c>

00:15:30.110 --> 00:15:30.120 align:start position:0%
of coding was a little bit we got there
 

00:15:30.120 --> 00:15:31.710 align:start position:0%
of coding was a little bit we got there
by<00:15:30.240><c> the</c><00:15:30.360><c> end</c><00:15:30.560><c> and</c><00:15:30.720><c> they're</c><00:15:30.920><c> like</c><00:15:31.160><c> well</c><00:15:31.440><c> yeah</c><00:15:31.600><c> I</c>

00:15:31.710 --> 00:15:31.720 align:start position:0%
by the end and they're like well yeah I
 

00:15:31.720 --> 00:15:33.269 align:start position:0%
by the end and they're like well yeah I
guess<00:15:31.959><c> I</c><00:15:32.120><c> I</c><00:15:32.240><c> now</c><00:15:32.440><c> know</c><00:15:32.720><c> what</c><00:15:32.880><c> happens</c>

00:15:33.269 --> 00:15:33.279 align:start position:0%
guess I I now know what happens
 

00:15:33.279 --> 00:15:35.069 align:start position:0%
guess I I now know what happens
underneath<00:15:33.720><c> the</c><00:15:33.839><c> compiler</c><00:15:34.560><c> but</c><00:15:34.720><c> obviously</c>

00:15:35.069 --> 00:15:35.079 align:start position:0%
underneath the compiler but obviously
 

00:15:35.079 --> 00:15:37.389 align:start position:0%
underneath the compiler but obviously
there's<00:15:35.480><c> the</c><00:15:35.600><c> the</c><00:15:35.720><c> other</c><00:15:35.920><c> route</c><00:15:36.199><c> as</c><00:15:36.360><c> well</c><00:15:37.199><c> it</c>

00:15:37.389 --> 00:15:37.399 align:start position:0%
there's the the other route as well it
 

00:15:37.399 --> 00:15:41.350 align:start position:0%
there's the the other route as well it
in<00:15:37.600><c> in</c><00:15:37.759><c> your</c><00:15:38.519><c> like</c><00:15:39.440><c> you</c><00:15:39.560><c> know</c><00:15:40.399><c> view</c><00:15:41.000><c> like</c><00:15:41.199><c> was</c>

00:15:41.350 --> 00:15:41.360 align:start position:0%
in in your like you know view like was
 

00:15:41.360 --> 00:15:42.829 align:start position:0%
in in your like you know view like was
there<00:15:41.800><c> it</c><00:15:41.920><c> sounds</c><00:15:42.160><c> like</c><00:15:42.319><c> you</c><00:15:42.440><c> kind</c><00:15:42.560><c> of</c><00:15:42.720><c> like</c>

00:15:42.829 --> 00:15:42.839 align:start position:0%
there it sounds like you kind of like
 

00:15:42.839 --> 00:15:44.629 align:start position:0%
there it sounds like you kind of like
jump<00:15:43.120><c> straight</c><00:15:43.360><c> into</c><00:15:43.639><c> like</c><00:15:43.839><c> let</c><00:15:44.000><c> me</c><00:15:44.160><c> see</c><00:15:44.440><c> how</c>

00:15:44.629 --> 00:15:44.639 align:start position:0%
jump straight into like let me see how
 

00:15:44.639 --> 00:15:46.230 align:start position:0%
jump straight into like let me see how
this<00:15:44.959><c> actually</c><00:15:45.240><c> works</c><00:15:45.560><c> and</c><00:15:45.839><c> let</c><00:15:45.920><c> me</c><00:15:46.040><c> not</c>

00:15:46.230 --> 00:15:46.240 align:start position:0%
this actually works and let me not
 

00:15:46.240 --> 00:15:48.629 align:start position:0%
this actually works and let me not
overthink<00:15:46.759><c> the</c><00:15:46.959><c> theory</c><00:15:47.480><c> which</c><00:15:48.240><c> at</c><00:15:48.360><c> the</c><00:15:48.480><c> time</c>

00:15:48.629 --> 00:15:48.639 align:start position:0%
overthink the theory which at the time
 

00:15:48.639 --> 00:15:51.790 align:start position:0%
overthink the theory which at the time
it<00:15:48.759><c> was</c><00:15:49.399><c> bit</c><00:15:49.839><c> unclear</c><00:15:50.839><c> right</c><00:15:51.040><c> now</c><00:15:51.519><c> if</c><00:15:51.639><c> you</c>

00:15:51.790 --> 00:15:51.800 align:start position:0%
it was bit unclear right now if you
 

00:15:51.800 --> 00:15:54.030 align:start position:0%
it was bit unclear right now if you
start<00:15:52.160><c> with</c><00:15:52.319><c> the</c><00:15:52.480><c> theory</c><00:15:53.160><c> it</c><00:15:53.279><c> will</c><00:15:53.480><c> hold</c><00:15:53.800><c> you</c>

00:15:54.030 --> 00:15:54.040 align:start position:0%
start with the theory it will hold you
 

00:15:54.040 --> 00:15:57.110 align:start position:0%
start with the theory it will hold you
back<00:15:54.600><c> like</c><00:15:54.880><c> this</c><00:15:55.199><c> spe</c><00:15:55.639><c> specific</c><00:15:56.160><c> technology</c>

00:15:57.110 --> 00:15:57.120 align:start position:0%
back like this spe specific technology
 

00:15:57.120 --> 00:16:00.550 align:start position:0%
back like this spe specific technology
it's<00:15:57.600><c> weirdly</c><00:15:58.600><c> um</c><00:15:59.079><c> it's</c><00:15:59.279><c> weirdly</c><00:15:59.759><c> harmful</c><00:16:00.360><c> to</c>

00:16:00.550 --> 00:16:00.560 align:start position:0%
it's weirdly um it's weirdly harmful to
 

00:16:00.560 --> 00:16:02.710 align:start position:0%
it's weirdly um it's weirdly harmful to
spend<00:16:00.920><c> too</c><00:16:01.120><c> much</c><00:16:01.399><c> time</c><00:16:01.800><c> trying</c><00:16:02.040><c> to</c><00:16:02.480><c> understand</c>

00:16:02.710 --> 00:16:02.720 align:start position:0%
spend too much time trying to understand
 

00:16:02.720 --> 00:16:04.949 align:start position:0%
spend too much time trying to understand
how<00:16:02.959><c> they</c><00:16:03.240><c> like</c><00:16:03.759><c> how</c><00:16:03.959><c> they</c><00:16:04.160><c> actually</c><00:16:04.480><c> work</c>

00:16:04.949 --> 00:16:04.959 align:start position:0%
how they like how they actually work
 

00:16:04.959 --> 00:16:06.590 align:start position:0%
how they like how they actually work
before<00:16:05.160><c> you</c><00:16:05.319><c> start</c><00:16:05.560><c> playing</c><00:16:05.880><c> with</c><00:16:06.000><c> them</c><00:16:06.480><c> which</c>

00:16:06.590 --> 00:16:06.600 align:start position:0%
before you start playing with them which
 

00:16:06.600 --> 00:16:08.990 align:start position:0%
before you start playing with them which
is<00:16:06.959><c> very</c><00:16:07.240><c> unintuitive</c><00:16:08.160><c> like</c><00:16:08.560><c> I</c><00:16:08.720><c> I</c><00:16:08.839><c> have</c>

00:16:08.990 --> 00:16:09.000 align:start position:0%
is very unintuitive like I I have
 

00:16:09.000 --> 00:16:10.829 align:start position:0%
is very unintuitive like I I have
friends<00:16:09.279><c> who</c><00:16:09.440><c> say</c><00:16:09.759><c> that</c><00:16:10.040><c> um</c><00:16:10.440><c> if</c><00:16:10.560><c> you're</c><00:16:10.720><c> a</c>

00:16:10.829 --> 00:16:10.839 align:start position:0%
friends who say that um if you're a
 

00:16:10.839 --> 00:16:12.309 align:start position:0%
friends who say that um if you're a
machine<00:16:11.160><c> learning</c><00:16:11.519><c> researcher</c><00:16:12.000><c> if</c><00:16:12.120><c> you've</c>

00:16:12.309 --> 00:16:12.319 align:start position:0%
machine learning researcher if you've
 

00:16:12.319 --> 00:16:14.629 align:start position:0%
machine learning researcher if you've
been<00:16:12.560><c> training</c><00:16:12.959><c> models</c><00:16:13.319><c> and</c><00:16:13.519><c> stuff</c><00:16:13.800><c> for</c><00:16:14.000><c> years</c>

00:16:14.629 --> 00:16:14.639 align:start position:0%
been training models and stuff for years
 

00:16:14.639 --> 00:16:16.389 align:start position:0%
been training models and stuff for years
you're<00:16:14.839><c> actually</c><00:16:15.120><c> to</c><00:16:15.360><c> disadvantage</c><00:16:16.040><c> to</c><00:16:16.160><c> start</c>

00:16:16.389 --> 00:16:16.399 align:start position:0%
you're actually to disadvantage to start
 

00:16:16.399 --> 00:16:17.670 align:start position:0%
you're actually to disadvantage to start
using<00:16:16.600><c> these</c><00:16:16.759><c> tools</c><00:16:17.000><c> than</c><00:16:17.160><c> if</c><00:16:17.240><c> you</c><00:16:17.360><c> come</c><00:16:17.480><c> in</c>

00:16:17.670 --> 00:16:17.680 align:start position:0%
using these tools than if you come in
 

00:16:17.680 --> 00:16:20.430 align:start position:0%
using these tools than if you come in
completely<00:16:18.040><c> fresh</c><00:16:18.920><c> because</c><00:16:19.920><c> because</c><00:16:20.240><c> they</c>

00:16:20.430 --> 00:16:20.440 align:start position:0%
completely fresh because because they
 

00:16:20.440 --> 00:16:22.550 align:start position:0%
completely fresh because because they
don't<00:16:21.160><c> they're</c><00:16:21.360><c> very</c><00:16:21.639><c> weird</c><00:16:22.079><c> you</c><00:16:22.199><c> know</c><00:16:22.399><c> they</c>

00:16:22.550 --> 00:16:22.560 align:start position:0%
don't they're very weird you know they
 

00:16:22.560 --> 00:16:25.350 align:start position:0%
don't they're very weird you know they
don't<00:16:23.120><c> react</c><00:16:23.639><c> like</c><00:16:23.800><c> you</c><00:16:24.040><c> expect</c><00:16:24.759><c> reg</c><00:16:25.160><c> like</c>

00:16:25.350 --> 00:16:25.360 align:start position:0%
don't react like you expect reg like
 

00:16:25.360 --> 00:16:26.910 align:start position:0%
don't react like you expect reg like
other<00:16:25.560><c> machine</c><00:16:25.800><c> learning</c><00:16:26.079><c> models</c><00:16:26.639><c> machine</c>

00:16:26.910 --> 00:16:26.920 align:start position:0%
other machine learning models machine
 

00:16:26.920 --> 00:16:28.150 align:start position:0%
other machine learning models machine
learning<00:16:27.199><c> people</c><00:16:27.399><c> always</c><00:16:27.600><c> jump</c><00:16:27.800><c> straight</c><00:16:28.000><c> to</c>

00:16:28.150 --> 00:16:28.160 align:start position:0%
learning people always jump straight to
 

00:16:28.160 --> 00:16:30.710 align:start position:0%
learning people always jump straight to
fine<00:16:28.440><c> tuning</c><00:16:29.319><c> F</c><00:16:29.560><c> tuning</c><00:16:30.000><c> on</c><00:16:30.199><c> these</c><00:16:30.319><c> things</c><00:16:30.560><c> is</c>

00:16:30.710 --> 00:16:30.720 align:start position:0%
fine tuning F tuning on these things is
 

00:16:30.720 --> 00:16:32.470 align:start position:0%
fine tuning F tuning on these things is
mostly<00:16:31.000><c> a</c><00:16:31.120><c> waste</c><00:16:31.319><c> of</c><00:16:31.519><c> time</c><00:16:32.000><c> like</c><00:16:32.160><c> people</c><00:16:32.360><c> it</c>

00:16:32.470 --> 00:16:32.480 align:start position:0%
mostly a waste of time like people it
 

00:16:32.480 --> 00:16:34.470 align:start position:0%
mostly a waste of time like people it
takes<00:16:32.920><c> people</c><00:16:33.160><c> a</c><00:16:33.279><c> long</c><00:16:33.560><c> time</c><00:16:33.759><c> to</c><00:16:34.160><c> get</c><00:16:34.279><c> to</c><00:16:34.399><c> the</c>

00:16:34.470 --> 00:16:34.480 align:start position:0%
takes people a long time to get to the
 

00:16:34.480 --> 00:16:36.110 align:start position:0%
takes people a long time to get to the
point<00:16:34.800><c> like</c><00:16:34.920><c> you</c><00:16:35.000><c> know</c><00:16:35.199><c> what</c><00:16:35.759><c> there's</c><00:16:35.959><c> no</c>

00:16:36.110 --> 00:16:36.120 align:start position:0%
point like you know what there's no
 

00:16:36.120 --> 00:16:38.030 align:start position:0%
point like you know what there's no
point<00:16:36.279><c> in</c><00:16:36.399><c> F</c><00:16:36.600><c> tuning</c><00:16:37.120><c> at</c><00:16:37.319><c> my</c><00:16:37.440><c> own</c><00:16:37.720><c> custom</c>

00:16:38.030 --> 00:16:38.040 align:start position:0%
point in F tuning at my own custom
 

00:16:38.040 --> 00:16:41.030 align:start position:0%
point in F tuning at my own custom
version<00:16:38.319><c> of</c><00:16:38.440><c> this</c><00:16:38.880><c> because</c><00:16:39.199><c> next</c><00:16:39.959><c> month</c><00:16:40.959><c> just</c>

00:16:41.030 --> 00:16:41.040 align:start position:0%
version of this because next month just
 

00:16:41.040 --> 00:16:42.550 align:start position:0%
version of this because next month just
to<00:16:41.160><c> break</c><00:16:41.360><c> it</c><00:16:41.519><c> for</c><00:16:41.680><c> fine</c><00:16:41.839><c> tuning</c><00:16:42.199><c> because</c><00:16:42.480><c> I</c>

00:16:42.550 --> 00:16:42.560 align:start position:0%
to break it for fine tuning because I
 

00:16:42.560 --> 00:16:44.230 align:start position:0%
to break it for fine tuning because I
think<00:16:42.839><c> like</c><00:16:42.959><c> we</c><00:16:43.079><c> hear</c><00:16:43.319><c> this</c><00:16:43.480><c> word</c><00:16:43.800><c> a</c><00:16:43.880><c> lot</c><00:16:44.120><c> but</c>

00:16:44.230 --> 00:16:44.240 align:start position:0%
think like we hear this word a lot but
 

00:16:44.240 --> 00:16:46.749 align:start position:0%
think like we hear this word a lot but
by<00:16:44.360><c> fine</c><00:16:44.759><c> tuning</c>

00:16:46.749 --> 00:16:46.759 align:start position:0%
by fine tuning
 

00:16:46.759 --> 00:16:49.470 align:start position:0%
by fine tuning
like<00:16:47.759><c> you</c><00:16:47.839><c> mean</c><00:16:48.160><c> that</c><00:16:48.360><c> you</c><00:16:48.600><c> take</c><00:16:49.079><c> you</c><00:16:49.199><c> know</c><00:16:49.360><c> the</c>

00:16:49.470 --> 00:16:49.480 align:start position:0%
like you mean that you take you know the
 

00:16:49.480 --> 00:16:52.550 align:start position:0%
like you mean that you take you know the
model<00:16:49.880><c> and</c><00:16:50.040><c> then</c><00:16:50.160><c> you</c><00:16:50.319><c> add</c><00:16:50.519><c> more</c><00:16:50.759><c> training</c><00:16:51.560><c> to</c>

00:16:52.550 --> 00:16:52.560 align:start position:0%
model and then you add more training to
 

00:16:52.560 --> 00:16:55.230 align:start position:0%
model and then you add more training to
you<00:16:52.680><c> run</c><00:16:53.000><c> wrong</c><00:16:53.279><c> training</c><00:16:53.759><c> cycles</c><00:16:54.759><c> and</c><00:16:54.880><c> it's</c><00:16:55.000><c> a</c>

00:16:55.230 --> 00:16:55.240 align:start position:0%
you run wrong training cycles and it's a
 

00:16:55.240 --> 00:16:57.269 align:start position:0%
you run wrong training cycles and it's a
very<00:16:55.480><c> confusing</c><00:16:56.000><c> term</c><00:16:56.480><c> because</c><00:16:56.880><c> yeah</c><00:16:57.000><c> so</c><00:16:57.160><c> the</c>

00:16:57.269 --> 00:16:57.279 align:start position:0%
very confusing term because yeah so the
 

00:16:57.279 --> 00:16:58.550 align:start position:0%
very confusing term because yeah so the
idea<00:16:57.519><c> with</c><00:16:57.639><c> fine</c><00:16:57.839><c> tuning</c><00:16:58.079><c> is</c><00:16:58.199><c> you</c><00:16:58.319><c> take</c><00:16:58.440><c> an</c>

00:16:58.550 --> 00:16:58.560 align:start position:0%
idea with fine tuning is you take an
 

00:16:58.560 --> 00:16:59.910 align:start position:0%
idea with fine tuning is you take an
exist<00:16:59.079><c> model</c><00:16:59.279><c> it</c><00:16:59.399><c> might</c><00:16:59.519><c> be</c><00:16:59.600><c> one</c><00:16:59.720><c> of</c><00:16:59.800><c> the</c>

00:16:59.910 --> 00:16:59.920 align:start position:0%
exist model it might be one of the
 

00:16:59.920 --> 00:17:02.470 align:start position:0%
exist model it might be one of the
openly<00:17:00.279><c> licensed</c><00:17:00.759><c> models</c><00:17:01.319><c> or</c><00:17:01.800><c> actually</c><00:17:02.199><c> like</c>

00:17:02.470 --> 00:17:02.480 align:start position:0%
openly licensed models or actually like
 

00:17:02.480 --> 00:17:04.949 align:start position:0%
openly licensed models or actually like
um<00:17:02.959><c> I</c><00:17:03.040><c> think</c><00:17:03.240><c> Claude</c><00:17:03.600><c> has</c><00:17:03.759><c> this</c><00:17:03.920><c> now</c><00:17:04.120><c> GP</c><00:17:04.640><c> and</c>

00:17:04.949 --> 00:17:04.959 align:start position:0%
um I think Claude has this now GP and
 

00:17:04.959 --> 00:17:07.189 align:start position:0%
um I think Claude has this now GP and
open<00:17:05.240><c> a</c><00:17:05.520><c> have</c><00:17:05.959><c> apis</c><00:17:06.439><c> where</c><00:17:06.520><c> you</c><00:17:06.600><c> can</c><00:17:06.760><c> upload</c>

00:17:07.189 --> 00:17:07.199 align:start position:0%
open a have apis where you can upload
 

00:17:07.199 --> 00:17:10.230 align:start position:0%
open a have apis where you can upload
like<00:17:07.319><c> a</c><00:17:07.439><c> CSV</c><00:17:07.959><c> file</c><00:17:08.240><c> of</c><00:17:08.919><c> a</c><00:17:09.039><c> million</c><00:17:09.480><c> examples</c>

00:17:10.230 --> 00:17:10.240 align:start position:0%
like a CSV file of a million examples
 

00:17:10.240 --> 00:17:11.669 align:start position:0%
like a CSV file of a million examples
and<00:17:10.400><c> they</c><00:17:10.520><c> will</c><00:17:10.679><c> and</c><00:17:10.760><c> spend</c><00:17:11.000><c> a</c><00:17:11.120><c> lot</c><00:17:11.280><c> of</c><00:17:11.439><c> money</c>

00:17:11.669 --> 00:17:11.679 align:start position:0%
and they will and spend a lot of money
 

00:17:11.679 --> 00:17:13.270 align:start position:0%
and they will and spend a lot of money
with<00:17:11.839><c> them</c><00:17:12.199><c> and</c><00:17:12.319><c> they</c><00:17:12.400><c> will</c><00:17:12.679><c> give</c><00:17:12.799><c> you</c><00:17:13.039><c> a</c><00:17:13.160><c> a</c>

00:17:13.270 --> 00:17:13.280 align:start position:0%
with them and they will give you a a
 

00:17:13.280 --> 00:17:15.350 align:start position:0%
with them and they will give you a a
model<00:17:13.559><c> try</c><00:17:13.799><c> and</c><00:17:13.880><c> tuned</c><00:17:14.160><c> on</c><00:17:14.360><c> that</c><00:17:14.760><c> and</c><00:17:15.199><c> it</c>

00:17:15.350 --> 00:17:15.360 align:start position:0%
model try and tuned on that and it
 

00:17:15.360 --> 00:17:17.189 align:start position:0%
model try and tuned on that and it
sounds<00:17:15.760><c> so</c><00:17:16.000><c> tempting</c><00:17:16.439><c> everyone's</c><00:17:16.760><c> like</c><00:17:16.959><c> wow</c><00:17:17.120><c> I</c>

00:17:17.189 --> 00:17:17.199 align:start position:0%
sounds so tempting everyone's like wow I
 

00:17:17.199 --> 00:17:18.710 align:start position:0%
sounds so tempting everyone's like wow I
could<00:17:17.319><c> have</c><00:17:17.439><c> a</c><00:17:17.520><c> model</c><00:17:17.880><c> that</c><00:17:18.280><c> that</c><00:17:18.480><c> that's</c>

00:17:18.710 --> 00:17:18.720 align:start position:0%
could have a model that that that's
 

00:17:18.720 --> 00:17:21.189 align:start position:0%
could have a model that that that's
perfectly<00:17:19.280><c> attuned</c><00:17:19.640><c> to</c><00:17:19.799><c> my</c><00:17:20.039><c> specific</c><00:17:20.439><c> needs</c>

00:17:21.189 --> 00:17:21.199 align:start position:0%
perfectly attuned to my specific needs
 

00:17:21.199 --> 00:17:23.350 align:start position:0%
perfectly attuned to my specific needs
it's<00:17:21.559><c> really</c><00:17:22.120><c> difficult</c><00:17:22.240><c> to</c><00:17:22.360><c> do</c><00:17:22.640><c> it's</c><00:17:22.959><c> really</c>

00:17:23.350 --> 00:17:23.360 align:start position:0%
it's really difficult to do it's really
 

00:17:23.360 --> 00:17:25.350 align:start position:0%
it's really difficult to do it's really
expensive<00:17:24.360><c> and</c><00:17:24.520><c> for</c><00:17:24.760><c> most</c><00:17:24.919><c> of</c><00:17:25.079><c> the</c><00:17:25.199><c> things</c>

00:17:25.350 --> 00:17:25.360 align:start position:0%
expensive and for most of the things
 

00:17:25.360 --> 00:17:26.990 align:start position:0%
expensive and for most of the things
that<00:17:25.480><c> people</c><00:17:25.679><c> want</c><00:17:25.799><c> to</c><00:17:25.959><c> do</c><00:17:26.240><c> it</c><00:17:26.360><c> turns</c><00:17:26.600><c> out</c><00:17:26.839><c> it</c>

00:17:26.990 --> 00:17:27.000 align:start position:0%
that people want to do it turns out it
 

00:17:27.000 --> 00:17:28.909 align:start position:0%
that people want to do it turns out it
it<00:17:27.160><c> doesn't</c><00:17:27.600><c> actually</c><00:17:27.880><c> solve</c><00:17:28.199><c> the</c><00:17:28.360><c> problem</c>

00:17:28.909 --> 00:17:28.919 align:start position:0%
it doesn't actually solve the problem
 

00:17:28.919 --> 00:17:31.230 align:start position:0%
it doesn't actually solve the problem
lots<00:17:29.039><c> of</c><00:17:29.200><c> people</c><00:17:29.440><c> think</c><00:17:30.120><c> I</c><00:17:30.240><c> want</c><00:17:30.600><c> the</c><00:17:30.720><c> model</c><00:17:30.960><c> to</c>

00:17:31.230 --> 00:17:31.240 align:start position:0%
lots of people think I want the model to
 

00:17:31.240 --> 00:17:33.029 align:start position:0%
lots of people think I want the model to
know<00:17:31.440><c> about</c><00:17:31.640><c> my</c><00:17:31.799><c> documentation</c><00:17:32.520><c> my</c><00:17:32.640><c> company's</c>

00:17:33.029 --> 00:17:33.039 align:start position:0%
know about my documentation my company's
 

00:17:33.039 --> 00:17:35.350 align:start position:0%
know about my documentation my company's
Internal<00:17:33.480><c> Documentation</c><00:17:34.360><c> I</c><00:17:34.440><c> want</c><00:17:34.559><c> to</c><00:17:35.080><c> answer</c>

00:17:35.350 --> 00:17:35.360 align:start position:0%
Internal Documentation I want to answer
 

00:17:35.360 --> 00:17:37.669 align:start position:0%
Internal Documentation I want to answer
questions<00:17:35.679><c> about</c><00:17:35.919><c> that</c><00:17:36.280><c> surely</c><00:17:36.919><c> I</c><00:17:37.039><c> fine</c><00:17:37.440><c> tune</c>

00:17:37.669 --> 00:17:37.679 align:start position:0%
questions about that surely I fine tune
 

00:17:37.679 --> 00:17:40.110 align:start position:0%
questions about that surely I fine tune
a<00:17:37.840><c> model</c><00:17:38.120><c> to</c><00:17:38.280><c> solve</c><00:17:38.640><c> that</c><00:17:39.280><c> that</c><00:17:39.520><c> it</c><00:17:39.640><c> turns</c><00:17:39.840><c> out</c>

00:17:40.110 --> 00:17:40.120 align:start position:0%
a model to solve that that it turns out
 

00:17:40.120 --> 00:17:42.470 align:start position:0%
a model to solve that that it turns out
just<00:17:40.320><c> BL</c><00:17:40.600><c> just</c><00:17:40.760><c> blame</c><00:17:41.120><c> doesn't</c><00:17:41.440><c> work</c><00:17:41.919><c> because</c>

00:17:42.470 --> 00:17:42.480 align:start position:0%
just BL just blame doesn't work because
 

00:17:42.480 --> 00:17:44.070 align:start position:0%
just BL just blame doesn't work because
the<00:17:42.720><c> weight</c><00:17:43.000><c> of</c><00:17:43.160><c> all</c><00:17:43.280><c> of</c><00:17:43.440><c> the</c><00:17:43.640><c> existing</c>

00:17:44.070 --> 00:17:44.080 align:start position:0%
the weight of all of the existing
 

00:17:44.080 --> 00:17:46.190 align:start position:0%
the weight of all of the existing
knowledge<00:17:44.480><c> the</c><00:17:44.600><c> model</c><00:17:45.000><c> has</c><00:17:45.760><c> completely</c>

00:17:46.190 --> 00:17:46.200 align:start position:0%
knowledge the model has completely
 

00:17:46.200 --> 00:17:48.070 align:start position:0%
knowledge the model has completely
overwhelms<00:17:46.840><c> anything</c><00:17:47.160><c> that</c><00:17:47.240><c> you</c><00:17:47.400><c> try</c><00:17:47.559><c> and</c><00:17:47.880><c> add</c>

00:17:48.070 --> 00:17:48.080 align:start position:0%
overwhelms anything that you try and add
 

00:17:48.080 --> 00:17:50.150 align:start position:0%
overwhelms anything that you try and add
into<00:17:48.320><c> it</c><00:17:48.440><c> with</c><00:17:48.600><c> fine</c><00:17:48.840><c> tuning</c><00:17:49.440><c> the</c><00:17:49.600><c> models</c><00:17:50.000><c> they</c>

00:17:50.150 --> 00:17:50.160 align:start position:0%
into it with fine tuning the models they
 

00:17:50.160 --> 00:17:52.590 align:start position:0%
into it with fine tuning the models they
hallucinate<00:17:50.799><c> more</c><00:17:51.440><c> if</c><00:17:51.600><c> you</c><00:17:52.080><c> um</c><00:17:52.240><c> on</c><00:17:52.440><c> on</c>

00:17:52.590 --> 00:17:52.600 align:start position:0%
hallucinate more if you um on on
 

00:17:52.600 --> 00:17:53.990 align:start position:0%
hallucinate more if you um on on
questions<00:17:53.039><c> about</c><00:17:53.280><c> things</c><00:17:53.480><c> if</c><00:17:53.600><c> you've</c><00:17:53.799><c> done</c>

00:17:53.990 --> 00:17:54.000 align:start position:0%
questions about things if you've done
 

00:17:54.000 --> 00:17:55.630 align:start position:0%
questions about things if you've done
that<00:17:54.240><c> extra</c><00:17:54.520><c> fine</c><00:17:54.760><c> tuning</c><00:17:55.080><c> step</c><00:17:55.280><c> to</c><00:17:55.440><c> add</c>

00:17:55.630 --> 00:17:55.640 align:start position:0%
that extra fine tuning step to add
 

00:17:55.640 --> 00:17:57.750 align:start position:0%
that extra fine tuning step to add
knowledge<00:17:56.080><c> which</c><00:17:56.200><c> is</c><00:17:56.679><c> a</c><00:17:56.840><c> surprising</c><00:17:57.400><c> thing</c>

00:17:57.750 --> 00:17:57.760 align:start position:0%
knowledge which is a surprising thing
 

00:17:57.760 --> 00:18:00.149 align:start position:0%
knowledge which is a surprising thing
where<00:17:58.000><c> fine</c><00:17:58.200><c> tuning</c><00:17:58.480><c> does</c><00:17:58.640><c> work</c><00:17:59.120><c> is</c><00:17:59.280><c> for</c><00:17:59.960><c> sort</c>

00:18:00.149 --> 00:18:00.159 align:start position:0%
where fine tuning does work is for sort
 

00:18:00.159 --> 00:18:02.029 align:start position:0%
where fine tuning does work is for sort
of<00:18:00.480><c> tasks</c><00:18:01.080><c> like</c><00:18:01.240><c> you</c><00:18:01.360><c> can</c><00:18:01.640><c> if</c><00:18:01.720><c> you</c><00:18:01.799><c> want</c><00:18:01.919><c> a</c>

00:18:02.029 --> 00:18:02.039 align:start position:0%
of tasks like you can if you want a
 

00:18:02.039 --> 00:18:04.070 align:start position:0%
of tasks like you can if you want a
model<00:18:02.280><c> that's</c><00:18:02.480><c> just</c><00:18:02.679><c> really</c><00:18:02.880><c> good</c><00:18:03.039><c> at</c><00:18:03.200><c> SQL</c><00:18:03.960><c> you</c>

00:18:04.070 --> 00:18:04.080 align:start position:0%
model that's just really good at SQL you
 

00:18:04.080 --> 00:18:06.510 align:start position:0%
model that's just really good at SQL you
can<00:18:04.280><c> give</c><00:18:04.400><c> it</c><00:18:04.960><c> 10,000</c><00:18:05.600><c> examples</c><00:18:05.960><c> of</c><00:18:06.240><c> here's</c><00:18:06.400><c> a</c>

00:18:06.510 --> 00:18:06.520 align:start position:0%
can give it 10,000 examples of here's a
 

00:18:06.520 --> 00:18:08.110 align:start position:0%
can give it 10,000 examples of here's a
human<00:18:06.840><c> question</c><00:18:07.120><c> at</c><00:18:07.280><c> a</c><00:18:07.400><c> SQL</c><00:18:07.679><c> schema</c><00:18:08.039><c> and</c>

00:18:08.110 --> 00:18:08.120 align:start position:0%
human question at a SQL schema and
 

00:18:08.120 --> 00:18:10.110 align:start position:0%
human question at a SQL schema and
here's<00:18:08.320><c> the</c><00:18:08.400><c> SQL</c><00:18:08.720><c> query</c><00:18:09.280><c> and</c><00:18:09.440><c> that</c><00:18:09.640><c> will</c><00:18:09.919><c> make</c>

00:18:10.110 --> 00:18:10.120 align:start position:0%
here's the SQL query and that will make
 

00:18:10.120 --> 00:18:11.710 align:start position:0%
here's the SQL query and that will make
it<00:18:10.559><c> that</c><00:18:10.679><c> will</c><00:18:10.799><c> give</c><00:18:10.919><c> you</c><00:18:11.039><c> a</c><00:18:11.159><c> model</c><00:18:11.400><c> that</c><00:18:11.520><c> is</c>

00:18:11.710 --> 00:18:11.720 align:start position:0%
it that will give you a model that is
 

00:18:11.720 --> 00:18:13.830 align:start position:0%
it that will give you a model that is
stronger<00:18:11.960><c> at</c><00:18:12.200><c> that</c><00:18:12.400><c> kind</c><00:18:12.559><c> of</c><00:18:12.840><c> activity</c><00:18:13.720><c> but</c>

00:18:13.830 --> 00:18:13.840 align:start position:0%
stronger at that kind of activity but
 

00:18:13.840 --> 00:18:15.990 align:start position:0%
stronger at that kind of activity but
for<00:18:14.080><c> adding</c><00:18:14.400><c> new</c><00:18:14.679><c> fact</c><00:18:15.039><c> into</c><00:18:15.240><c> the</c><00:18:15.320><c> model</c><00:18:15.880><c> it</c>

00:18:15.990 --> 00:18:16.000 align:start position:0%
for adding new fact into the model it
 

00:18:16.000 --> 00:18:18.350 align:start position:0%
for adding new fact into the model it
just<00:18:16.159><c> doesn't</c><00:18:16.480><c> work</c><00:18:17.280><c> um</c><00:18:17.559><c> which</c><00:18:17.760><c> confuses</c>

00:18:18.350 --> 00:18:18.360 align:start position:0%
just doesn't work um which confuses
 

00:18:18.360 --> 00:18:20.430 align:start position:0%
just doesn't work um which confuses
people<00:18:19.000><c> um</c><00:18:19.640><c> and</c><00:18:19.760><c> so</c><00:18:19.919><c> then</c><00:18:20.000><c> you</c><00:18:20.120><c> have</c><00:18:20.200><c> to</c><00:18:20.320><c> look</c>

00:18:20.430 --> 00:18:20.440 align:start position:0%
people um and so then you have to look
 

00:18:20.440 --> 00:18:22.029 align:start position:0%
people um and so then you have to look
at<00:18:20.559><c> the</c><00:18:20.640><c> other</c><00:18:20.840><c> techniques</c><00:18:21.280><c> for</c><00:18:21.480><c> solving</c><00:18:21.840><c> that</c>

00:18:22.029 --> 00:18:22.039 align:start position:0%
at the other techniques for solving that
 

00:18:22.039 --> 00:18:24.029 align:start position:0%
at the other techniques for solving that
problem<00:18:22.320><c> there's</c><00:18:22.440><c> a</c><00:18:22.559><c> thing</c><00:18:22.720><c> called</c><00:18:23.080><c> rag</c><00:18:23.919><c> which</c>

00:18:24.029 --> 00:18:24.039 align:start position:0%
problem there's a thing called rag which
 

00:18:24.039 --> 00:18:26.750 align:start position:0%
problem there's a thing called rag which
is<00:18:24.159><c> a</c><00:18:24.480><c> very</c><00:18:25.159><c> fancy</c><00:18:25.720><c> acronym</c><00:18:26.080><c> for</c><00:18:26.240><c> a</c><00:18:26.520><c> very</c>

00:18:26.750 --> 00:18:26.760 align:start position:0%
is a very fancy acronym for a very
 

00:18:26.760 --> 00:18:28.870 align:start position:0%
is a very fancy acronym for a very
simple<00:18:27.120><c> trick</c><00:18:27.480><c> it</c><00:18:27.600><c> stands</c><00:18:27.880><c> for</c><00:18:28.280><c> retrieval</c>

00:18:28.870 --> 00:18:28.880 align:start position:0%
simple trick it stands for retrieval
 

00:18:28.880 --> 00:18:31.230 align:start position:0%
simple trick it stands for retrieval
augmented<00:18:29.360><c> Generation</c><00:18:30.080><c> all</c><00:18:30.240><c> it</c><00:18:30.360><c> means</c><00:18:30.840><c> is</c><00:18:31.120><c> the</c>

00:18:31.230 --> 00:18:31.240 align:start position:0%
augmented Generation all it means is the
 

00:18:31.240 --> 00:18:33.270 align:start position:0%
augmented Generation all it means is the
user<00:18:31.480><c> asks</c><00:18:31.720><c> a</c><00:18:31.880><c> question</c><00:18:32.480><c> you</c><00:18:32.720><c> search</c><00:18:33.080><c> your</c>

00:18:33.270 --> 00:18:33.280 align:start position:0%
user asks a question you search your
 

00:18:33.280 --> 00:18:34.950 align:start position:0%
user asks a question you search your
documentation<00:18:33.919><c> for</c><00:18:34.120><c> things</c><00:18:34.360><c> that</c><00:18:34.600><c> might</c><00:18:34.760><c> be</c>

00:18:34.950 --> 00:18:34.960 align:start position:0%
documentation for things that might be
 

00:18:34.960 --> 00:18:36.630 align:start position:0%
documentation for things that might be
relevant<00:18:35.280><c> to</c><00:18:35.440><c> that</c><00:18:35.640><c> question</c><00:18:36.080><c> you</c><00:18:36.280><c> copy</c><00:18:36.520><c> and</c>

00:18:36.630 --> 00:18:36.640 align:start position:0%
relevant to that question you copy and
 

00:18:36.640 --> 00:18:38.990 align:start position:0%
relevant to that question you copy and
paste<00:18:36.960><c> the</c><00:18:37.159><c> whole</c><00:18:37.400><c> lot</c><00:18:37.600><c> into</c><00:18:37.799><c> the</c><00:18:37.960><c> model</c><00:18:38.720><c> like</c>

00:18:38.990 --> 00:18:39.000 align:start position:0%
paste the whole lot into the model like
 

00:18:39.000 --> 00:18:40.470 align:start position:0%
paste the whole lot into the model like
and<00:18:39.200><c> these</c><00:18:39.360><c> models</c><00:18:39.640><c> can</c><00:18:39.799><c> take</c><00:18:40.000><c> quite</c><00:18:40.159><c> a</c><00:18:40.240><c> lot</c><00:18:40.360><c> of</c>

00:18:40.470 --> 00:18:40.480 align:start position:0%
and these models can take quite a lot of
 

00:18:40.480 --> 00:18:41.789 align:start position:0%
and these models can take quite a lot of
input<00:18:40.760><c> now</c><00:18:41.000><c> and</c><00:18:41.080><c> then</c><00:18:41.159><c> you</c><00:18:41.320><c> put</c><00:18:41.440><c> the</c><00:18:41.480><c> user's</c>

00:18:41.789 --> 00:18:41.799 align:start position:0%
input now and then you put the user's
 

00:18:41.799 --> 00:18:43.310 align:start position:0%
input now and then you put the user's
question<00:18:42.000><c> at</c><00:18:42.120><c> the</c><00:18:42.200><c> end</c><00:18:42.480><c> that's</c><00:18:42.640><c> it</c><00:18:42.919><c> right</c>

00:18:43.310 --> 00:18:43.320 align:start position:0%
question at the end that's it right
 

00:18:43.320 --> 00:18:45.710 align:start position:0%
question at the end that's it right
super<00:18:43.640><c> super</c><00:18:43.880><c> simple</c><00:18:44.200><c> don't</c><00:18:44.400><c> get</c><00:18:45.320><c> it's</c><00:18:45.520><c> so</c>

00:18:45.710 --> 00:18:45.720 align:start position:0%
super super simple don't get it's so
 

00:18:45.720 --> 00:18:48.190 align:start position:0%
super super simple don't get it's so
simple<00:18:46.159><c> I</c><00:18:46.760><c> I</c><00:18:47.000><c> actually</c><00:18:47.200><c> wrote</c><00:18:47.440><c> an</c><00:18:47.760><c> article</c>

00:18:48.190 --> 00:18:48.200 align:start position:0%
simple I I actually wrote an article
 

00:18:48.200 --> 00:18:50.830 align:start position:0%
simple I I actually wrote an article
about<00:18:48.400><c> it</c><00:18:48.600><c> and</c><00:18:48.919><c> I</c><00:18:49.080><c> I</c><00:18:49.200><c> had</c><00:18:49.360><c> a</c><00:18:50.080><c> one</c><00:18:50.240><c> of</c><00:18:50.520><c> the</c><00:18:50.720><c> the</c>

00:18:50.830 --> 00:18:50.840 align:start position:0%
about it and I I had a one of the the
 

00:18:50.840 --> 00:18:53.669 align:start position:0%
about it and I I had a one of the the
people<00:18:51.120><c> who</c><00:18:51.480><c> who</c><00:18:51.679><c> guest</c><00:18:51.919><c> wrote</c><00:18:52.200><c> it</c><00:18:52.520><c> built</c><00:18:53.440><c> an</c>

00:18:53.669 --> 00:18:53.679 align:start position:0%
people who who guest wrote it built an
 

00:18:53.679 --> 00:18:56.270 align:start position:0%
people who who guest wrote it built an
open-<00:18:54.000><c> Source</c><00:18:54.320><c> tool</c><00:18:54.679><c> to</c><00:18:55.080><c> well</c><00:18:55.280><c> just</c><00:18:55.400><c> a</c><00:18:55.559><c> tool</c><00:18:55.840><c> to</c>

00:18:56.270 --> 00:18:56.280 align:start position:0%
open- Source tool to well just a tool to
 

00:18:56.280 --> 00:18:57.789 align:start position:0%
open- Source tool to well just a tool to
do<00:18:56.440><c> your</c><00:18:56.559><c> own</c><00:18:56.760><c> rack</c><00:18:57.039><c> training</c><00:18:57.440><c> and</c><00:18:57.559><c> you</c><00:18:57.640><c> could</c>

00:18:57.789 --> 00:18:57.799 align:start position:0%
do your own rack training and you could
 

00:18:57.799 --> 00:19:00.029 align:start position:0%
do your own rack training and you could
plug<00:18:58.039><c> in</c><00:18:58.159><c> Chad</c><00:18:58.400><c> GB</c><00:18:58.960><c> and</c><00:18:59.080><c> you</c><00:18:59.159><c> know</c><00:18:59.240><c> I</c><00:18:59.320><c> did</c><00:18:59.440><c> it</c><00:18:59.720><c> I</c>

00:19:00.029 --> 00:19:00.039 align:start position:0%
plug in Chad GB and you know I did it I
 

00:19:00.039 --> 00:19:01.350 align:start position:0%
plug in Chad GB and you know I did it I
understand<00:19:00.159><c> the</c><00:19:00.240><c> code</c><00:19:00.440><c> and</c><00:19:00.559><c> the</c><00:19:00.760><c> code</c><00:19:01.039><c> itself</c>

00:19:01.350 --> 00:19:01.360 align:start position:0%
understand the code and the code itself
 

00:19:01.360 --> 00:19:03.630 align:start position:0%
understand the code and the code itself
was<00:19:01.600><c> very</c><00:19:01.919><c> simple</c><00:19:02.760><c> and</c><00:19:02.880><c> I</c><00:19:03.000><c> was</c><00:19:03.159><c> like</c><00:19:03.360><c> is</c><00:19:03.520><c> is</c>

00:19:03.630 --> 00:19:03.640 align:start position:0%
was very simple and I was like is is
 

00:19:03.640 --> 00:19:05.190 align:start position:0%
was very simple and I was like is is
this<00:19:03.799><c> all</c><00:19:04.000><c> there</c><00:19:04.159><c> is</c><00:19:04.320><c> to</c><00:19:04.520><c> it</c><00:19:04.760><c> like</c><00:19:04.880><c> you</c><00:19:05.000><c> just</c>

00:19:05.190 --> 00:19:05.200 align:start position:0%
this all there is to it like you just
 

00:19:05.200 --> 00:19:07.190 align:start position:0%
this all there is to it like you just
break<00:19:05.400><c> it</c><00:19:05.559><c> up</c><00:19:05.720><c> into</c><00:19:06.320><c> you</c><00:19:06.440><c> know</c><00:19:06.600><c> chunks</c><00:19:06.960><c> you</c><00:19:07.080><c> get</c>

00:19:07.190 --> 00:19:07.200 align:start position:0%
break it up into you know chunks you get
 

00:19:07.200 --> 00:19:09.190 align:start position:0%
break it up into you know chunks you get
some<00:19:07.360><c> embedding</c><00:19:07.880><c> so</c><00:19:08.039><c> you</c><00:19:08.120><c> can</c><00:19:08.520><c> uh</c><00:19:08.720><c> figure</c><00:19:09.000><c> out</c>

00:19:09.190 --> 00:19:09.200 align:start position:0%
some embedding so you can uh figure out
 

00:19:09.200 --> 00:19:10.669 align:start position:0%
some embedding so you can uh figure out
where<00:19:09.480><c> where</c><00:19:09.679><c> search</c><00:19:09.960><c> will</c><00:19:10.120><c> end</c><00:19:10.320><c> you</c><00:19:10.480><c> and</c><00:19:10.600><c> then</c>

00:19:10.669 --> 00:19:10.679 align:start position:0%
where where search will end you and then
 

00:19:10.679 --> 00:19:12.510 align:start position:0%
where where search will end you and then
you<00:19:10.840><c> just</c><00:19:11.039><c> add</c><00:19:11.200><c> in</c><00:19:11.400><c> that</c><00:19:11.559><c> extra</c><00:19:11.840><c> thing</c><00:19:12.000><c> and</c><00:19:12.400><c> the</c>

00:19:12.510 --> 00:19:12.520 align:start position:0%
you just add in that extra thing and the
 

00:19:12.520 --> 00:19:14.750 align:start position:0%
you just add in that extra thing and the
only<00:19:12.760><c> thing</c><00:19:13.320><c> obviously</c><00:19:13.720><c> you</c><00:19:13.799><c> can</c><00:19:14.000><c> go</c><00:19:14.200><c> down</c><00:19:14.400><c> to</c>

00:19:14.750 --> 00:19:14.760 align:start position:0%
only thing obviously you can go down to
 

00:19:14.760 --> 00:19:17.110 align:start position:0%
only thing obviously you can go down to
the<00:19:15.120><c> rabbit</c><00:19:15.440><c> hole</c><00:19:15.679><c> but</c><00:19:16.280><c> for</c><00:19:16.480><c> simple</c><00:19:16.720><c> rag</c><00:19:17.039><c> is</c>

00:19:17.110 --> 00:19:17.120 align:start position:0%
the rabbit hole but for simple rag is
 

00:19:17.120 --> 00:19:18.750 align:start position:0%
the rabbit hole but for simple rag is
you<00:19:17.240><c> decide</c><00:19:17.520><c> on</c><00:19:17.640><c> the</c><00:19:17.760><c> context</c><00:19:18.159><c> window</c><00:19:18.480><c> size</c>

00:19:18.750 --> 00:19:18.760 align:start position:0%
you decide on the context window size
 

00:19:18.760 --> 00:19:21.310 align:start position:0%
you decide on the context window size
for<00:19:18.880><c> the</c><00:19:19.039><c> most</c><00:19:19.240><c> part</c><00:19:19.960><c> and</c><00:19:20.120><c> I</c><00:19:20.200><c> was</c><00:19:20.400><c> like</c><00:19:21.120><c> and</c><00:19:21.240><c> I</c>

00:19:21.310 --> 00:19:21.320 align:start position:0%
for the most part and I was like and I
 

00:19:21.320 --> 00:19:23.549 align:start position:0%
for the most part and I was like and I
was<00:19:21.520><c> amazed</c><00:19:21.880><c> at</c><00:19:22.039><c> how</c><00:19:22.240><c> well</c><00:19:22.480><c> as</c><00:19:22.559><c> you</c><00:19:22.760><c> said</c><00:19:23.080><c> like</c>

00:19:23.549 --> 00:19:23.559 align:start position:0%
was amazed at how well as you said like
 

00:19:23.559 --> 00:19:24.990 align:start position:0%
was amazed at how well as you said like
it<00:19:23.640><c> seemed</c><00:19:23.919><c> so</c><00:19:24.120><c> simple</c><00:19:24.360><c> so</c><00:19:24.480><c> I</c><00:19:24.600><c> looked</c><00:19:24.760><c> at</c><00:19:24.880><c> the</c>

00:19:24.990 --> 00:19:25.000 align:start position:0%
it seemed so simple so I looked at the
 

00:19:25.000 --> 00:19:27.110 align:start position:0%
it seemed so simple so I looked at the
code<00:19:25.240><c> and</c><00:19:25.360><c> I</c><00:19:25.480><c> said</c><00:19:25.720><c> well</c><00:19:25.919><c> this</c><00:19:26.520><c> I</c><00:19:26.559><c> mean</c><00:19:26.799><c> I'm</c><00:19:26.919><c> not</c>

00:19:27.110 --> 00:19:27.120 align:start position:0%
code and I said well this I mean I'm not
 

00:19:27.120 --> 00:19:28.390 align:start position:0%
code and I said well this I mean I'm not
expecting<00:19:27.480><c> much</c><00:19:27.640><c> and</c><00:19:27.720><c> when</c><00:19:27.840><c> I</c><00:19:27.919><c> tried</c><00:19:28.159><c> it</c><00:19:28.240><c> out</c>

00:19:28.390 --> 00:19:28.400 align:start position:0%
expecting much and when I tried it out
 

00:19:28.400 --> 00:19:31.310 align:start position:0%
expecting much and when I tried it out
it<00:19:28.520><c> work</c><00:19:28.720><c> worked</c><00:19:29.120><c> really</c><00:19:29.840><c> well</c><00:19:30.840><c> it's</c><00:19:31.039><c> one</c><00:19:31.159><c> of</c>

00:19:31.310 --> 00:19:31.320 align:start position:0%
it work worked really well it's one of
 

00:19:31.320 --> 00:19:33.669 align:start position:0%
it work worked really well it's one of
those<00:19:31.520><c> counter</c><00:19:31.960><c> I</c><00:19:32.159><c> I</c><00:19:33.039><c> feels</c><00:19:33.280><c> there</c><00:19:33.400><c> are</c><00:19:33.480><c> some</c>

00:19:33.669 --> 00:19:33.679 align:start position:0%
those counter I I feels there are some
 

00:19:33.679 --> 00:19:36.789 align:start position:0%
those counter I I feels there are some
counterintuitive<00:19:34.840><c> things</c><00:19:35.840><c> yeah</c><00:19:36.080><c> so</c><00:19:36.280><c> rag</c><00:19:36.679><c> it's</c>

00:19:36.789 --> 00:19:36.799 align:start position:0%
counterintuitive things yeah so rag it's
 

00:19:36.799 --> 00:19:38.630 align:start position:0%
counterintuitive things yeah so rag it's
the<00:19:36.919><c> hello</c><00:19:37.240><c> world</c><00:19:37.760><c> of</c><00:19:37.880><c> building</c><00:19:38.159><c> software</c><00:19:38.520><c> on</c>

00:19:38.630 --> 00:19:38.640 align:start position:0%
the hello world of building software on
 

00:19:38.640 --> 00:19:40.190 align:start position:0%
the hello world of building software on
top<00:19:38.760><c> of</c><00:19:38.880><c> llms</c><00:19:39.520><c> like</c><00:19:39.640><c> you</c><00:19:39.720><c> don't</c><00:19:39.880><c> get</c><00:19:40.000><c> into</c><00:19:40.080><c> to</c>

00:19:40.190 --> 00:19:40.200 align:start position:0%
top of llms like you don't get into to
 

00:19:40.200 --> 00:19:41.789 align:start position:0%
top of llms like you don't get into to
print<00:19:40.480><c> hello</c><00:19:40.679><c> world</c><00:19:40.880><c> you</c><00:19:41.000><c> get</c><00:19:41.080><c> it</c><00:19:41.200><c> to</c><00:19:41.440><c> answer</c>

00:19:41.789 --> 00:19:41.799 align:start position:0%
print hello world you get it to answer
 

00:19:41.799 --> 00:19:43.350 align:start position:0%
print hello world you get it to answer
questions<00:19:42.120><c> about</c><00:19:42.320><c> your</c><00:19:42.520><c> documentation</c><00:19:43.080><c> and</c>

00:19:43.350 --> 00:19:43.360 align:start position:0%
questions about your documentation and
 

00:19:43.360 --> 00:19:44.990 align:start position:0%
questions about your documentation and
I've<00:19:43.520><c> implemented</c><00:19:44.000><c> like</c><00:19:44.159><c> 30</c><00:19:44.440><c> like</c><00:19:44.600><c> 30</c><00:19:44.840><c> lines</c>

00:19:44.990 --> 00:19:45.000 align:start position:0%
I've implemented like 30 like 30 lines
 

00:19:45.000 --> 00:19:46.190 align:start position:0%
I've implemented like 30 like 30 lines
of<00:19:45.120><c> python</c><00:19:45.360><c> I've</c><00:19:45.520><c> got</c><00:19:45.640><c> one</c><00:19:45.760><c> version</c><00:19:46.000><c> that's</c>

00:19:46.190 --> 00:19:46.200 align:start position:0%
of python I've got one version that's
 

00:19:46.200 --> 00:19:48.470 align:start position:0%
of python I've got one version that's
like<00:19:46.520><c> two</c><00:19:46.760><c> dozen</c><00:19:47.039><c> lines</c><00:19:47.240><c> of</c><00:19:47.480><c> bash</c><00:19:48.039><c> I</c><00:19:48.159><c> think</c>

00:19:48.470 --> 00:19:48.480 align:start position:0%
like two dozen lines of bash I think
 

00:19:48.480 --> 00:19:50.630 align:start position:0%
like two dozen lines of bash I think
it's<00:19:49.000><c> very</c><00:19:49.280><c> easy</c><00:19:49.520><c> to</c><00:19:49.679><c> get</c><00:19:49.840><c> the</c><00:19:50.000><c> basic</c><00:19:50.320><c> version</c>

00:19:50.630 --> 00:19:50.640 align:start position:0%
it's very easy to get the basic version
 

00:19:50.640 --> 00:19:54.070 align:start position:0%
it's very easy to get the basic version
working<00:19:51.480><c> but</c><00:19:52.120><c> getting</c><00:19:52.600><c> good</c><00:19:52.799><c> rag</c><00:19:53.159><c> working</c><00:19:53.840><c> is</c>

00:19:54.070 --> 00:19:54.080 align:start position:0%
working but getting good rag working is
 

00:19:54.080 --> 00:19:55.909 align:start position:0%
working but getting good rag working is
incredibly<00:19:54.960><c> difficult</c><00:19:55.200><c> because</c><00:19:55.440><c> the</c><00:19:55.600><c> problem</c>

00:19:55.909 --> 00:19:55.919 align:start position:0%
incredibly difficult because the problem
 

00:19:55.919 --> 00:19:57.830 align:start position:0%
incredibly difficult because the problem
is<00:19:56.159><c> that</c><00:19:56.480><c> um</c><00:19:56.760><c> if</c><00:19:56.880><c> you</c><00:19:57.039><c> built</c><00:19:57.280><c> the</c><00:19:57.440><c> system</c><00:19:57.720><c> and</c>

00:19:57.830 --> 00:19:57.840 align:start position:0%
is that um if you built the system and
 

00:19:57.840 --> 00:19:59.350 align:start position:0%
is that um if you built the system and
you<00:19:57.919><c> know</c><00:19:58.080><c> how</c><00:19:58.200><c> it</c><00:19:58.280><c> works</c><00:19:58.720><c> you're</c><00:19:59.000><c> naturally</c>

00:19:59.350 --> 00:19:59.360 align:start position:0%
you know how it works you're naturally
 

00:19:59.360 --> 00:20:00.870 align:start position:0%
you know how it works you're naturally
going<00:19:59.480><c> to</c><00:19:59.640><c> ask</c><00:19:59.880><c> questions</c><00:20:00.320><c> of</c><00:20:00.480><c> it</c><00:20:00.600><c> in</c><00:20:00.720><c> the</c>

00:20:00.870 --> 00:20:00.880 align:start position:0%
going to ask questions of it in the
 

00:20:00.880 --> 00:20:02.430 align:start position:0%
going to ask questions of it in the
right<00:20:01.080><c> kind</c><00:20:01.240><c> of</c><00:20:01.400><c> format</c><00:20:01.960><c> the</c><00:20:02.080><c> moment</c><00:20:02.320><c> you</c>

00:20:02.430 --> 00:20:02.440 align:start position:0%
right kind of format the moment you
 

00:20:02.440 --> 00:20:04.710 align:start position:0%
right kind of format the moment you
expose<00:20:02.760><c> it</c><00:20:02.840><c> to</c><00:20:03.000><c> real</c><00:20:03.280><c> human</c><00:20:03.559><c> beings</c><00:20:04.400><c> you</c><00:20:04.600><c> they</c>

00:20:04.710 --> 00:20:04.720 align:start position:0%
expose it to real human beings you they
 

00:20:04.720 --> 00:20:07.310 align:start position:0%
expose it to real human beings you they
will<00:20:04.880><c> come</c><00:20:05.039><c> up</c><00:20:05.240><c> with</c><00:20:06.000><c> an</c><00:20:06.280><c> infinite</c><00:20:06.799><c> quantity</c>

00:20:07.310 --> 00:20:07.320 align:start position:0%
will come up with an infinite quantity
 

00:20:07.320 --> 00:20:08.909 align:start position:0%
will come up with an infinite quantity
of<00:20:07.559><c> weird</c><00:20:07.919><c> ways</c><00:20:08.159><c> that</c><00:20:08.280><c> they</c><00:20:08.440><c> might</c><00:20:08.640><c> ask</c>

00:20:08.909 --> 00:20:08.919 align:start position:0%
of weird ways that they might ask
 

00:20:08.919 --> 00:20:10.950 align:start position:0%
of weird ways that they might ask
questions<00:20:09.559><c> and</c><00:20:09.720><c> so</c><00:20:10.080><c> the</c><00:20:10.240><c> art</c><00:20:10.480><c> of</c><00:20:10.600><c> building</c>

00:20:10.950 --> 00:20:10.960 align:start position:0%
questions and so the art of building
 

00:20:10.960 --> 00:20:12.669 align:start position:0%
questions and so the art of building
good<00:20:11.120><c> rag</c><00:20:11.440><c> systems</c><00:20:11.840><c> the</c><00:20:11.960><c> reason</c><00:20:12.280><c> that</c><00:20:12.559><c> it</c>

00:20:12.669 --> 00:20:12.679 align:start position:0%
good rag systems the reason that it
 

00:20:12.679 --> 00:20:14.310 align:start position:0%
good rag systems the reason that it
could<00:20:12.840><c> take</c><00:20:13.120><c> six</c><00:20:13.360><c> months</c><00:20:13.600><c> to</c><00:20:13.799><c> actually</c><00:20:14.039><c> get</c><00:20:14.120><c> it</c>

00:20:14.310 --> 00:20:14.320 align:start position:0%
could take six months to actually get it
 

00:20:14.320 --> 00:20:17.230 align:start position:0%
could take six months to actually get it
production<00:20:14.880><c> ready</c><00:20:15.720><c> is</c><00:20:16.400><c> figuring</c><00:20:16.760><c> out</c><00:20:17.039><c> okay</c>

00:20:17.230 --> 00:20:17.240 align:start position:0%
production ready is figuring out okay
 

00:20:17.240 --> 00:20:18.470 align:start position:0%
production ready is figuring out okay
there<00:20:17.360><c> were</c><00:20:17.600><c> all</c><00:20:17.720><c> of</c><00:20:17.880><c> these</c><00:20:18.039><c> different</c><00:20:18.320><c> ways</c>

00:20:18.470 --> 00:20:18.480 align:start position:0%
there were all of these different ways
 

00:20:18.480 --> 00:20:20.669 align:start position:0%
there were all of these different ways
that<00:20:18.600><c> it</c><00:20:18.720><c> can</c><00:20:18.880><c> go</c><00:20:19.080><c> wrong</c><00:20:19.760><c> and</c><00:20:20.000><c> the</c><00:20:20.280><c> the</c><00:20:20.440><c> key</c>

00:20:20.669 --> 00:20:20.679 align:start position:0%
that it can go wrong and the the key
 

00:20:20.679 --> 00:20:22.870 align:start position:0%
that it can go wrong and the the key
trick<00:20:20.880><c> and</c><00:20:21.039><c> rag</c><00:20:21.320><c> is</c><00:20:21.480><c> always</c><00:20:22.159><c> how</c><00:20:22.280><c> do</c><00:20:22.440><c> we</c><00:20:22.559><c> fill</c>

00:20:22.870 --> 00:20:22.880 align:start position:0%
trick and rag is always how do we fill
 

00:20:22.880 --> 00:20:24.270 align:start position:0%
trick and rag is always how do we fill
that<00:20:23.000><c> context</c><00:20:23.360><c> how</c><00:20:23.440><c> do</c><00:20:23.559><c> we</c><00:20:23.799><c> pick</c><00:20:24.120><c> the</c>

00:20:24.270 --> 00:20:24.280 align:start position:0%
that context how do we pick the
 

00:20:24.280 --> 00:20:25.710 align:start position:0%
that context how do we pick the
information<00:20:24.679><c> that's</c><00:20:24.919><c> most</c><00:20:25.159><c> relevant</c><00:20:25.480><c> to</c><00:20:25.640><c> what</c>

00:20:25.710 --> 00:20:25.720 align:start position:0%
information that's most relevant to what
 

00:20:25.720 --> 00:20:28.310 align:start position:0%
information that's most relevant to what
the<00:20:25.840><c> user</c><00:20:26.080><c> is</c><00:20:26.280><c> asking</c><00:20:27.200><c> which</c><00:20:27.520><c> is</c><00:20:27.799><c> really</c><00:20:28.080><c> hard</c>

00:20:28.310 --> 00:20:28.320 align:start position:0%
the user is asking which is really hard
 

00:20:28.320 --> 00:20:29.950 align:start position:0%
the user is asking which is really hard
that's<00:20:28.480><c> actually</c><00:20:28.880><c> like</c><00:20:29.200><c> it's</c><00:20:29.280><c> an</c><00:20:29.480><c> information</c>

00:20:29.950 --> 00:20:29.960 align:start position:0%
that's actually like it's an information
 

00:20:29.960 --> 00:20:31.710 align:start position:0%
that's actually like it's an information
retrieval<00:20:30.480><c> problem</c><00:20:30.760><c> it's</c><00:20:30.960><c> what</c><00:20:31.360><c> search</c>

00:20:31.710 --> 00:20:31.720 align:start position:0%
retrieval problem it's what search
 

00:20:31.720 --> 00:20:33.190 align:start position:0%
retrieval problem it's what search
Engineers<00:20:32.200><c> have</c><00:20:32.360><c> been</c><00:20:32.559><c> trying</c><00:20:32.760><c> to</c><00:20:32.840><c> figure</c><00:20:33.080><c> out</c>

00:20:33.190 --> 00:20:33.200 align:start position:0%
Engineers have been trying to figure out
 

00:20:33.200 --> 00:20:35.750 align:start position:0%
Engineers have been trying to figure out
for<00:20:33.360><c> 30</c><00:20:33.760><c> years</c><00:20:34.640><c> and</c><00:20:34.760><c> there's</c><00:20:34.919><c> a</c><00:20:35.080><c> lot</c><00:20:35.240><c> of</c><00:20:35.440><c> depth</c>

00:20:35.750 --> 00:20:35.760 align:start position:0%
for 30 years and there's a lot of depth
 

00:20:35.760 --> 00:20:37.710 align:start position:0%
for 30 years and there's a lot of depth
to<00:20:36.000><c> that</c><00:20:36.159><c> field</c><00:20:36.679><c> so</c><00:20:36.880><c> rag</c><00:20:37.280><c> just</c><00:20:37.440><c> like</c>

00:20:37.710 --> 00:20:37.720 align:start position:0%
to that field so rag just like
 

00:20:37.720 --> 00:20:40.669 align:start position:0%
to that field so rag just like
everything<00:20:38.120><c> else</c><00:20:38.600><c> in</c><00:20:38.960><c> language</c><00:20:39.400><c> models</c><00:20:40.400><c> it's</c>

00:20:40.669 --> 00:20:40.679 align:start position:0%
everything else in language models it's
 

00:20:40.679 --> 00:20:43.070 align:start position:0%
everything else in language models it's
fractally<00:20:41.640><c> interesting</c><00:20:42.200><c> and</c><00:20:42.400><c> complicated</c>

00:20:43.070 --> 00:20:43.080 align:start position:0%
fractally interesting and complicated
 

00:20:43.080 --> 00:20:44.390 align:start position:0%
fractally interesting and complicated
like<00:20:43.200><c> it's</c><00:20:43.360><c> simple</c><00:20:43.640><c> at</c><00:20:43.760><c> the</c><00:20:43.919><c> top</c><00:20:44.120><c> and</c><00:20:44.240><c> then</c>

00:20:44.390 --> 00:20:44.400 align:start position:0%
like it's simple at the top and then
 

00:20:44.400 --> 00:20:46.390 align:start position:0%
like it's simple at the top and then
each<00:20:44.679><c> little</c><00:20:44.960><c> aspect</c><00:20:45.280><c> of</c><00:20:45.440><c> it</c><00:20:45.799><c> gets</c><00:20:46.039><c> more</c><00:20:46.240><c> and</c>

00:20:46.390 --> 00:20:46.400 align:start position:0%
each little aspect of it gets more and
 

00:20:46.400 --> 00:20:48.190 align:start position:0%
each little aspect of it gets more and
more<00:20:46.720><c> involved</c><00:20:47.120><c> the</c><00:20:47.240><c> further</c><00:20:47.480><c> you</c><00:20:47.640><c> look</c><00:20:48.080><c> one</c>

00:20:48.190 --> 00:20:48.200 align:start position:0%
more involved the further you look one
 

00:20:48.200 --> 00:20:50.310 align:start position:0%
more involved the further you look one
of<00:20:48.360><c> my</c><00:20:48.559><c> favorite</c><00:20:49.559><c> difficult</c><00:20:49.799><c> problems</c><00:20:50.120><c> in</c>

00:20:50.310 --> 00:20:50.320 align:start position:0%
of my favorite difficult problems in
 

00:20:50.320 --> 00:20:52.270 align:start position:0%
of my favorite difficult problems in
this<00:20:50.679><c> is</c><00:20:51.000><c> um</c><00:20:51.400><c> what's</c><00:20:51.600><c> called</c><00:20:51.760><c> in</c><00:20:51.840><c> the</c><00:20:51.919><c> industry</c>

00:20:52.270 --> 00:20:52.280 align:start position:0%
this is um what's called in the industry
 

00:20:52.280 --> 00:20:54.789 align:start position:0%
this is um what's called in the industry
evals<00:20:53.120><c> right</c><00:20:53.400><c> automated</c><00:20:53.960><c> evaluations</c>

00:20:54.789 --> 00:20:54.799 align:start position:0%
evals right automated evaluations
 

00:20:54.799 --> 00:20:56.270 align:start position:0%
evals right automated evaluations
because<00:20:55.039><c> when</c><00:20:55.159><c> you're</c><00:20:55.280><c> writing</c><00:20:55.600><c> software</c><00:20:56.120><c> we</c>

00:20:56.270 --> 00:20:56.280 align:start position:0%
because when you're writing software we
 

00:20:56.280 --> 00:20:57.870 align:start position:0%
because when you're writing software we
write<00:20:56.480><c> automated</c><00:20:57.000><c> tests</c><00:20:57.320><c> we</c><00:20:57.440><c> write</c><00:20:57.600><c> unit</c>

00:20:57.870 --> 00:20:57.880 align:start position:0%
write automated tests we write unit
 

00:20:57.880 --> 00:20:59.590 align:start position:0%
write automated tests we write unit
tests<00:20:58.280><c> and</c><00:20:58.400><c> they</c><00:20:58.600><c> intive</c><00:20:58.919><c> our</c><00:20:59.039><c> software</c><00:20:59.360><c> works</c>

00:20:59.590 --> 00:20:59.600 align:start position:0%
tests and they intive our software works
 

00:20:59.600 --> 00:21:01.789 align:start position:0%
tests and they intive our software works
and<00:20:59.720><c> that's</c><00:21:00.039><c> great</c><00:21:00.760><c> you</c><00:21:01.000><c> can't</c><00:21:01.280><c> do</c><00:21:01.480><c> that</c><00:21:01.640><c> with</c>

00:21:01.789 --> 00:21:01.799 align:start position:0%
and that's great you can't do that with
 

00:21:01.799 --> 00:21:03.669 align:start position:0%
and that's great you can't do that with
language<00:21:02.120><c> models</c><00:21:02.720><c> because</c><00:21:02.960><c> they're</c>

00:21:03.669 --> 00:21:03.679 align:start position:0%
language models because they're
 

00:21:03.679 --> 00:21:06.190 align:start position:0%
language models because they're
non-deterministic<00:21:04.679><c> like</c><00:21:05.000><c> they</c><00:21:05.280><c> they</c><00:21:06.039><c> they</c>

00:21:06.190 --> 00:21:06.200 align:start position:0%
non-deterministic like they they they
 

00:21:06.200 --> 00:21:07.909 align:start position:0%
non-deterministic like they they they
very<00:21:06.400><c> rarely</c><00:21:06.840><c> return</c><00:21:07.080><c> exactly</c><00:21:07.480><c> the</c><00:21:07.640><c> same</c>

00:21:07.909 --> 00:21:07.919 align:start position:0%
very rarely return exactly the same
 

00:21:07.919 --> 00:21:09.750 align:start position:0%
very rarely return exactly the same
answer<00:21:08.640><c> so</c><00:21:08.799><c> we</c><00:21:08.880><c> don't</c><00:21:09.080><c> even</c><00:21:09.280><c> have</c><00:21:09.440><c> unit</c>

00:21:09.750 --> 00:21:09.760 align:start position:0%
answer so we don't even have unit
 

00:21:09.760 --> 00:21:12.149 align:start position:0%
answer so we don't even have unit
testing<00:21:10.520><c> but</c><00:21:10.760><c> with</c><00:21:11.120><c> with</c><00:21:11.279><c> things</c><00:21:11.480><c> like</c><00:21:11.679><c> rag</c><00:21:12.000><c> we</c>

00:21:12.149 --> 00:21:12.159 align:start position:0%
testing but with with things like rag we
 

00:21:12.159 --> 00:21:14.470 align:start position:0%
testing but with with things like rag we
need<00:21:12.440><c> to</c><00:21:13.159><c> have</c><00:21:13.400><c> automated</c><00:21:13.919><c> tests</c><00:21:14.240><c> that</c><00:21:14.360><c> can</c>

00:21:14.470 --> 00:21:14.480 align:start position:0%
need to have automated tests that can
 

00:21:14.480 --> 00:21:16.870 align:start position:0%
need to have automated tests that can
tell<00:21:14.679><c> us</c><00:21:15.000><c> okay</c><00:21:15.320><c> we</c><00:21:15.480><c> tweaked</c><00:21:15.880><c> our</c><00:21:16.360><c> algorithm</c>

00:21:16.870 --> 00:21:16.880 align:start position:0%
tell us okay we tweaked our algorithm
 

00:21:16.880 --> 00:21:19.470 align:start position:0%
tell us okay we tweaked our algorithm
for<00:21:17.080><c> picking</c><00:21:17.440><c> content</c><00:21:18.159><c> is</c><00:21:18.279><c> it</c><00:21:18.559><c> better</c><00:21:19.279><c> like</c>

00:21:19.470 --> 00:21:19.480 align:start position:0%
for picking content is it better like
 

00:21:19.480 --> 00:21:21.230 align:start position:0%
for picking content is it better like
does<00:21:19.720><c> that</c><00:21:19.880><c> do</c><00:21:20.039><c> a</c><00:21:20.159><c> better</c><00:21:20.440><c> job</c><00:21:20.600><c> of</c><00:21:20.720><c> answering</c>

00:21:21.230 --> 00:21:21.240 align:start position:0%
does that do a better job of answering
 

00:21:21.240 --> 00:21:22.990 align:start position:0%
does that do a better job of answering
questions<00:21:21.880><c> it's</c><00:21:22.159><c> really</c><00:21:22.679><c> difficult</c><00:21:22.880><c> I'm</c>

00:21:22.990 --> 00:21:23.000 align:start position:0%
questions it's really difficult I'm
 

00:21:23.000 --> 00:21:24.590 align:start position:0%
questions it's really difficult I'm
still<00:21:23.240><c> trying</c><00:21:23.480><c> to</c><00:21:23.720><c> figure</c><00:21:23.960><c> out</c><00:21:24.240><c> the</c><00:21:24.400><c> right</c>

00:21:24.590 --> 00:21:24.600 align:start position:0%
still trying to figure out the right
 

00:21:24.600 --> 00:21:26.590 align:start position:0%
still trying to figure out the right
path<00:21:25.039><c> this</c><00:21:25.279><c> myself</c><00:21:25.760><c> and</c><00:21:25.880><c> I</c><00:21:26.159><c> I</c><00:21:26.240><c> talk</c><00:21:26.480><c> with</c>

00:21:26.590 --> 00:21:26.600 align:start position:0%
path this myself and I I talk with
 

00:21:26.600 --> 00:21:28.110 align:start position:0%
path this myself and I I talk with
someone<00:21:26.760><c> who's</c><00:21:26.919><c> working</c><00:21:27.120><c> at</c><00:21:27.240><c> an</c><00:21:27.559><c> AI</c><00:21:27.840><c> company</c>

00:21:28.110 --> 00:21:28.120 align:start position:0%
someone who's working at an AI company
 

00:21:28.120 --> 00:21:30.190 align:start position:0%
someone who's working at an AI company
and<00:21:28.240><c> the</c><00:21:28.640><c> weird</c><00:21:28.960><c> thing</c><00:21:29.240><c> that</c><00:21:29.480><c> I</c><00:21:29.559><c> would</c><00:21:29.799><c> just</c><00:21:30.080><c> it</c>

00:21:30.190 --> 00:21:30.200 align:start position:0%
and the weird thing that I would just it
 

00:21:30.200 --> 00:21:33.110 align:start position:0%
and the weird thing that I would just it
just<00:21:30.320><c> feels</c><00:21:30.679><c> it</c><00:21:30.840><c> breaks</c><00:21:31.520><c> all</c><00:21:31.720><c> that</c><00:21:31.919><c> we</c><00:21:32.039><c> know</c><00:21:32.840><c> is</c>

00:21:33.110 --> 00:21:33.120 align:start position:0%
just feels it breaks all that we know is
 

00:21:33.120 --> 00:21:35.669 align:start position:0%
just feels it breaks all that we know is
they<00:21:33.320><c> have</c><00:21:33.600><c> this</c><00:21:33.840><c> eval</c><00:21:34.480><c> test</c><00:21:34.760><c> Suite</c><00:21:35.400><c> which</c>

00:21:35.669 --> 00:21:35.679 align:start position:0%
they have this eval test Suite which
 

00:21:35.679 --> 00:21:37.110 align:start position:0%
they have this eval test Suite which
which<00:21:35.799><c> runs</c><00:21:36.080><c> against</c><00:21:36.320><c> their</c><00:21:36.559><c> model</c><00:21:36.880><c> whenever</c>

00:21:37.110 --> 00:21:37.120 align:start position:0%
which runs against their model whenever
 

00:21:37.120 --> 00:21:38.310 align:start position:0%
which runs against their model whenever
they<00:21:37.200><c> make</c><00:21:37.320><c> a</c><00:21:37.400><c> change</c><00:21:37.640><c> they</c><00:21:37.760><c> run</c><00:21:37.919><c> it</c><00:21:38.039><c> and</c><00:21:38.200><c> she</c>

00:21:38.310 --> 00:21:38.320 align:start position:0%
they make a change they run it and she
 

00:21:38.320 --> 00:21:41.510 align:start position:0%
they make a change they run it and she
told<00:21:38.520><c> me</c><00:21:38.720><c> like</c><00:21:39.039><c> okay</c><00:21:39.640><c> it's</c><00:21:40.120><c> it</c><00:21:40.320><c> cost</c><00:21:40.559><c> us</c><00:21:40.640><c> $50</c><00:21:41.360><c> to</c>

00:21:41.510 --> 00:21:41.520 align:start position:0%
told me like okay it's it cost us $50 to
 

00:21:41.520 --> 00:21:44.549 align:start position:0%
told me like okay it's it cost us $50 to
run<00:21:42.000><c> this</c><00:21:42.240><c> every</c><00:21:42.440><c> single</c><00:21:42.840><c> time</c><00:21:43.480><c> wow</c><00:21:43.799><c> and</c><00:21:44.440><c> this</c>

00:21:44.549 --> 00:21:44.559 align:start position:0%
run this every single time wow and this
 

00:21:44.559 --> 00:21:46.110 align:start position:0%
run this every single time wow and this
is<00:21:44.760><c> just</c><00:21:44.960><c> something</c><00:21:45.440><c> I</c><00:21:45.520><c> don't</c><00:21:45.720><c> think</c><00:21:45.880><c> we've</c>

00:21:46.110 --> 00:21:46.120 align:start position:0%
is just something I don't think we've
 

00:21:46.120 --> 00:21:48.029 align:start position:0%
is just something I don't think we've
been<00:21:46.360><c> used</c><00:21:46.679><c> to</c><00:21:47.000><c> like</c><00:21:47.120><c> you</c><00:21:47.200><c> know</c><00:21:47.400><c> like</c><00:21:47.520><c> I</c><00:21:47.640><c> run</c><00:21:47.880><c> my</c>

00:21:48.029 --> 00:21:48.039 align:start position:0%
been used to like you know like I run my
 

00:21:48.039 --> 00:21:49.669 align:start position:0%
been used to like you know like I run my
test<00:21:48.440><c> like</c><00:21:48.640><c> as</c><00:21:48.760><c> as</c><00:21:48.840><c> a</c><00:21:48.960><c> software</c><00:21:49.200><c> Eng</c><00:21:49.400><c> I</c><00:21:49.480><c> run</c><00:21:49.600><c> my</c>

00:21:49.669 --> 00:21:49.679 align:start position:0%
test like as as a software Eng I run my
 

00:21:49.679 --> 00:21:51.909 align:start position:0%
test like as as a software Eng I run my
unit<00:21:49.919><c> test</c><00:21:50.080><c> integr</c><00:21:50.480><c> I</c><00:21:50.559><c> know</c><00:21:50.760><c> how</c><00:21:50.880><c> much</c><00:21:51.240><c> time</c><00:21:51.679><c> it</c>

00:21:51.909 --> 00:21:51.919 align:start position:0%
unit test integr I know how much time it
 

00:21:51.919 --> 00:21:54.870 align:start position:0%
unit test integr I know how much time it
costs<00:21:52.279><c> me</c><00:21:53.039><c> but</c><00:21:53.320><c> suddenly</c><00:21:54.320><c> obviously</c><00:21:54.720><c> they're</c>

00:21:54.870 --> 00:21:54.880 align:start position:0%
costs me but suddenly obviously they're
 

00:21:54.880 --> 00:21:57.870 align:start position:0%
costs me but suddenly obviously they're
using<00:21:55.440><c> uh</c><00:21:55.600><c> different</c><00:21:55.960><c> apis</c><00:21:56.600><c> whichever</c><00:21:56.960><c> vendor</c>

00:21:57.870 --> 00:21:57.880 align:start position:0%
using uh different apis whichever vendor
 

00:21:57.880 --> 00:21:59.470 align:start position:0%
using uh different apis whichever vendor
this<00:21:58.000><c> is</c><00:21:58.159><c> just</c><00:21:58.320><c> it</c><00:21:58.640><c> feels</c><00:21:58.880><c> like</c><00:21:59.039><c> there's</c><00:21:59.240><c> a</c><00:21:59.360><c> bit</c>

00:21:59.470 --> 00:21:59.480 align:start position:0%
this is just it feels like there's a bit
 

00:21:59.480 --> 00:22:01.909 align:start position:0%
this is just it feels like there's a bit
of<00:21:59.600><c> a</c><00:22:00.520><c> this</c><00:22:00.679><c> clearly</c><00:22:01.000><c> used</c><00:22:01.200><c> to</c><00:22:01.320><c> be</c><00:22:01.440><c> the</c><00:22:01.600><c> thing</c>

00:22:01.909 --> 00:22:01.919 align:start position:0%
of a this clearly used to be the thing
 

00:22:01.919 --> 00:22:04.110 align:start position:0%
of a this clearly used to be the thing
before<00:22:02.559><c> my</c><00:22:02.799><c> time</c><00:22:03.080><c> at</c><00:22:03.240><c> least</c><00:22:03.520><c> like</c><00:22:03.720><c> back</c><00:22:03.919><c> when</c>

00:22:04.110 --> 00:22:04.120 align:start position:0%
before my time at least like back when
 

00:22:04.120 --> 00:22:05.549 align:start position:0%
before my time at least like back when
there<00:22:04.240><c> were</c><00:22:04.520><c> you</c><00:22:04.600><c> know</c><00:22:04.760><c> servers</c><00:22:05.120><c> or</c><00:22:05.279><c> main</c>

00:22:05.549 --> 00:22:05.559 align:start position:0%
there were you know servers or main
 

00:22:05.559 --> 00:22:07.430 align:start position:0%
there were you know servers or main
frames<00:22:05.840><c> or</c><00:22:06.039><c> Computing</c><00:22:06.400><c> time</c><00:22:06.640><c> was</c><00:22:06.799><c> expensive</c>

00:22:07.430 --> 00:22:07.440 align:start position:0%
frames or Computing time was expensive
 

00:22:07.440 --> 00:22:09.269 align:start position:0%
frames or Computing time was expensive
but<00:22:07.600><c> but</c><00:22:07.720><c> suddenly</c><00:22:08.440><c> like</c><00:22:08.600><c> this</c><00:22:08.720><c> is</c><00:22:08.880><c> just</c><00:22:09.080><c> yet</c>

00:22:09.269 --> 00:22:09.279 align:start position:0%
but but suddenly like this is just yet
 

00:22:09.279 --> 00:22:12.110 align:start position:0%
but but suddenly like this is just yet
another<00:22:09.760><c> interesting</c><00:22:10.320><c> variable</c><00:22:10.919><c> so</c><00:22:11.360><c> yep</c><00:22:12.000><c> yeah</c>

00:22:12.110 --> 00:22:12.120 align:start position:0%
another interesting variable so yep yeah
 

00:22:12.120 --> 00:22:13.630 align:start position:0%
another interesting variable so yep yeah
so<00:22:12.279><c> you</c><00:22:12.559><c> don't</c><00:22:12.679><c> want</c><00:22:12.760><c> to</c><00:22:12.880><c> run</c><00:22:13.080><c> those</c><00:22:13.200><c> on</c><00:22:13.360><c> every</c>

00:22:13.630 --> 00:22:13.640 align:start position:0%
so you don't want to run those on every
 

00:22:13.640 --> 00:22:15.070 align:start position:0%
so you don't want to run those on every
commit<00:22:13.960><c> to</c><00:22:14.080><c> your</c><00:22:14.279><c> repository</c><00:22:14.840><c> that'll</c>

00:22:15.070 --> 00:22:15.080 align:start position:0%
commit to your repository that'll
 

00:22:15.080 --> 00:22:17.230 align:start position:0%
commit to your repository that'll
bankrupt<00:22:15.480><c> you</c><00:22:15.640><c> pretty</c><00:22:15.840><c> quickly</c><00:22:16.799><c> it's</c><00:22:16.960><c> also</c>

00:22:17.230 --> 00:22:17.240 align:start position:0%
bankrupt you pretty quickly it's also
 

00:22:17.240 --> 00:22:19.590 align:start position:0%
bankrupt you pretty quickly it's also
funny<00:22:17.600><c> that</c><00:22:17.880><c> um</c><00:22:18.240><c> with</c><00:22:18.400><c> evals</c><00:22:19.039><c> one</c><00:22:19.159><c> of</c><00:22:19.279><c> the</c><00:22:19.400><c> most</c>

00:22:19.590 --> 00:22:19.600 align:start position:0%
funny that um with evals one of the most
 

00:22:19.600 --> 00:22:21.269 align:start position:0%
funny that um with evals one of the most
common<00:22:19.840><c> techniques</c><00:22:20.240><c> is</c><00:22:20.400><c> what's</c><00:22:20.600><c> called</c><00:22:20.799><c> llm</c>

00:22:21.269 --> 00:22:21.279 align:start position:0%
common techniques is what's called llm
 

00:22:21.279 --> 00:22:23.269 align:start position:0%
common techniques is what's called llm
as<00:22:21.400><c> a</c><00:22:21.600><c> judge</c><00:22:22.159><c> so</c><00:22:22.600><c> you</c><00:22:22.720><c> know</c><00:22:22.840><c> if</c><00:22:22.919><c> you're</c><00:22:23.080><c> trying</c>

00:22:23.269 --> 00:22:23.279 align:start position:0%
as a judge so you know if you're trying
 

00:22:23.279 --> 00:22:25.310 align:start position:0%
as a judge so you know if you're trying
to<00:22:23.520><c> say</c><00:22:24.240><c> okay</c><00:22:24.679><c> I'm</c><00:22:24.840><c> I'm</c><00:22:24.919><c> building</c><00:22:25.200><c> a</c>

00:22:25.310 --> 00:22:25.320 align:start position:0%
to say okay I'm I'm building a
 

00:22:25.320 --> 00:22:27.510 align:start position:0%
to say okay I'm I'm building a
summarizer<00:22:26.320><c> uh</c><00:22:26.480><c> here's</c><00:22:26.640><c> an</c><00:22:26.799><c> article</c><00:22:27.320><c> I</c><00:22:27.400><c> want</c>

00:22:27.510 --> 00:22:27.520 align:start position:0%
summarizer uh here's an article I want
 

00:22:27.520 --> 00:22:29.510 align:start position:0%
summarizer uh here's an article I want
it<00:22:27.679><c> summarized</c><00:22:28.320><c> here</c><00:22:28.520><c> is</c><00:22:28.640><c> the</c><00:22:28.720><c> summary</c><00:22:29.360><c> how</c>

00:22:29.510 --> 00:22:29.520 align:start position:0%
it summarized here is the summary how
 

00:22:29.520 --> 00:22:32.269 align:start position:0%
it summarized here is the summary how
can<00:22:29.679><c> you</c><00:22:30.159><c> write</c><00:22:30.440><c> tests</c><00:22:30.799><c> against</c><00:22:31.039><c> a</c><00:22:31.279><c> summary</c><00:22:32.039><c> to</c>

00:22:32.269 --> 00:22:32.279 align:start position:0%
can you write tests against a summary to
 

00:22:32.279 --> 00:22:34.029 align:start position:0%
can you write tests against a summary to
check<00:22:32.520><c> that</c><00:22:32.679><c> it's</c><00:22:32.919><c> actually</c><00:22:33.279><c> good</c><00:22:33.720><c> and</c><00:22:33.840><c> what</c><00:22:33.960><c> a</c>

00:22:34.029 --> 00:22:34.039 align:start position:0%
check that it's actually good and what a
 

00:22:34.039 --> 00:22:35.470 align:start position:0%
check that it's actually good and what a
lot<00:22:34.159><c> of</c><00:22:34.279><c> people</c><00:22:34.480><c> do</c><00:22:34.720><c> is</c><00:22:34.799><c> they</c><00:22:34.919><c> Outsource</c><00:22:35.360><c> that</c>

00:22:35.470 --> 00:22:35.480 align:start position:0%
lot of people do is they Outsource that
 

00:22:35.480 --> 00:22:37.630 align:start position:0%
lot of people do is they Outsource that
to<00:22:35.640><c> another</c><00:22:35.880><c> model</c><00:22:36.200><c> so</c><00:22:36.400><c> they</c><00:22:36.880><c> produce</c><00:22:37.400><c> two</c>

00:22:37.630 --> 00:22:37.640 align:start position:0%
to another model so they produce two
 

00:22:37.640 --> 00:22:39.909 align:start position:0%
to another model so they produce two
summaries<00:22:38.240><c> and</c><00:22:38.320><c> then</c><00:22:38.440><c> they</c><00:22:38.559><c> say</c><00:22:38.799><c> hey</c><00:22:38.919><c> gp4</c>

00:22:39.909 --> 00:22:39.919 align:start position:0%
summaries and then they say hey gp4
 

00:22:39.919 --> 00:22:42.190 align:start position:0%
summaries and then they say hey gp4
which<00:22:40.080><c> of</c><00:22:40.279><c> these</c><00:22:40.440><c> two</c><00:22:40.640><c> summaries</c><00:22:41.120><c> is</c><00:22:41.360><c> best</c><00:22:42.000><c> and</c>

00:22:42.190 --> 00:22:42.200 align:start position:0%
which of these two summaries is best and
 

00:22:42.200 --> 00:22:44.269 align:start position:0%
which of these two summaries is best and
I<00:22:42.360><c> find</c><00:22:42.559><c> that</c><00:22:42.760><c> so</c><00:22:42.960><c> uncomfortable</c><00:22:43.840><c> like</c><00:22:44.080><c> this</c>

00:22:44.269 --> 00:22:44.279 align:start position:0%
I find that so uncomfortable like this
 

00:22:44.279 --> 00:22:46.269 align:start position:0%
I find that so uncomfortable like this
stuff<00:22:44.559><c> is</c><00:22:44.679><c> all</c><00:22:44.919><c> so</c><00:22:45.320><c> weird</c><00:22:45.600><c> and</c><00:22:45.960><c> difficult</c><00:22:46.080><c> to</c>

00:22:46.269 --> 00:22:46.279 align:start position:0%
stuff is all so weird and difficult to
 

00:22:46.279 --> 00:22:47.789 align:start position:0%
stuff is all so weird and difficult to
evaluate<00:22:46.720><c> already</c><00:22:47.200><c> and</c><00:22:47.320><c> now</c><00:22:47.440><c> we're</c><00:22:47.559><c> throwing</c>

00:22:47.789 --> 00:22:47.799 align:start position:0%
evaluate already and now we're throwing
 

00:22:47.799 --> 00:22:49.590 align:start position:0%
evaluate already and now we're throwing
in<00:22:47.960><c> another</c><00:22:48.279><c> letter</c><00:22:48.840><c> of</c><00:22:49.000><c> weird</c><00:22:49.279><c> language</c>

00:22:49.590 --> 00:22:49.600 align:start position:0%
in another letter of weird language
 

00:22:49.600 --> 00:22:51.630 align:start position:0%
in another letter of weird language
models<00:22:49.919><c> to</c><00:22:50.039><c> try</c><00:22:50.200><c> and</c><00:22:50.279><c> give</c><00:22:50.400><c> us</c><00:22:50.520><c> a</c><00:22:50.679><c> score</c><00:22:51.440><c> from</c>

00:22:51.630 --> 00:22:51.640 align:start position:0%
models to try and give us a score from
 

00:22:51.640 --> 00:22:53.669 align:start position:0%
models to try and give us a score from
our<00:22:51.840><c> previous</c><00:22:52.200><c> language</c><00:22:52.559><c> models</c><00:22:53.200><c> but</c><00:22:53.440><c> that's</c>

00:22:53.669 --> 00:22:53.679 align:start position:0%
our previous language models but that's
 

00:22:53.679 --> 00:22:54.909 align:start position:0%
our previous language models but that's
kind<00:22:53.840><c> of</c><00:22:54.080><c> these</c><00:22:54.200><c> are</c><00:22:54.360><c> the</c><00:22:54.559><c> the</c><00:22:54.679><c> kind</c><00:22:54.799><c> of</c>

00:22:54.909 --> 00:22:54.919 align:start position:0%
kind of these are the the kind of
 

00:22:54.919 --> 00:22:55.990 align:start position:0%
kind of these are the the kind of
options<00:22:55.200><c> that</c><00:22:55.279><c> we're</c><00:22:55.440><c> exploring</c><00:22:55.799><c> at</c><00:22:55.880><c> the</c>

00:22:55.990 --> 00:22:56.000 align:start position:0%
options that we're exploring at the
 

00:22:56.000 --> 00:22:58.710 align:start position:0%
options that we're exploring at the
moment<00:22:56.960><c> yeah</c><00:22:57.159><c> it's</c><00:22:57.600><c> it's</c><00:22:57.799><c> interesting</c><00:22:58.600><c> was</c>

00:22:58.710 --> 00:22:58.720 align:start position:0%
moment yeah it's it's interesting was
 

00:22:58.720 --> 00:23:00.470 align:start position:0%
moment yeah it's it's interesting was
speaking<00:22:58.960><c> about</c><00:22:59.440><c> op</c><00:22:59.720><c> options</c><00:23:00.120><c> so</c><00:23:00.279><c> you've</c>

00:23:00.470 --> 00:23:00.480 align:start position:0%
speaking about op options so you've
 

00:23:00.480 --> 00:23:02.149 align:start position:0%
speaking about op options so you've
experimented<00:23:00.960><c> a</c><00:23:01.080><c> lot</c><00:23:01.360><c> with</c><00:23:01.640><c> trying</c><00:23:01.919><c> out</c>

00:23:02.149 --> 00:23:02.159 align:start position:0%
experimented a lot with trying out
 

00:23:02.159 --> 00:23:03.909 align:start position:0%
experimented a lot with trying out
different<00:23:02.480><c> tools</c><00:23:02.960><c> including</c><00:23:03.440><c> build</c><00:23:03.640><c> building</c>

00:23:03.909 --> 00:23:03.919 align:start position:0%
different tools including build building
 

00:23:03.919 --> 00:23:05.950 align:start position:0%
different tools including build building
your<00:23:04.039><c> own</c><00:23:04.360><c> and</c><00:23:04.480><c> and</c><00:23:04.640><c> obviously</c><00:23:05.080><c> co-pilot</c><00:23:05.760><c> and</c>

00:23:05.950 --> 00:23:05.960 align:start position:0%
your own and and obviously co-pilot and
 

00:23:05.960 --> 00:23:09.029 align:start position:0%
your own and and obviously co-pilot and
and<00:23:06.159><c> and</c><00:23:06.279><c> other</c><00:23:07.279><c> models</c><00:23:07.720><c> I</c><00:23:07.919><c> I</c><00:23:08.080><c> I</c><00:23:08.200><c> saw</c><00:23:08.480><c> you</c>

00:23:09.029 --> 00:23:09.039 align:start position:0%
and and other models I I I saw you
 

00:23:09.039 --> 00:23:11.029 align:start position:0%
and and other models I I I saw you
mentioned<00:23:09.520><c> Claude</c><00:23:10.159><c> for</c><00:23:10.320><c> example</c><00:23:10.640><c> as</c><00:23:10.840><c> what</c>

00:23:11.029 --> 00:23:11.039 align:start position:0%
mentioned Claude for example as what
 

00:23:11.039 --> 00:23:12.789 align:start position:0%
mentioned Claude for example as what
when<00:23:11.120><c> you're</c><00:23:11.279><c> playing</c><00:23:11.600><c> with</c><00:23:12.200><c> what</c><00:23:12.320><c> is</c><00:23:12.480><c> your</c>

00:23:12.789 --> 00:23:12.799 align:start position:0%
when you're playing with what is your
 

00:23:12.799 --> 00:23:16.470 align:start position:0%
when you're playing with what is your
current<00:23:13.679><c> llm</c><00:23:14.240><c> stack</c><00:23:14.880><c> and</c><00:23:15.440><c> like</c><00:23:15.760><c> day-to-day</c>

00:23:16.470 --> 00:23:16.480 align:start position:0%
current llm stack and like day-to-day
 

00:23:16.480 --> 00:23:17.789 align:start position:0%
current llm stack and like day-to-day
how<00:23:16.640><c> do</c><00:23:16.760><c> you</c><00:23:16.880><c> use</c><00:23:17.039><c> it</c><00:23:17.200><c> for</c><00:23:17.400><c> for</c><00:23:17.559><c> actually</c>

00:23:17.789 --> 00:23:17.799 align:start position:0%
how do you use it for for actually
 

00:23:17.799 --> 00:23:19.909 align:start position:0%
how do you use it for for actually
coding<00:23:18.120><c> on</c><00:23:18.360><c> on</c><00:23:18.559><c> data</c><00:23:18.840><c> set</c><00:23:19.120><c> or</c><00:23:19.240><c> on</c><00:23:19.400><c> your</c>

00:23:19.909 --> 00:23:19.919 align:start position:0%
coding on on data set or on your
 

00:23:19.919 --> 00:23:23.029 align:start position:0%
coding on on data set or on your
projects<00:23:20.919><c> so</c><00:23:21.159><c> my</c><00:23:21.440><c> default</c><00:23:21.840><c> stack</c><00:23:22.200><c> right</c><00:23:22.320><c> now</c>

00:23:23.029 --> 00:23:23.039 align:start position:0%
projects so my default stack right now
 

00:23:23.039 --> 00:23:26.430 align:start position:0%
projects so my default stack right now
is<00:23:23.640><c> um</c><00:23:24.000><c> my</c><00:23:24.279><c> default</c><00:23:24.679><c> model</c><00:23:24.919><c> is</c><00:23:25.080><c> Claude</c><00:23:25.559><c> 3.5</c>

00:23:26.430 --> 00:23:26.440 align:start position:0%
is um my default model is Claude 3.5
 

00:23:26.440 --> 00:23:29.470 align:start position:0%
is um my default model is Claude 3.5
Sonet<00:23:27.159><c> which</c><00:23:27.279><c> is</c><00:23:27.720><c> brand</c><00:23:28.080><c> new</c><00:23:28.679><c> came</c><00:23:28.840><c> out</c><00:23:29.200><c> maybe</c>

00:23:29.470 --> 00:23:29.480 align:start position:0%
Sonet which is brand new came out maybe
 

00:23:29.480 --> 00:23:31.830 align:start position:0%
Sonet which is brand new came out maybe
3<00:23:29.679><c> weeks</c><00:23:29.919><c> ago</c><00:23:30.480><c> I</c><00:23:30.679><c> I</c><00:23:30.840><c> I</c><00:23:30.960><c> heard</c><00:23:31.120><c> it's</c><00:23:31.320><c> amazing</c><00:23:31.559><c> for</c>

00:23:31.830 --> 00:23:31.840 align:start position:0%
3 weeks ago I I I heard it's amazing for
 

00:23:31.840 --> 00:23:33.870 align:start position:0%
3 weeks ago I I I heard it's amazing for
coding<00:23:32.840><c> it's</c><00:23:33.000><c> it's</c><00:23:33.120><c> amazing</c><00:23:33.400><c> for</c><00:23:33.559><c> everything</c>

00:23:33.870 --> 00:23:33.880 align:start position:0%
coding it's it's amazing for everything
 

00:23:33.880 --> 00:23:35.830 align:start position:0%
coding it's it's amazing for everything
it<00:23:33.960><c> is</c><00:23:34.159><c> the</c><00:23:34.360><c> first</c><00:23:34.720><c> time</c><00:23:34.960><c> somebody</c><00:23:35.279><c> who's</c><00:23:35.559><c> not</c>

00:23:35.830 --> 00:23:35.840 align:start position:0%
it is the first time somebody who's not
 

00:23:35.840 --> 00:23:38.870 align:start position:0%
it is the first time somebody who's not
open<00:23:36.159><c> AI</c><00:23:36.760><c> has</c><00:23:36.919><c> had</c><00:23:37.080><c> the</c><00:23:37.200><c> clearly</c><00:23:37.640><c> best</c><00:23:37.919><c> model</c>

00:23:38.870 --> 00:23:38.880 align:start position:0%
open AI has had the clearly best model
 

00:23:38.880 --> 00:23:40.510 align:start position:0%
open AI has had the clearly best model
like<00:23:39.039><c> it's</c><00:23:39.279><c> it's</c><00:23:39.480><c> just</c><00:23:39.720><c> better</c><00:23:40.000><c> than</c><00:23:40.159><c> open</c>

00:23:40.510 --> 00:23:40.520 align:start position:0%
like it's it's just better than open
 

00:23:40.520 --> 00:23:42.029 align:start position:0%
like it's it's just better than open
ey's<00:23:40.799><c> best</c><00:23:41.039><c> best</c><00:23:41.200><c> available</c><00:23:41.559><c> models</c><00:23:41.840><c> at</c><00:23:41.960><c> the</c>

00:23:42.029 --> 00:23:42.039 align:start position:0%
ey's best best available models at the
 

00:23:42.039 --> 00:23:43.590 align:start position:0%
ey's best best available models at the
moment<00:23:42.600><c> the</c><00:23:42.760><c> um</c><00:23:42.880><c> the</c><00:23:42.960><c> team</c><00:23:43.159><c> behind</c><00:23:43.400><c> it</c><00:23:43.520><c> the</c>

00:23:43.590 --> 00:23:43.600 align:start position:0%
moment the um the team behind it the
 

00:23:43.600 --> 00:23:45.269 align:start position:0%
moment the um the team behind it the
company<00:23:43.840><c> behind</c><00:23:44.039><c> it</c><00:23:44.120><c> anthropic</c><00:23:44.840><c> are</c><00:23:45.039><c> actually</c>

00:23:45.269 --> 00:23:45.279 align:start position:0%
company behind it anthropic are actually
 

00:23:45.279 --> 00:23:48.630 align:start position:0%
company behind it anthropic are actually
a<00:23:45.440><c> splinter</c><00:23:45.919><c> group</c><00:23:46.279><c> from</c><00:23:46.600><c> open</c><00:23:46.919><c> AI</c><00:23:47.679><c> they</c><00:23:47.880><c> split</c>

00:23:48.630 --> 00:23:48.640 align:start position:0%
a splinter group from open AI they split
 

00:23:48.640 --> 00:23:50.549 align:start position:0%
a splinter group from open AI they split
a<00:23:48.760><c> couple</c><00:23:48.960><c> of</c><00:23:49.080><c> years</c><00:23:49.279><c> ago</c><00:23:49.640><c> and</c><00:23:49.840><c> apparently</c>

00:23:50.549 --> 00:23:50.559 align:start position:0%
a couple of years ago and apparently
 

00:23:50.559 --> 00:23:52.070 align:start position:0%
a couple of years ago and apparently
it's<00:23:50.799><c> because</c><00:23:51.080><c> they</c><00:23:51.279><c> tried</c><00:23:51.520><c> to</c><00:23:51.679><c> get</c><00:23:51.840><c> Sam</c>

00:23:52.070 --> 00:23:52.080 align:start position:0%
it's because they tried to get Sam
 

00:23:52.080 --> 00:23:54.630 align:start position:0%
it's because they tried to get Sam
ultman<00:23:52.559><c> fired</c><00:23:53.279><c> which</c><00:23:53.400><c> you</c><00:23:53.559><c> can't</c><00:23:53.840><c> do</c><00:23:54.320><c> like</c><00:23:54.520><c> we</c>

00:23:54.630 --> 00:23:54.640 align:start position:0%
ultman fired which you can't do like we
 

00:23:54.640 --> 00:23:57.390 align:start position:0%
ultman fired which you can't do like we
we<00:23:54.760><c> saw</c><00:23:54.960><c> this</c><00:23:55.120><c> happen</c><00:23:55.559><c> publicly</c><00:23:56.559><c> 6</c><00:23:56.799><c> months</c><00:23:57.080><c> ago</c>

00:23:57.390 --> 00:23:57.400 align:start position:0%
we saw this happen publicly 6 months ago
 

00:23:57.400 --> 00:23:58.510 align:start position:0%
we saw this happen publicly 6 months ago
but<00:23:57.520><c> they</c><00:23:57.600><c> were</c><00:23:57.760><c> like</c><00:23:57.960><c> they</c><00:23:58.080><c> were</c><00:23:58.200><c> they</c><00:23:58.440><c> were</c>

00:23:58.510 --> 00:23:58.520 align:start position:0%
but they were like they were they were
 

00:23:58.520 --> 00:23:59.990 align:start position:0%
but they were like they were they were
early<00:23:58.720><c> adopters</c><00:23:59.120><c> two</c><00:23:59.360><c> two</c><00:23:59.520><c> and</c><00:23:59.640><c> a</c><00:23:59.720><c> half</c><00:23:59.880><c> years</c>

00:23:59.990 --> 00:24:00.000 align:start position:0%
early adopters two two and a half years
 

00:24:00.000 --> 00:24:01.870 align:start position:0%
early adopters two two and a half years
ago<00:24:00.240><c> they</c><00:24:00.360><c> tried</c><00:24:00.520><c> to</c><00:24:00.600><c> get</c><00:24:00.720><c> S</c><00:24:00.960><c> outman</c><00:24:01.240><c> fired</c><00:24:01.760><c> it</c>

00:24:01.870 --> 00:24:01.880 align:start position:0%
ago they tried to get S outman fired it
 

00:24:01.880 --> 00:24:03.510 align:start position:0%
ago they tried to get S outman fired it
didn't<00:24:02.120><c> work</c><00:24:02.600><c> they</c><00:24:02.720><c> quit</c><00:24:02.960><c> and</c><00:24:03.039><c> spun</c><00:24:03.320><c> up</c><00:24:03.440><c> their</c>

00:24:03.510 --> 00:24:03.520 align:start position:0%
didn't work they quit and spun up their
 

00:24:03.520 --> 00:24:05.269 align:start position:0%
didn't work they quit and spun up their
own<00:24:03.720><c> company</c><00:24:04.440><c> and</c><00:24:04.640><c> they</c><00:24:04.760><c> they</c><00:24:04.880><c> were</c><00:24:05.039><c> some</c><00:24:05.159><c> of</c>

00:24:05.269 --> 00:24:05.279 align:start position:0%
own company and they they were some of
 

00:24:05.279 --> 00:24:07.710 align:start position:0%
own company and they they were some of
the<00:24:05.400><c> people</c><00:24:05.640><c> who</c><00:24:05.760><c> built</c><00:24:06.039><c> the</c><00:24:06.400><c> built</c><00:24:06.600><c> GPT</c><00:24:07.000><c> 4</c><00:24:07.360><c> so</c>

00:24:07.710 --> 00:24:07.720 align:start position:0%
the people who built the built GPT 4 so
 

00:24:07.720 --> 00:24:09.470 align:start position:0%
the people who built the built GPT 4 so
it's<00:24:07.919><c> actually</c><00:24:08.240><c> the</c><00:24:08.480><c> the</c><00:24:09.000><c> the</c><00:24:09.159><c> the</c><00:24:09.240><c> sort</c><00:24:09.400><c> of</c>

00:24:09.470 --> 00:24:09.480 align:start position:0%
it's actually the the the the sort of
 

00:24:09.480 --> 00:24:12.070 align:start position:0%
it's actually the the the the sort of
gp4<00:24:10.159><c> original</c><00:24:10.480><c> team</c><00:24:10.880><c> but</c><00:24:11.000><c> anyway</c><00:24:11.240><c> clae</c><00:24:11.520><c> 3.5</c>

00:24:12.070 --> 00:24:12.080 align:start position:0%
gp4 original team but anyway clae 3.5
 

00:24:12.080 --> 00:24:16.070 align:start position:0%
gp4 original team but anyway clae 3.5
Sonet<00:24:12.600><c> is</c><00:24:13.360><c> unbelievably</c><00:24:14.279><c> good</c><00:24:15.120><c> um</c><00:24:15.600><c> it's</c><00:24:15.799><c> my</c>

00:24:16.070 --> 00:24:16.080 align:start position:0%
Sonet is unbelievably good um it's my
 

00:24:16.080 --> 00:24:18.110 align:start position:0%
Sonet is unbelievably good um it's my
default<00:24:16.600><c> for</c><00:24:17.080><c> most</c><00:24:17.320><c> of</c><00:24:17.480><c> the</c><00:24:17.600><c> work</c><00:24:17.799><c> that</c><00:24:17.960><c> I'm</c>

00:24:18.110 --> 00:24:18.120 align:start position:0%
default for most of the work that I'm
 

00:24:18.120 --> 00:24:21.590 align:start position:0%
default for most of the work that I'm
doing<00:24:18.880><c> I</c><00:24:19.039><c> still</c><00:24:19.320><c> use</c><00:24:19.640><c> GPT</c><00:24:20.080><c> 40</c><00:24:20.799><c> which</c><00:24:20.919><c> is</c><00:24:21.159><c> open</c>

00:24:21.590 --> 00:24:21.600 align:start position:0%
doing I still use GPT 40 which is open
 

00:24:21.600 --> 00:24:24.470 align:start position:0%
doing I still use GPT 40 which is open
ai's<00:24:22.600><c> probably</c><00:24:23.039><c> their</c><00:24:23.240><c> best</c><00:24:23.440><c> available</c><00:24:23.880><c> model</c>

00:24:24.470 --> 00:24:24.480 align:start position:0%
ai's probably their best available model
 

00:24:24.480 --> 00:24:26.630 align:start position:0%
ai's probably their best available model
for<00:24:25.080><c> mainly</c><00:24:25.559><c> because</c><00:24:26.039><c> mainly</c><00:24:26.279><c> for</c><00:24:26.440><c> two</c>

00:24:26.630 --> 00:24:26.640 align:start position:0%
for mainly because mainly for two
 

00:24:26.640 --> 00:24:29.070 align:start position:0%
for mainly because mainly for two
features<00:24:27.520><c> it's</c><00:24:27.720><c> got</c><00:24:27.880><c> code</c><00:24:28.039><c> into</c><00:24:28.640><c> mode</c><00:24:28.880><c> this</c>

00:24:29.070 --> 00:24:29.080 align:start position:0%
features it's got code into mode this
 

00:24:29.080 --> 00:24:30.669 align:start position:0%
features it's got code into mode this
thing<00:24:29.279><c> where</c><00:24:29.480><c> it</c><00:24:29.600><c> can</c><00:24:29.799><c> write</c><00:24:30.039><c> python</c><00:24:30.360><c> code</c><00:24:30.559><c> and</c>

00:24:30.669 --> 00:24:30.679 align:start position:0%
thing where it can write python code and
 

00:24:30.679 --> 00:24:33.149 align:start position:0%
thing where it can write python code and
then<00:24:30.919><c> execute</c><00:24:31.399><c> that</c><00:24:31.559><c> python</c><00:24:32.120><c> P</c><00:24:32.399><c> so</c><00:24:32.840><c> sometimes</c>

00:24:33.149 --> 00:24:33.159 align:start position:0%
then execute that python P so sometimes
 

00:24:33.159 --> 00:24:34.590 align:start position:0%
then execute that python P so sometimes
I'll<00:24:33.320><c> throw</c><00:24:33.520><c> a</c><00:24:33.600><c> fiddly</c><00:24:34.000><c> problem</c><00:24:34.240><c> at</c><00:24:34.360><c> it</c><00:24:34.520><c> and</c>

00:24:34.590 --> 00:24:34.600 align:start position:0%
I'll throw a fiddly problem at it and
 

00:24:34.600 --> 00:24:37.230 align:start position:0%
I'll throw a fiddly problem at it and
I'll<00:24:34.799><c> watch</c><00:24:34.960><c> it</c><00:24:35.480><c> try</c><00:24:35.840><c> five</c><00:24:36.039><c> or</c><00:24:36.200><c> six</c><00:24:36.640><c> times</c>

00:24:37.230 --> 00:24:37.240 align:start position:0%
I'll watch it try five or six times
 

00:24:37.240 --> 00:24:39.110 align:start position:0%
I'll watch it try five or six times
until<00:24:37.480><c> it</c><00:24:37.679><c> works</c><00:24:38.120><c> and</c><00:24:38.240><c> I</c><00:24:38.399><c> just</c><00:24:38.520><c> sit</c><00:24:38.799><c> there</c><00:24:38.919><c> and</c>

00:24:39.110 --> 00:24:39.120 align:start position:0%
until it works and I just sit there and
 

00:24:39.120 --> 00:24:41.350 align:start position:0%
until it works and I just sit there and
watch<00:24:39.320><c> it</c><00:24:39.880><c> going</c><00:24:40.120><c> through</c><00:24:40.320><c> the</c><00:24:40.440><c> motions</c><00:24:41.120><c> so</c><00:24:41.240><c> I</c>

00:24:41.350 --> 00:24:41.360 align:start position:0%
watch it going through the motions so I
 

00:24:41.360 --> 00:24:45.190 align:start position:0%
watch it going through the motions so I
use<00:24:41.600><c> that</c><00:24:41.720><c> a</c><00:24:41.840><c> lot</c><00:24:42.120><c> and</c><00:24:42.399><c> then</c><00:24:43.399><c> chat</c><00:24:43.760><c> chat</c><00:24:44.200><c> GPT</c>

00:24:45.190 --> 00:24:45.200 align:start position:0%
use that a lot and then chat chat GPT
 

00:24:45.200 --> 00:24:47.510 align:start position:0%
use that a lot and then chat chat GPT
has<00:24:45.480><c> the</c><00:24:45.720><c> voice</c><00:24:46.000><c> mode</c><00:24:46.799><c> which</c><00:24:46.960><c> I</c><00:24:47.080><c> use</c><00:24:47.279><c> when</c><00:24:47.399><c> I'm</c>

00:24:47.510 --> 00:24:47.520 align:start position:0%
has the voice mode which I use when I'm
 

00:24:47.520 --> 00:24:50.510 align:start position:0%
has the voice mode which I use when I'm
walking<00:24:47.880><c> my</c><00:24:48.120><c> dog</c><00:24:49.120><c> cuz</c><00:24:49.399><c> you</c><00:24:49.559><c> can</c><00:24:50.080><c> stick</c><00:24:50.320><c> in</c><00:24:50.399><c> a</c>

00:24:50.510 --> 00:24:50.520 align:start position:0%
walking my dog cuz you can stick in a
 

00:24:50.520 --> 00:24:52.269 align:start position:0%
walking my dog cuz you can stick in a
pair<00:24:50.679><c> of</c><00:24:50.840><c> airpods</c><00:24:51.679><c> and</c><00:24:51.799><c> you</c><00:24:51.880><c> can</c><00:24:51.960><c> go</c><00:24:52.039><c> for</c><00:24:52.159><c> an</c>

00:24:52.269 --> 00:24:52.279 align:start position:0%
pair of airpods and you can go for an
 

00:24:52.279 --> 00:24:53.870 align:start position:0%
pair of airpods and you can go for an
hourong<00:24:52.679><c> walk</c><00:24:52.880><c> with</c><00:24:53.000><c> the</c><00:24:53.120><c> dog</c><00:24:53.480><c> and</c><00:24:53.600><c> you</c><00:24:53.679><c> could</c>

00:24:53.870 --> 00:24:53.880 align:start position:0%
hourong walk with the dog and you could
 

00:24:53.880 --> 00:24:55.990 align:start position:0%
hourong walk with the dog and you could
talk<00:24:54.080><c> to</c><00:24:54.279><c> this</c><00:24:54.480><c> weird</c><00:24:54.840><c> AI</c><00:24:55.200><c> assistant</c><00:24:55.720><c> and</c><00:24:55.880><c> have</c>

00:24:55.990 --> 00:24:56.000 align:start position:0%
talk to this weird AI assistant and have
 

00:24:56.000 --> 00:24:57.789 align:start position:0%
talk to this weird AI assistant and have
it<00:24:56.120><c> write</c><00:24:56.399><c> you</c><00:24:56.640><c> code</c><00:24:57.320><c> because</c><00:24:57.440><c> it</c><00:24:57.559><c> can</c><00:24:57.640><c> do</c>

00:24:57.789 --> 00:24:57.799 align:start position:0%
it write you code because it can do
 

00:24:57.799 --> 00:24:58.830 align:start position:0%
it write you code because it can do
codeing

00:24:58.830 --> 00:24:58.840 align:start position:0%
codeing
 

00:24:58.840 --> 00:25:00.230 align:start position:0%
codeing
and<00:24:58.960><c> it</c><00:24:59.080><c> can</c><00:24:59.399><c> look</c><00:24:59.640><c> things</c><00:24:59.840><c> up</c><00:25:00.000><c> on</c><00:25:00.120><c> the</c>

00:25:00.230 --> 00:25:00.240 align:start position:0%
and it can look things up on the
 

00:25:00.240 --> 00:25:02.310 align:start position:0%
and it can look things up on the
internet<00:25:00.679><c> and</c><00:25:00.840><c> such</c><00:25:01.080><c> like</c><00:25:01.320><c> so</c><00:25:01.679><c> you</c><00:25:01.799><c> can</c><00:25:01.960><c> have</c><00:25:02.120><c> a</c>

00:25:02.310 --> 00:25:02.320 align:start position:0%
internet and such like so you can have a
 

00:25:02.320 --> 00:25:04.470 align:start position:0%
internet and such like so you can have a
very<00:25:02.559><c> productive</c><00:25:03.279><c> hourong</c><00:25:03.840><c> conversation</c>

00:25:04.470 --> 00:25:04.480 align:start position:0%
very productive hourong conversation
 

00:25:04.480 --> 00:25:05.630 align:start position:0%
very productive hourong conversation
while<00:25:04.600><c> you're</c><00:25:04.760><c> walking</c><00:25:05.000><c> the</c><00:25:05.159><c> dog</c><00:25:05.320><c> on</c><00:25:05.440><c> the</c>

00:25:05.630 --> 00:25:05.640 align:start position:0%
while you're walking the dog on the
 

00:25:05.640 --> 00:25:08.909 align:start position:0%
while you're walking the dog on the
beach<00:25:06.640><c> this</c><00:25:06.880><c> I</c><00:25:06.960><c> was</c><00:25:07.120><c> not</c><00:25:07.360><c> expecting</c><00:25:08.080><c> I'll</c><00:25:08.360><c> be</c>

00:25:08.909 --> 00:25:08.919 align:start position:0%
beach this I was not expecting I'll be
 

00:25:08.919 --> 00:25:11.669 align:start position:0%
beach this I was not expecting I'll be
Hest<00:25:09.919><c> that's</c><00:25:10.600><c> very</c><00:25:10.840><c> that</c><00:25:11.000><c> is</c><00:25:11.159><c> the</c><00:25:11.360><c> most</c>

00:25:11.669 --> 00:25:11.679 align:start position:0%
Hest that's very that is the most
 

00:25:11.679 --> 00:25:14.029 align:start position:0%
Hest that's very that is the most
dystopian<00:25:12.480><c> sci-fi</c><00:25:12.960><c> future</c><00:25:13.399><c> thing</c><00:25:13.679><c> as</c><00:25:13.799><c> well</c>

00:25:14.029 --> 00:25:14.039 align:start position:0%
dystopian sci-fi future thing as well
 

00:25:14.039 --> 00:25:16.029 align:start position:0%
dystopian sci-fi future thing as well
like<00:25:14.200><c> the</c><00:25:14.399><c> voice</c><00:25:14.640><c> mode</c><00:25:15.039><c> and</c><00:25:15.200><c> this</c><00:25:15.320><c> is</c><00:25:15.600><c> the</c><00:25:15.919><c> this</c>

00:25:16.029 --> 00:25:16.039 align:start position:0%
like the voice mode and this is the this
 

00:25:16.039 --> 00:25:17.549 align:start position:0%
like the voice mode and this is the this
isn't<00:25:16.279><c> the</c><00:25:16.399><c> fancy</c><00:25:16.840><c> new</c><00:25:17.039><c> voice</c><00:25:17.240><c> mode</c><00:25:17.440><c> they</c>

00:25:17.549 --> 00:25:17.559 align:start position:0%
isn't the fancy new voice mode they
 

00:25:17.559 --> 00:25:18.710 align:start position:0%
isn't the fancy new voice mode they
demoed<00:25:17.840><c> a</c><00:25:17.919><c> few</c><00:25:18.039><c> weeks</c><00:25:18.200><c> ago</c><00:25:18.399><c> this</c><00:25:18.480><c> is</c><00:25:18.559><c> the</c><00:25:18.640><c> one</c>

00:25:18.710 --> 00:25:18.720 align:start position:0%
demoed a few weeks ago this is the one
 

00:25:18.720 --> 00:25:21.149 align:start position:0%
demoed a few weeks ago this is the one
they<00:25:18.840><c> found</c><00:25:19.080><c> for</c><00:25:19.240><c> like</c><00:25:19.679><c> uh</c><00:25:20.200><c> six</c><00:25:20.440><c> months</c><00:25:20.919><c> it's</c>

00:25:21.149 --> 00:25:21.159 align:start position:0%
they found for like uh six months it's
 

00:25:21.159 --> 00:25:24.269 align:start position:0%
they found for like uh six months it's
so<00:25:21.480><c> good</c><00:25:22.279><c> like</c><00:25:22.520><c> the</c><00:25:22.679><c> the</c><00:25:22.840><c> intonation</c><00:25:23.559><c> the</c><00:25:24.200><c> the</c>

00:25:24.269 --> 00:25:24.279 align:start position:0%
so good like the the intonation the the
 

00:25:24.279 --> 00:25:25.950 align:start position:0%
so good like the the intonation the the
voice<00:25:24.840><c> it's</c><00:25:25.039><c> it's</c><00:25:25.240><c> it's</c><00:25:25.399><c> like</c><00:25:25.600><c> having</c><00:25:25.760><c> a</c>

00:25:25.950 --> 00:25:25.960 align:start position:0%
voice it's it's it's like having a
 

00:25:25.960 --> 00:25:28.350 align:start position:0%
voice it's it's it's like having a
conversation<00:25:26.640><c> with</c><00:25:27.120><c> an</c><00:25:27.279><c> intern</c><00:25:27.760><c> who</c><00:25:27.880><c> can</c><00:25:28.000><c> go</c>

00:25:28.350 --> 00:25:28.360 align:start position:0%
conversation with an intern who can go
 

00:25:28.360 --> 00:25:30.549 align:start position:0%
conversation with an intern who can go
look<00:25:28.559><c> things</c><00:25:28.720><c> up</c><00:25:28.919><c> for</c><00:25:29.120><c> you</c><00:25:30.000><c> and</c><00:25:30.159><c> and</c><00:25:30.240><c> then</c><00:25:30.360><c> so</c>

00:25:30.549 --> 00:25:30.559 align:start position:0%
look things up for you and and then so
 

00:25:30.559 --> 00:25:32.870 align:start position:0%
look things up for you and and then so
so<00:25:30.640><c> you</c><00:25:30.760><c> mentioned</c><00:25:31.240><c> the</c><00:25:31.520><c> the</c><00:25:31.679><c> stack</c><00:25:32.159><c> but</c><00:25:32.480><c> like</c>

00:25:32.870 --> 00:25:32.880 align:start position:0%
so you mentioned the the stack but like
 

00:25:32.880 --> 00:25:34.710 align:start position:0%
so you mentioned the the stack but like
if<00:25:33.000><c> I</c><00:25:33.200><c> imagine</c><00:25:33.600><c> your</c><00:25:33.799><c> data</c><00:25:34.360><c> you</c><00:25:34.440><c> know</c><00:25:34.559><c> you've</c>

00:25:34.710 --> 00:25:34.720 align:start position:0%
if I imagine your data you know you've
 

00:25:34.720 --> 00:25:36.389 align:start position:0%
if I imagine your data you know you've
got<00:25:34.880><c> your</c><00:25:35.039><c> terminal</c><00:25:35.480><c> or</c><00:25:35.600><c> your</c><00:25:35.799><c> coat</c><00:25:36.240><c> there</c>

00:25:36.389 --> 00:25:36.399 align:start position:0%
got your terminal or your coat there
 

00:25:36.399 --> 00:25:38.870 align:start position:0%
got your terminal or your coat there
there's<00:25:36.559><c> more</c><00:25:36.679><c> to</c><00:25:36.840><c> my</c><00:25:37.039><c> stack</c><00:25:37.679><c> so</c><00:25:38.000><c> it's</c><00:25:38.360><c> um</c>

00:25:38.870 --> 00:25:38.880 align:start position:0%
there's more to my stack so it's um
 

00:25:38.880 --> 00:25:40.070 align:start position:0%
there's more to my stack so it's um
those<00:25:39.039><c> are</c><00:25:39.200><c> the</c><00:25:39.320><c> ones</c><00:25:39.559><c> I'm</c><00:25:39.640><c> using</c><00:25:39.840><c> in</c><00:25:39.960><c> my</c>

00:25:40.070 --> 00:25:40.080 align:start position:0%
those are the ones I'm using in my
 

00:25:40.080 --> 00:25:42.750 align:start position:0%
those are the ones I'm using in my
browser<00:25:40.399><c> and</c><00:25:40.520><c> on</c><00:25:40.640><c> my</c><00:25:40.799><c> phone</c><00:25:41.399><c> um</c><00:25:42.080><c> I</c><00:25:42.159><c> use</c><00:25:42.440><c> get</c><00:25:42.640><c> I</c>

00:25:42.750 --> 00:25:42.760 align:start position:0%
browser and on my phone um I use get I
 

00:25:42.760 --> 00:25:44.830 align:start position:0%
browser and on my phone um I use get I
do<00:25:42.960><c> I</c><00:25:43.039><c> use</c><00:25:43.240><c> GitHub</c><00:25:43.559><c> co-pilot</c><00:25:44.240><c> um</c><00:25:44.520><c> I've</c><00:25:44.679><c> always</c>

00:25:44.830 --> 00:25:44.840 align:start position:0%
do I use GitHub co-pilot um I've always
 

00:25:44.840 --> 00:25:47.630 align:start position:0%
do I use GitHub co-pilot um I've always
got<00:25:45.039><c> that</c><00:25:45.159><c> turned</c><00:25:45.440><c> on</c><00:25:46.000><c> I</c><00:25:46.120><c> use</c><00:25:46.520><c> my</c><00:25:47.159><c> I've</c><00:25:47.360><c> bu</c><00:25:47.520><c> been</c>

00:25:47.630 --> 00:25:47.640 align:start position:0%
got that turned on I use my I've bu been
 

00:25:47.640 --> 00:25:48.830 align:start position:0%
got that turned on I use my I've bu been
building<00:25:47.880><c> this</c><00:25:48.000><c> open</c><00:25:48.200><c> source</c><00:25:48.440><c> tool</c><00:25:48.640><c> called</c>

00:25:48.830 --> 00:25:48.840 align:start position:0%
building this open source tool called
 

00:25:48.840 --> 00:25:50.750 align:start position:0%
building this open source tool called
llm<00:25:49.640><c> which</c><00:25:49.720><c> is</c><00:25:49.919><c> command</c><00:25:50.240><c> line</c><00:25:50.559><c> just</c><00:25:50.679><c> a</c>

00:25:50.750 --> 00:25:50.760 align:start position:0%
llm which is command line just a
 

00:25:50.760 --> 00:25:53.070 align:start position:0%
llm which is command line just a
question<00:25:51.200><c> a</c><00:25:51.279><c> coil</c><00:25:51.880><c> what</c><00:25:52.039><c> features</c><00:25:52.480><c> do</c><00:25:52.640><c> you</c><00:25:52.760><c> use</c>

00:25:53.070 --> 00:25:53.080 align:start position:0%
question a coil what features do you use
 

00:25:53.080 --> 00:25:54.549 align:start position:0%
question a coil what features do you use
cuz<00:25:53.279><c> it's</c><00:25:53.440><c> now</c><00:25:53.600><c> has</c><00:25:53.720><c> a</c><00:25:53.840><c> competing</c><00:25:54.159><c> feature</c><00:25:54.440><c> it</c>

00:25:54.549 --> 00:25:54.559 align:start position:0%
cuz it's now has a competing feature it
 

00:25:54.559 --> 00:25:56.070 align:start position:0%
cuz it's now has a competing feature it
does<00:25:54.720><c> have</c><00:25:54.840><c> a</c><00:25:54.919><c> chat</c><00:25:55.200><c> window</c><00:25:55.640><c> if</c><00:25:55.720><c> you</c><00:25:55.799><c> want</c><00:25:55.919><c> to</c>

00:25:56.070 --> 00:25:56.080 align:start position:0%
does have a chat window if you want to
 

00:25:56.080 --> 00:25:58.350 align:start position:0%
does have a chat window if you want to
use<00:25:56.360><c> that</c><00:25:56.840><c> it</c><00:25:56.960><c> has</c><00:25:57.159><c> auto</c><00:25:57.480><c> complete</c><00:25:57.799><c> which</c><00:25:57.919><c> ones</c>

00:25:58.350 --> 00:25:58.360 align:start position:0%
use that it has auto complete which ones
 

00:25:58.360 --> 00:26:00.470 align:start position:0%
use that it has auto complete which ones
find<00:25:58.559><c> most</c><00:25:58.760><c> useful</c><00:25:59.120><c> for</c><00:25:59.320><c> your</c><00:25:59.760><c> use</c><00:26:00.039><c> cases</c>

00:26:00.470 --> 00:26:00.480 align:start position:0%
find most useful for your use cases
 

00:26:00.480 --> 00:26:02.630 align:start position:0%
find most useful for your use cases
mostly<00:26:01.120><c> autocomplete</c><00:26:01.880><c> like</c><00:26:02.039><c> old</c><00:26:02.279><c> school</c>

00:26:02.630 --> 00:26:02.640 align:start position:0%
mostly autocomplete like old school
 

00:26:02.640 --> 00:26:04.789 align:start position:0%
mostly autocomplete like old school
co-pilot<00:26:03.360><c> I've</c><00:26:03.559><c> recently</c><00:26:04.039><c> started</c><00:26:04.399><c> using</c><00:26:04.679><c> the</c>

00:26:04.789 --> 00:26:04.799 align:start position:0%
co-pilot I've recently started using the
 

00:26:04.799 --> 00:26:06.070 align:start position:0%
co-pilot I've recently started using the
thing<00:26:04.960><c> where</c><00:26:05.080><c> you</c><00:26:05.159><c> can</c><00:26:05.320><c> select</c><00:26:05.600><c> some</c><00:26:05.760><c> lines</c><00:26:05.960><c> of</c>

00:26:06.070 --> 00:26:06.080 align:start position:0%
thing where you can select some lines of
 

00:26:06.080 --> 00:26:08.190 align:start position:0%
thing where you can select some lines of
code<00:26:06.399><c> there's</c><00:26:06.520><c> a</c><00:26:06.640><c> little</c><00:26:06.840><c> sparkly</c><00:26:07.480><c> icon</c><00:26:08.120><c> you</c>

00:26:08.190 --> 00:26:08.200 align:start position:0%
code there's a little sparkly icon you
 

00:26:08.200 --> 00:26:10.029 align:start position:0%
code there's a little sparkly icon you
can<00:26:08.480><c> click</c><00:26:08.840><c> that</c><00:26:09.120><c> and</c><00:26:09.240><c> then</c><00:26:09.360><c> give</c><00:26:09.480><c> it</c><00:26:09.559><c> a</c><00:26:09.720><c> prompt</c>

00:26:10.029 --> 00:26:10.039 align:start position:0%
can click that and then give it a prompt
 

00:26:10.039 --> 00:26:11.750 align:start position:0%
can click that and then give it a prompt
to<00:26:10.279><c> what</c><00:26:10.440><c> run</c><00:26:10.760><c> against</c><00:26:11.080><c> those</c><00:26:11.279><c> lines</c><00:26:11.480><c> of</c><00:26:11.600><c> code</c>

00:26:11.750 --> 00:26:11.760 align:start position:0%
to what run against those lines of code
 

00:26:11.760 --> 00:26:13.149 align:start position:0%
to what run against those lines of code
and<00:26:11.840><c> it'll</c><00:26:12.039><c> do</c><00:26:12.159><c> that</c><00:26:12.440><c> I</c><00:26:12.520><c> don't</c><00:26:12.679><c> use</c><00:26:12.840><c> the</c><00:26:12.960><c> chat</c>

00:26:13.149 --> 00:26:13.159 align:start position:0%
and it'll do that I don't use the chat
 

00:26:13.159 --> 00:26:16.389 align:start position:0%
and it'll do that I don't use the chat
window<00:26:13.480><c> at</c><00:26:13.600><c> all</c><00:26:13.840><c> I</c><00:26:13.960><c> use</c><00:26:14.360><c> clae</c><00:26:14.640><c> 3</c><00:26:15.240><c> I</c><00:26:15.360><c> use</c><00:26:15.840><c> um</c><00:26:15.960><c> clae</c>

00:26:16.389 --> 00:26:16.399 align:start position:0%
window at all I use clae 3 I use um clae
 

00:26:16.399 --> 00:26:18.310 align:start position:0%
window at all I use clae 3 I use um clae
clae<00:26:16.679><c> in</c><00:26:16.799><c> the</c><00:26:17.000><c> browser</c><00:26:17.360><c> for</c><00:26:17.640><c> what</c><00:26:17.760><c> I</c><00:26:17.880><c> would</c><00:26:18.080><c> use</c>

00:26:18.310 --> 00:26:18.320 align:start position:0%
clae in the browser for what I would use
 

00:26:18.320 --> 00:26:20.990 align:start position:0%
clae in the browser for what I would use
that<00:26:18.480><c> for</c><00:26:19.360><c> um</c><00:26:19.520><c> and</c><00:26:19.600><c> it's</c><00:26:19.880><c> great</c><00:26:20.120><c> you</c><00:26:20.240><c> know</c><00:26:20.600><c> um</c>

00:26:20.990 --> 00:26:21.000 align:start position:0%
that for um and it's great you know um
 

00:26:21.000 --> 00:26:23.070 align:start position:0%
that for um and it's great you know um
it's<00:26:21.320><c> it's</c><00:26:21.840><c> copil</c><00:26:22.320><c> it's</c><00:26:22.440><c> another</c><00:26:22.679><c> interesting</c>

00:26:23.070 --> 00:26:23.080 align:start position:0%
it's it's copil it's another interesting
 

00:26:23.080 --> 00:26:24.990 align:start position:0%
it's it's copil it's another interesting
one<00:26:23.360><c> where</c><00:26:23.919><c> you</c><00:26:24.159><c> hear</c><00:26:24.360><c> from</c><00:26:24.480><c> people</c><00:26:24.679><c> who</c><00:26:24.840><c> like</c>

00:26:24.990 --> 00:26:25.000 align:start position:0%
one where you hear from people who like
 

00:26:25.000 --> 00:26:26.510 align:start position:0%
one where you hear from people who like
I<00:26:25.120><c> turned</c><00:26:25.320><c> it</c><00:26:25.440><c> on</c><00:26:25.799><c> and</c><00:26:25.919><c> it</c><00:26:26.039><c> just</c><00:26:26.200><c> gave</c><00:26:26.360><c> me</c><00:26:26.440><c> a</c>

00:26:26.510 --> 00:26:26.520 align:start position:0%
I turned it on and it just gave me a
 

00:26:26.520 --> 00:26:27.950 align:start position:0%
I turned it on and it just gave me a
bunch<00:26:26.679><c> of</c><00:26:26.799><c> junk</c><00:26:27.080><c> and</c><00:26:27.159><c> I</c><00:26:27.240><c> turned</c><00:26:27.440><c> it</c><00:26:27.559><c> off</c><00:26:27.720><c> again</c>

00:26:27.950 --> 00:26:27.960 align:start position:0%
bunch of junk and I turned it off again
 

00:26:27.960 --> 00:26:29.669 align:start position:0%
bunch of junk and I turned it off again
cuz<00:26:28.080><c> it's</c><00:26:28.320><c> clearly</c><00:26:28.600><c> not</c><00:26:28.760><c> useful</c><00:26:29.279><c> and</c><00:26:29.480><c> again</c>

00:26:29.669 --> 00:26:29.679 align:start position:0%
cuz it's clearly not useful and again
 

00:26:29.679 --> 00:26:32.110 align:start position:0%
cuz it's clearly not useful and again
co-pilot<00:26:30.240><c> you</c><00:26:30.399><c> have</c><00:26:30.480><c> to</c><00:26:30.679><c> learn</c><00:26:30.960><c> how</c><00:26:31.120><c> to</c><00:26:31.320><c> use</c><00:26:31.520><c> it</c>

00:26:32.110 --> 00:26:32.120 align:start position:0%
co-pilot you have to learn how to use it
 

00:26:32.120 --> 00:26:33.990 align:start position:0%
co-pilot you have to learn how to use it
like<00:26:32.279><c> there's</c><00:26:32.480><c> no</c><00:26:32.720><c> manual</c><00:26:33.200><c> for</c><00:26:33.440><c> any</c><00:26:33.640><c> of</c><00:26:33.799><c> this</c>

00:26:33.990 --> 00:26:34.000 align:start position:0%
like there's no manual for any of this
 

00:26:34.000 --> 00:26:35.950 align:start position:0%
like there's no manual for any of this
stuff<00:26:34.399><c> especially</c><00:26:34.720><c> not</c><00:26:34.840><c> for</c><00:26:35.000><c> co-pilot</c><00:26:35.840><c> and</c>

00:26:35.950 --> 00:26:35.960 align:start position:0%
stuff especially not for co-pilot and
 

00:26:35.960 --> 00:26:37.510 align:start position:0%
stuff especially not for co-pilot and
that<00:26:36.080><c> you</c><00:26:36.159><c> have</c><00:26:36.279><c> to</c><00:26:36.399><c> learn</c><00:26:36.640><c> things</c><00:26:36.880><c> like</c><00:26:37.360><c> if</c>

00:26:37.510 --> 00:26:37.520 align:start position:0%
that you have to learn things like if
 

00:26:37.520 --> 00:26:39.950 align:start position:0%
that you have to learn things like if
you<00:26:38.200><c> type</c><00:26:38.480><c> out</c><00:26:38.720><c> the</c><00:26:39.000><c> start</c><00:26:39.320><c> of</c><00:26:39.440><c> a</c><00:26:39.640><c> function</c>

00:26:39.950 --> 00:26:39.960 align:start position:0%
you type out the start of a function
 

00:26:39.960 --> 00:26:42.470 align:start position:0%
you type out the start of a function
name<00:26:40.240><c> and</c><00:26:40.440><c> give</c><00:26:40.559><c> it</c><00:26:41.159><c> named</c><00:26:41.559><c> par</c><00:26:41.880><c> clearly</c><00:26:42.240><c> named</c>

00:26:42.470 --> 00:26:42.480 align:start position:0%
name and give it named par clearly named
 

00:26:42.480 --> 00:26:44.510 align:start position:0%
name and give it named par clearly named
parameters<00:26:43.000><c> with</c><00:26:43.159><c> their</c><00:26:43.399><c> types</c><00:26:43.960><c> or</c><00:26:44.159><c> type</c>

00:26:44.510 --> 00:26:44.520 align:start position:0%
parameters with their types or type
 

00:26:44.520 --> 00:26:46.230 align:start position:0%
parameters with their types or type
annotations<00:26:45.520><c> it</c><00:26:45.640><c> will</c><00:26:45.840><c> complete</c><00:26:46.120><c> the</c>

00:26:46.230 --> 00:26:46.240 align:start position:0%
annotations it will complete the
 

00:26:46.240 --> 00:26:48.430 align:start position:0%
annotations it will complete the
function<00:26:46.520><c> for</c><00:26:46.760><c> you</c><00:26:47.480><c> and</c><00:26:47.720><c> if</c><00:26:47.840><c> you</c><00:26:48.000><c> add</c><00:26:48.200><c> a</c>

00:26:48.430 --> 00:26:48.440 align:start position:0%
function for you and if you add a
 

00:26:48.440 --> 00:26:50.789 align:start position:0%
function for you and if you add a
comment<00:26:48.919><c> it</c><00:26:49.080><c> will</c><00:26:49.679><c> like</c><00:26:50.120><c> you</c><00:26:50.240><c> can</c><00:26:50.440><c> you</c><00:26:50.559><c> can</c><00:26:50.679><c> you</c>

00:26:50.789 --> 00:26:50.799 align:start position:0%
comment it will like you can you can you
 

00:26:50.799 --> 00:26:52.269 align:start position:0%
comment it will like you can you can you
learn<00:26:51.120><c> you</c><00:26:51.240><c> prompt</c><00:26:51.520><c> it</c><00:26:51.640><c> through</c><00:26:51.799><c> the</c><00:26:51.880><c> comments</c>

00:26:52.269 --> 00:26:52.279 align:start position:0%
learn you prompt it through the comments
 

00:26:52.279 --> 00:26:53.870 align:start position:0%
learn you prompt it through the comments
that<00:26:52.399><c> you</c><00:26:52.520><c> write</c><00:26:52.799><c> essentially</c><00:26:53.399><c> yeah</c><00:26:53.600><c> I</c><00:26:53.720><c> I've</c>

00:26:53.870 --> 00:26:53.880 align:start position:0%
that you write essentially yeah I I've
 

00:26:53.880 --> 00:26:55.430 align:start position:0%
that you write essentially yeah I I've
actually<00:26:54.039><c> started</c><00:26:54.360><c> to</c><00:26:54.480><c> use</c><00:26:54.720><c> that</c><00:26:54.960><c> it's</c><00:26:55.200><c> it's</c>

00:26:55.430 --> 00:26:55.440 align:start position:0%
actually started to use that it's it's
 

00:26:55.440 --> 00:26:57.149 align:start position:0%
actually started to use that it's it's
actually<00:26:55.799><c> again</c><00:26:56.080><c> no</c><00:26:56.159><c> one</c><00:26:56.360><c> tells</c><00:26:56.600><c> you</c><00:26:56.799><c> that</c><00:26:56.960><c> but</c>

00:26:57.149 --> 00:26:57.159 align:start position:0%
actually again no one tells you that but
 

00:26:57.159 --> 00:26:59.350 align:start position:0%
actually again no one tells you that but
once<00:26:57.399><c> once</c><00:26:57.520><c> you</c><00:26:57.640><c> figure</c><00:26:57.919><c> it</c><00:26:58.039><c> out</c><00:26:58.640><c> it's</c><00:26:59.120><c> it</c><00:26:59.240><c> can</c>

00:26:59.350 --> 00:26:59.360 align:start position:0%
once once you figure it out it's it can
 

00:26:59.360 --> 00:27:00.590 align:start position:0%
once once you figure it out it's it can
be<00:26:59.520><c> rful</c><00:27:00.000><c> because</c><00:27:00.159><c> that's</c><00:27:00.279><c> how</c><00:27:00.399><c> you</c><00:27:00.480><c> can</c>

00:27:00.590 --> 00:27:00.600 align:start position:0%
be rful because that's how you can
 

00:27:00.600 --> 00:27:03.510 align:start position:0%
be rful because that's how you can
generate<00:27:01.240><c> like</c><00:27:01.399><c> either</c><00:27:01.559><c> a</c><00:27:01.760><c> small</c><00:27:02.440><c> part</c><00:27:02.880><c> for</c><00:27:03.080><c> me</c>

00:27:03.510 --> 00:27:03.520 align:start position:0%
generate like either a small part for me
 

00:27:03.520 --> 00:27:05.669 align:start position:0%
generate like either a small part for me
just<00:27:03.640><c> a</c><00:27:03.799><c> small</c><00:27:04.080><c> part</c><00:27:04.320><c> or</c><00:27:04.440><c> a</c><00:27:04.600><c> function</c><00:27:05.320><c> it</c><00:27:05.480><c> just</c>

00:27:05.669 --> 00:27:05.679 align:start position:0%
just a small part or a function it just
 

00:27:05.679 --> 00:27:07.549 align:start position:0%
just a small part or a function it just
gets<00:27:05.880><c> it</c><00:27:06.120><c> and</c><00:27:06.440><c> again</c><00:27:06.720><c> like</c><00:27:06.919><c> as</c><00:27:07.279><c> I</c><00:27:07.320><c> mean</c><00:27:07.440><c> it's</c>

00:27:07.549 --> 00:27:07.559 align:start position:0%
gets it and again like as I mean it's
 

00:27:07.559 --> 00:27:09.029 align:start position:0%
gets it and again like as I mean it's
not<00:27:07.720><c> surprising</c><00:27:08.159><c> but</c><00:27:08.279><c> the</c><00:27:08.360><c> more</c><00:27:08.559><c> context</c><00:27:08.960><c> you</c>

00:27:09.029 --> 00:27:09.039 align:start position:0%
not surprising but the more context you
 

00:27:09.039 --> 00:27:11.070 align:start position:0%
not surprising but the more context you
give<00:27:09.200><c> in</c><00:27:09.279><c> the</c><00:27:09.440><c> comment</c><00:27:10.200><c> the</c><00:27:10.320><c> more</c><00:27:10.600><c> it'll</c><00:27:10.919><c> kind</c>

00:27:11.070 --> 00:27:11.080 align:start position:0%
give in the comment the more it'll kind
 

00:27:11.080 --> 00:27:13.750 align:start position:0%
give in the comment the more it'll kind
of<00:27:11.240><c> do</c><00:27:11.600><c> what</c><00:27:11.760><c> you</c><00:27:11.919><c> want</c><00:27:12.440><c> if</c><00:27:12.520><c> you're</c><00:27:12.720><c> lucky</c><00:27:13.640><c> I</c>

00:27:13.750 --> 00:27:13.760 align:start position:0%
of do what you want if you're lucky I
 

00:27:13.760 --> 00:27:14.830 align:start position:0%
of do what you want if you're lucky I
think<00:27:13.880><c> the</c><00:27:14.000><c> other</c><00:27:14.240><c> thing</c><00:27:14.399><c> to</c><00:27:14.480><c> know</c><00:27:14.640><c> about</c>

00:27:14.830 --> 00:27:14.840 align:start position:0%
think the other thing to know about
 

00:27:14.840 --> 00:27:16.510 align:start position:0%
think the other thing to know about
co-pilot<00:27:15.480><c> is</c><00:27:15.559><c> that</c><00:27:15.720><c> it's</c><00:27:15.919><c> actually</c><00:27:16.120><c> running</c>

00:27:16.510 --> 00:27:16.520 align:start position:0%
co-pilot is that it's actually running
 

00:27:16.520 --> 00:27:19.870 align:start position:0%
co-pilot is that it's actually running
rag<00:27:17.159><c> it's</c><00:27:17.360><c> got</c><00:27:17.520><c> an</c><00:27:17.760><c> incredibly</c><00:27:18.880><c> sophisticated</c>

00:27:19.870 --> 00:27:19.880 align:start position:0%
rag it's got an incredibly sophisticated
 

00:27:19.880 --> 00:27:23.149 align:start position:0%
rag it's got an incredibly sophisticated
um<00:27:20.120><c> like</c><00:27:20.520><c> retrieve</c><00:27:21.039><c> look</c><00:27:21.679><c> rag</c><00:27:22.360><c> um</c><00:27:22.919><c> uh</c>

00:27:23.149 --> 00:27:23.159 align:start position:0%
um like retrieve look rag um uh
 

00:27:23.159 --> 00:27:25.110 align:start position:0%
um like retrieve look rag um uh
mechanism<00:27:23.799><c> where</c><00:27:24.360><c> every</c><00:27:24.559><c> time</c><00:27:24.720><c> it</c><00:27:24.840><c> does</c><00:27:25.000><c> a</c>

00:27:25.110 --> 00:27:25.120 align:start position:0%
mechanism where every time it does a
 

00:27:25.120 --> 00:27:27.630 align:start position:0%
mechanism where every time it does a
completion<00:27:25.559><c> for</c><00:27:25.760><c> you</c><00:27:26.520><c> co-pilot</c><00:27:27.080><c> it</c><00:27:27.240><c> tries</c><00:27:27.480><c> to</c>

00:27:27.630 --> 00:27:27.640 align:start position:0%
completion for you co-pilot it tries to
 

00:27:27.640 --> 00:27:30.510 align:start position:0%
completion for you co-pilot it tries to
include<00:27:28.200><c> context</c><00:27:28.679><c> from</c><00:27:29.039><c> nearby</c><00:27:29.640><c> in</c><00:27:29.799><c> your</c><00:27:30.039><c> file</c>

00:27:30.510 --> 00:27:30.520 align:start position:0%
include context from nearby in your file
 

00:27:30.520 --> 00:27:32.389 align:start position:0%
include context from nearby in your file
but<00:27:30.640><c> it</c><00:27:30.799><c> also</c><00:27:31.080><c> looks</c><00:27:31.320><c> for</c><00:27:31.600><c> other</c><00:27:31.960><c> files</c><00:27:32.240><c> in</c>

00:27:32.389 --> 00:27:32.399 align:start position:0%
but it also looks for other files in
 

00:27:32.399 --> 00:27:34.710 align:start position:0%
but it also looks for other files in
your<00:27:32.640><c> project</c><00:27:33.000><c> that</c><00:27:33.200><c> have</c><00:27:33.640><c> similar</c><00:27:34.240><c> keywords</c>

00:27:34.710 --> 00:27:34.720 align:start position:0%
your project that have similar keywords
 

00:27:34.720 --> 00:27:36.950 align:start position:0%
your project that have similar keywords
in<00:27:34.880><c> them</c><00:27:35.399><c> so</c><00:27:35.600><c> that's</c><00:27:35.799><c> why</c><00:27:36.200><c> sometimes</c><00:27:36.760><c> your</c>

00:27:36.950 --> 00:27:36.960 align:start position:0%
in them so that's why sometimes your
 

00:27:36.960 --> 00:27:38.350 align:start position:0%
in them so that's why sometimes your
test<00:27:37.480><c> that's</c><00:27:37.640><c> really</c><00:27:37.799><c> interesting</c><00:27:38.159><c> that</c><00:27:38.279><c> you</c>

00:27:38.350 --> 00:27:38.360 align:start position:0%
test that's really interesting that you
 

00:27:38.360 --> 00:27:39.350 align:start position:0%
test that's really interesting that you
say<00:27:38.559><c> that</c><00:27:38.720><c> because</c><00:27:38.840><c> we're</c><00:27:38.919><c> going</c><00:27:39.039><c> to</c><00:27:39.120><c> get</c><00:27:39.240><c> to</c>

00:27:39.350 --> 00:27:39.360 align:start position:0%
say that because we're going to get to
 

00:27:39.360 --> 00:27:40.950 align:start position:0%
say that because we're going to get to
the<00:27:39.480><c> misconceptions</c><00:27:40.279><c> but</c><00:27:40.640><c> we've</c><00:27:40.840><c> been</c>

00:27:40.950 --> 00:27:40.960 align:start position:0%
the misconceptions but we've been
 

00:27:40.960 --> 00:27:42.990 align:start position:0%
the misconceptions but we've been
running<00:27:41.240><c> an</c><00:27:41.399><c> AI</c><00:27:42.039><c> survey</c><00:27:42.440><c> and</c><00:27:42.640><c> one</c><00:27:42.760><c> of</c><00:27:42.880><c> the</c>

00:27:42.990 --> 00:27:43.000 align:start position:0%
running an AI survey and one of the
 

00:27:43.000 --> 00:27:44.990 align:start position:0%
running an AI survey and one of the
things<00:27:43.240><c> that</c><00:27:43.440><c> people</c><00:27:43.840><c> really</c><00:27:44.279><c> complain</c><00:27:44.720><c> about</c>

00:27:44.990 --> 00:27:45.000 align:start position:0%
things that people really complain about
 

00:27:45.000 --> 00:27:48.070 align:start position:0%
things that people really complain about
saying<00:27:45.360><c> is</c><00:27:45.640><c> I</c><00:27:45.760><c> use</c><00:27:46.519><c> copilot</c><00:27:47.519><c> because</c><00:27:47.880><c> it's</c>

00:27:48.070 --> 00:27:48.080 align:start position:0%
saying is I use copilot because it's
 

00:27:48.080 --> 00:27:49.669 align:start position:0%
saying is I use copilot because it's
it's<00:27:48.240><c> the</c><00:27:48.440><c> one</c><00:27:48.600><c> that's</c><00:27:48.799><c> easiest</c><00:27:49.080><c> to</c><00:27:49.200><c> turn</c><00:27:49.399><c> on</c>

00:27:49.669 --> 00:27:49.679 align:start position:0%
it's the one that's easiest to turn on
 

00:27:49.679 --> 00:27:52.350 align:start position:0%
it's the one that's easiest to turn on
in<00:27:49.799><c> your</c><00:27:50.000><c> ID</c><00:27:50.600><c> and</c><00:27:50.760><c> people</c><00:27:51.039><c> said</c><00:27:51.480><c> that</c><00:27:51.840><c> it</c><00:27:52.080><c> only</c>

00:27:52.350 --> 00:27:52.360 align:start position:0%
in your ID and people said that it only
 

00:27:52.360 --> 00:27:54.590 align:start position:0%
in your ID and people said that it only
uses<00:27:52.760><c> my</c><00:27:53.000><c> files</c><00:27:53.320><c> and</c><00:27:53.519><c> I</c><00:27:53.679><c> wish</c><00:27:54.120><c> it</c><00:27:54.240><c> would</c><00:27:54.480><c> look</c>

00:27:54.590 --> 00:27:54.600 align:start position:0%
uses my files and I wish it would look
 

00:27:54.600 --> 00:27:56.190 align:start position:0%
uses my files and I wish it would look
at<00:27:54.799><c> the</c><00:27:55.039><c> project</c><00:27:55.320><c> or</c><00:27:55.720><c> understand</c><00:27:55.840><c> the</c><00:27:55.960><c> whole</c>

00:27:56.190 --> 00:27:56.200 align:start position:0%
at the project or understand the whole
 

00:27:56.200 --> 00:27:57.590 align:start position:0%
at the project or understand the whole
project<00:27:56.799><c> but</c><00:27:56.919><c> it's</c><00:27:57.039><c> interesting</c><00:27:57.360><c> you</c><00:27:57.480><c> say</c>

00:27:57.590 --> 00:27:57.600 align:start position:0%
project but it's interesting you say
 

00:27:57.600 --> 00:27:58.710 align:start position:0%
project but it's interesting you say
that<00:27:57.720><c> cuz</c><00:27:57.840><c> I</c><00:27:57.880><c> think</c><00:27:58.200><c> lot</c><00:27:58.320><c> of</c><00:27:58.360><c> people</c><00:27:58.480><c> don't</c>

00:27:58.710 --> 00:27:58.720 align:start position:0%
that cuz I think lot of people don't
 

00:27:58.720 --> 00:28:01.430 align:start position:0%
that cuz I think lot of people don't
realize<00:27:59.039><c> that</c><00:27:59.200><c> it</c><00:27:59.320><c> is</c><00:27:59.559><c> trying</c><00:27:59.799><c> to</c><00:27:59.960><c> do</c><00:28:00.080><c> it</c><00:28:00.279><c> or</c><00:28:01.279><c> in</c>

00:28:01.430 --> 00:28:01.440 align:start position:0%
realize that it is trying to do it or in
 

00:28:01.440 --> 00:28:03.789 align:start position:0%
realize that it is trying to do it or in
smart<00:28:01.799><c> ways</c><00:28:02.320><c> most</c><00:28:02.559><c> people</c><00:28:02.880><c> or</c><00:28:03.159><c> not</c><00:28:03.360><c> most</c><00:28:03.600><c> but</c><00:28:03.720><c> a</c>

00:28:03.789 --> 00:28:03.799 align:start position:0%
smart ways most people or not most but a
 

00:28:03.799 --> 00:28:05.310 align:start position:0%
smart ways most people or not most but a
lot<00:28:03.919><c> of</c><00:28:04.039><c> people</c><00:28:04.279><c> assume</c><00:28:04.600><c> that</c><00:28:04.799><c> it</c><00:28:04.919><c> just</c><00:28:05.120><c> only</c>

00:28:05.310 --> 00:28:05.320 align:start position:0%
lot of people assume that it just only
 

00:28:05.320 --> 00:28:06.669 align:start position:0%
lot of people assume that it just only
looks<00:28:05.559><c> at</c><00:28:05.720><c> whatever</c><00:28:06.000><c> you're</c><00:28:06.240><c> seeing</c><00:28:06.480><c> on</c><00:28:06.559><c> the</c>

00:28:06.669 --> 00:28:06.679 align:start position:0%
looks at whatever you're seeing on the
 

00:28:06.679 --> 00:28:08.750 align:start position:0%
looks at whatever you're seeing on the
screen<00:28:07.080><c> no</c><00:28:07.240><c> it's</c><00:28:07.559><c> it</c><00:28:07.679><c> is</c><00:28:07.880><c> looking</c><00:28:08.159><c> at</c><00:28:08.360><c> bits</c><00:28:08.600><c> of</c>

00:28:08.750 --> 00:28:08.760 align:start position:0%
screen no it's it is looking at bits of
 

00:28:08.760 --> 00:28:10.590 align:start position:0%
screen no it's it is looking at bits of
other<00:28:09.039><c> files</c><00:28:09.480><c> but</c><00:28:09.600><c> it's</c><00:28:09.799><c> undocumented</c><00:28:10.480><c> and</c>

00:28:10.590 --> 00:28:10.600 align:start position:0%
other files but it's undocumented and
 

00:28:10.600 --> 00:28:11.909 align:start position:0%
other files but it's undocumented and
it's<00:28:10.799><c> weird</c><00:28:11.080><c> and</c><00:28:11.159><c> it's</c><00:28:11.320><c> trying</c><00:28:11.519><c> to</c><00:28:11.640><c> do</c>

00:28:11.909 --> 00:28:11.919 align:start position:0%
it's weird and it's trying to do
 

00:28:11.919 --> 00:28:13.470 align:start position:0%
it's weird and it's trying to do
semantic<00:28:12.440><c> similarities</c><00:28:13.000><c> and</c><00:28:13.120><c> all</c><00:28:13.240><c> of</c><00:28:13.360><c> that</c>

00:28:13.470 --> 00:28:13.480 align:start position:0%
semantic similarities and all of that
 

00:28:13.480 --> 00:28:15.549 align:start position:0%
semantic similarities and all of that
sort<00:28:13.640><c> of</c><00:28:13.840><c> stuff</c><00:28:14.200><c> what</c><00:28:14.320><c> I</c><00:28:14.440><c> do</c><00:28:14.600><c> a</c><00:28:14.720><c> lot</c><00:28:14.919><c> of</c><00:28:15.240><c> is</c>

00:28:15.549 --> 00:28:15.559 align:start position:0%
sort of stuff what I do a lot of is
 

00:28:15.559 --> 00:28:16.750 align:start position:0%
sort of stuff what I do a lot of is
sometimes<00:28:15.760><c> I'll</c><00:28:15.960><c> just</c><00:28:16.120><c> copy</c><00:28:16.320><c> and</c><00:28:16.480><c> paste</c><00:28:16.679><c> a</c>

00:28:16.750 --> 00:28:16.760 align:start position:0%
sometimes I'll just copy and paste a
 

00:28:16.760 --> 00:28:18.750 align:start position:0%
sometimes I'll just copy and paste a
chunk<00:28:17.000><c> of</c><00:28:17.120><c> one</c><00:28:17.360><c> file</c><00:28:17.720><c> into</c><00:28:17.960><c> a</c><00:28:18.120><c> comment</c><00:28:18.519><c> in</c>

00:28:18.750 --> 00:28:18.760 align:start position:0%
chunk of one file into a comment in
 

00:28:18.760 --> 00:28:20.909 align:start position:0%
chunk of one file into a comment in
another<00:28:19.440><c> so</c><00:28:19.640><c> that</c><00:28:19.799><c> it's</c><00:28:20.120><c> definitely</c><00:28:20.640><c> visible</c>

00:28:20.909 --> 00:28:20.919 align:start position:0%
another so that it's definitely visible
 

00:28:20.919 --> 00:28:22.630 align:start position:0%
another so that it's definitely visible
to<00:28:21.120><c> co-pilot</c><00:28:21.799><c> that's</c><00:28:21.960><c> great</c><00:28:22.200><c> for</c><00:28:22.320><c> things</c><00:28:22.480><c> like</c>

00:28:22.630 --> 00:28:22.640 align:start position:0%
to co-pilot that's great for things like
 

00:28:22.640 --> 00:28:24.590 align:start position:0%
to co-pilot that's great for things like
writing<00:28:23.000><c> tests</c><00:28:23.360><c> you</c><00:28:23.480><c> can</c><00:28:23.840><c> literally</c><00:28:24.240><c> copy</c><00:28:24.480><c> in</c>

00:28:24.590 --> 00:28:24.600 align:start position:0%
writing tests you can literally copy in
 

00:28:24.600 --> 00:28:26.269 align:start position:0%
writing tests you can literally copy in
the<00:28:24.679><c> code</c><00:28:24.880><c> that</c><00:28:24.960><c> you're</c><00:28:25.120><c> testing</c><00:28:25.519><c> into</c><00:28:25.720><c> your</c>

00:28:26.269 --> 00:28:26.279 align:start position:0%
the code that you're testing into your
 

00:28:26.279 --> 00:28:29.470 align:start position:0%
the code that you're testing into your
test.py<00:28:27.279><c> and</c><00:28:27.399><c> then</c><00:28:27.600><c> start</c><00:28:28.159><c> so</c><00:28:29.159><c> I'm</c><00:28:29.279><c> now</c>

00:28:29.470 --> 00:28:29.480 align:start position:0%
test.py and then start so I'm now
 

00:28:29.480 --> 00:28:31.070 align:start position:0%
test.py and then start so I'm now
starting<00:28:29.760><c> to</c><00:28:30.279><c> understand</c><00:28:30.519><c> you</c><00:28:30.640><c> know</c><00:28:30.799><c> when</c><00:28:30.919><c> you</c>

00:28:31.070 --> 00:28:31.080 align:start position:0%
starting to understand you know when you
 

00:28:31.080 --> 00:28:32.830 align:start position:0%
starting to understand you know when you
said<00:28:31.320><c> you</c><00:28:31.440><c> need</c><00:28:31.600><c> to</c><00:28:31.760><c> learn</c><00:28:32.000><c> how</c><00:28:32.159><c> to</c><00:28:32.320><c> use</c><00:28:32.480><c> it</c>

00:28:32.830 --> 00:28:32.840 align:start position:0%
said you need to learn how to use it
 

00:28:32.840 --> 00:28:33.870 align:start position:0%
said you need to learn how to use it
sounds<00:28:33.080><c> like</c><00:28:33.200><c> you</c><00:28:33.320><c> kind</c><00:28:33.440><c> of</c><00:28:33.519><c> you're</c><00:28:33.679><c> coming</c>

00:28:33.870 --> 00:28:33.880 align:start position:0%
sounds like you kind of you're coming
 

00:28:33.880 --> 00:28:35.029 align:start position:0%
sounds like you kind of you're coming
from<00:28:34.039><c> the</c><00:28:34.159><c> other</c><00:28:34.360><c> way</c><00:28:34.519><c> instead</c><00:28:34.760><c> of</c><00:28:34.880><c> like</c>

00:28:35.029 --> 00:28:35.039 align:start position:0%
from the other way instead of like
 

00:28:35.039 --> 00:28:37.310 align:start position:0%
from the other way instead of like
trying<00:28:35.320><c> out</c><00:28:35.440><c> and</c><00:28:35.640><c> saying</c><00:28:35.960><c> y</c><00:28:36.120><c> or</c><00:28:36.360><c> nay</c><00:28:37.039><c> and</c><00:28:37.200><c> you</c>

00:28:37.310 --> 00:28:37.320 align:start position:0%
trying out and saying y or nay and you
 

00:28:37.320 --> 00:28:38.669 align:start position:0%
trying out and saying y or nay and you
know<00:28:37.519><c> like</c><00:28:37.720><c> cuz</c><00:28:38.200><c> because</c><00:28:38.360><c> I</c><00:28:38.440><c> guess</c><00:28:38.559><c> you're</c>

00:28:38.669 --> 00:28:38.679 align:start position:0%
know like cuz because I guess you're
 

00:28:38.679 --> 00:28:40.310 align:start position:0%
know like cuz because I guess you're
working<00:28:38.880><c> for</c><00:28:39.080><c> yourself</c><00:28:39.480><c> so</c><00:28:39.720><c> it</c><00:28:39.880><c> kind</c><00:28:39.960><c> of</c><00:28:40.080><c> makes</c>

00:28:40.310 --> 00:28:40.320 align:start position:0%
working for yourself so it kind of makes
 

00:28:40.320 --> 00:28:41.389 align:start position:0%
working for yourself so it kind of makes
sense<00:28:40.519><c> that</c><00:28:40.640><c> you</c><00:28:40.720><c> want</c><00:28:40.799><c> to</c><00:28:40.919><c> make</c><00:28:41.039><c> yourself</c>

00:28:41.389 --> 00:28:41.399 align:start position:0%
sense that you want to make yourself
 

00:28:41.399 --> 00:28:43.789 align:start position:0%
sense that you want to make yourself
productive<00:28:41.799><c> you</c><00:28:41.960><c> figure</c><00:28:42.240><c> it</c><00:28:42.399><c> out</c><00:28:43.320><c> how</c><00:28:43.600><c> these</c>

00:28:43.789 --> 00:28:43.799 align:start position:0%
productive you figure it out how these
 

00:28:43.799 --> 00:28:46.029 align:start position:0%
productive you figure it out how these
things<00:28:44.120><c> can</c><00:28:44.519><c> actually</c><00:28:45.159><c> like</c><00:28:45.320><c> make</c><00:28:45.480><c> you</c><00:28:45.640><c> more</c>

00:28:46.029 --> 00:28:46.039 align:start position:0%
things can actually like make you more
 

00:28:46.039 --> 00:28:48.630 align:start position:0%
things can actually like make you more
productive<00:28:47.039><c> right</c><00:28:47.600><c> absolutely</c><00:28:48.240><c> and</c><00:28:48.399><c> like</c>

00:28:48.630 --> 00:28:48.640 align:start position:0%
productive right absolutely and like
 

00:28:48.640 --> 00:28:50.909 align:start position:0%
productive right absolutely and like
it's<00:28:48.840><c> so</c><00:28:49.080><c> much</c><00:28:49.360><c> work</c><00:28:49.919><c> like</c><00:28:50.120><c> that's</c><00:28:50.440><c> the</c><00:28:50.840><c> I</c>

00:28:50.909 --> 00:28:50.919 align:start position:0%
it's so much work like that's the I
 

00:28:50.919 --> 00:28:52.389 align:start position:0%
it's so much work like that's the I
think<00:28:51.159><c> the</c><00:28:51.360><c> the</c><00:28:51.519><c> biggest</c><00:28:52.080><c> sort</c><00:28:52.279><c> of</c>

00:28:52.389 --> 00:28:52.399 align:start position:0%
think the the biggest sort of
 

00:28:52.399 --> 00:28:54.029 align:start position:0%
think the the biggest sort of
misconception<00:28:52.960><c> about</c><00:28:53.159><c> all</c><00:28:53.279><c> of</c><00:28:53.440><c> this</c><00:28:53.600><c> is</c><00:28:53.799><c> that</c>

00:28:54.029 --> 00:28:54.039 align:start position:0%
misconception about all of this is that
 

00:28:54.039 --> 00:28:55.430 align:start position:0%
misconception about all of this is that
you'll<00:28:54.279><c> get</c><00:28:54.399><c> this</c><00:28:54.559><c> tool</c><00:28:54.919><c> and</c><00:28:55.039><c> it'll</c><00:28:55.200><c> make</c><00:28:55.320><c> you</c>

00:28:55.430 --> 00:28:55.440 align:start position:0%
you'll get this tool and it'll make you
 

00:28:55.440 --> 00:28:57.149 align:start position:0%
you'll get this tool and it'll make you
productive<00:28:55.840><c> on</c><00:28:55.960><c> day</c><00:28:56.120><c> one</c><00:28:56.399><c> and</c><00:28:56.480><c> it</c><00:28:56.679><c> absolutely</c>

00:28:57.149 --> 00:28:57.159 align:start position:0%
productive on day one and it absolutely
 

00:28:57.159 --> 00:28:58.990 align:start position:0%
productive on day one and it absolutely
won't<00:28:57.440><c> you</c><00:28:57.559><c> have</c><00:28:57.679><c> to</c><00:28:57.760><c> put</c><00:28:57.919><c> it</c>

00:28:58.990 --> 00:28:59.000 align:start position:0%
won't you have to put it
 

00:28:59.000 --> 00:29:01.310 align:start position:0%
won't you have to put it
so<00:28:59.240><c> much</c><00:28:59.519><c> effort</c><00:28:59.880><c> to</c><00:29:00.120><c> learn</c><00:29:00.519><c> to</c><00:29:00.720><c> explore</c><00:29:01.080><c> it</c><00:29:01.159><c> an</c>

00:29:01.310 --> 00:29:01.320 align:start position:0%
so much effort to learn to explore it an
 

00:29:01.320 --> 00:29:03.430 align:start position:0%
so much effort to learn to explore it an
experiment<00:29:01.760><c> and</c><00:29:01.919><c> learn</c><00:29:02.240><c> how</c><00:29:02.399><c> to</c><00:29:02.600><c> use</c><00:29:02.799><c> it</c><00:29:03.240><c> and</c>

00:29:03.430 --> 00:29:03.440 align:start position:0%
experiment and learn how to use it and
 

00:29:03.440 --> 00:29:05.590 align:start position:0%
experiment and learn how to use it and
there's<00:29:03.799><c> no</c><00:29:04.080><c> guidance</c><00:29:04.640><c> like</c><00:29:04.760><c> I</c><00:29:04.840><c> said</c><00:29:05.039><c> co-pilot</c>

00:29:05.590 --> 00:29:05.600 align:start position:0%
there's no guidance like I said co-pilot
 

00:29:05.600 --> 00:29:07.669 align:start position:0%
there's no guidance like I said co-pilot
doesn't<00:29:05.840><c> have</c><00:29:05.919><c> a</c><00:29:06.080><c> manual</c><00:29:06.679><c> which</c><00:29:06.799><c> is</c><00:29:07.000><c> crazy</c>

00:29:07.669 --> 00:29:07.679 align:start position:0%
doesn't have a manual which is crazy
 

00:29:07.679 --> 00:29:09.750 align:start position:0%
doesn't have a manual which is crazy
Claude<00:29:08.360><c> to</c><00:29:08.559><c> its</c><00:29:08.760><c> credit</c><00:29:09.039><c> Claude</c><00:29:09.320><c> is</c><00:29:09.440><c> the</c><00:29:09.559><c> only</c>

00:29:09.750 --> 00:29:09.760 align:start position:0%
Claude to its credit Claude is the only
 

00:29:09.760 --> 00:29:11.110 align:start position:0%
Claude to its credit Claude is the only
one<00:29:09.880><c> of</c><00:29:10.039><c> these</c><00:29:10.200><c> things</c><00:29:10.399><c> that</c><00:29:10.600><c> actually</c><00:29:10.880><c> has</c>

00:29:11.110 --> 00:29:11.120 align:start position:0%
one of these things that actually has
 

00:29:11.120 --> 00:29:13.230 align:start position:0%
one of these things that actually has
documentation<00:29:11.720><c> that's</c><00:29:12.000><c> really</c><00:29:12.399><c> good</c><00:29:13.000><c> like</c><00:29:13.159><c> if</c>

00:29:13.230 --> 00:29:13.240 align:start position:0%
documentation that's really good like if
 

00:29:13.240 --> 00:29:15.430 align:start position:0%
documentation that's really good like if
you<00:29:13.360><c> want</c><00:29:13.519><c> to</c><00:29:13.640><c> learn</c><00:29:13.919><c> how</c><00:29:14.120><c> to</c><00:29:14.279><c> prompt</c><00:29:14.559><c> llms</c><00:29:15.279><c> the</c>

00:29:15.430 --> 00:29:15.440 align:start position:0%
you want to learn how to prompt llms the
 

00:29:15.440 --> 00:29:17.669 align:start position:0%
you want to learn how to prompt llms the
clawed<00:29:15.919><c> anthropic</c><00:29:16.440><c> prompting</c><00:29:16.840><c> guide</c><00:29:17.080><c> is</c><00:29:17.279><c> the</c>

00:29:17.669 --> 00:29:17.679 align:start position:0%
clawed anthropic prompting guide is the
 

00:29:17.679 --> 00:29:18.750 align:start position:0%
clawed anthropic prompting guide is the
actually<00:29:17.960><c> the</c><00:29:18.080><c> best</c><00:29:18.240><c> thing</c><00:29:18.360><c> I've</c><00:29:18.519><c> seen</c>

00:29:18.750 --> 00:29:18.760 align:start position:0%
actually the best thing I've seen
 

00:29:18.760 --> 00:29:21.470 align:start position:0%
actually the best thing I've seen
anywhere<00:29:19.519><c> open</c><00:29:19.799><c> air</c><00:29:20.039><c> I</c><00:29:20.159><c> have</c><00:29:20.440><c> almost</c><00:29:20.799><c> nothing</c>

00:29:21.470 --> 00:29:21.480 align:start position:0%
anywhere open air I have almost nothing
 

00:29:21.480 --> 00:29:24.750 align:start position:0%
anywhere open air I have almost nothing
there<00:29:21.600><c> are</c><00:29:22.080><c> so</c><00:29:22.480><c> many</c><00:29:23.480><c> hypers</c><00:29:24.000><c> and</c><00:29:24.240><c> blogs</c><00:29:24.600><c> and</c>

00:29:24.750 --> 00:29:24.760 align:start position:0%
there are so many hypers and blogs and
 

00:29:24.760 --> 00:29:27.029 align:start position:0%
there are so many hypers and blogs and
tweets<00:29:25.080><c> and</c><00:29:25.200><c> Linkedin</c><00:29:25.679><c> posts</c><00:29:26.080><c> full</c><00:29:26.240><c> of</c><00:29:26.519><c> like</c>

00:29:27.029 --> 00:29:27.039 align:start position:0%
tweets and Linkedin posts full of like
 

00:29:27.039 --> 00:29:29.029 align:start position:0%
tweets and Linkedin posts full of like
junk<00:29:27.600><c> junk</c><00:29:28.159><c> advice</c><00:29:28.480><c> you</c><00:29:28.559><c> know</c><00:29:28.679><c> all</c><00:29:28.799><c> of</c><00:29:28.880><c> the</c>

00:29:29.029 --> 00:29:29.039 align:start position:0%
junk junk advice you know all of the
 

00:29:29.039 --> 00:29:30.990 align:start position:0%
junk junk advice you know all of the
things<00:29:29.279><c> like</c><00:29:29.679><c> always</c><00:29:30.039><c> tell</c><00:29:30.200><c> it</c><00:29:30.440><c> that</c><00:29:30.679><c> you</c><00:29:30.799><c> are</c>

00:29:30.990 --> 00:29:31.000 align:start position:0%
things like always tell it that you are
 

00:29:31.000 --> 00:29:33.190 align:start position:0%
things like always tell it that you are
the<00:29:31.120><c> world's</c><00:29:31.519><c> greatest</c><00:29:32.000><c> expert</c><00:29:32.440><c> in</c><00:29:32.640><c> X</c><00:29:33.000><c> before</c>

00:29:33.190 --> 00:29:33.200 align:start position:0%
the world's greatest expert in X before
 

00:29:33.200 --> 00:29:35.470 align:start position:0%
the world's greatest expert in X before
you<00:29:33.320><c> ask</c><00:29:33.679><c> all</c><00:29:33.760><c> of</c><00:29:33.919><c> that</c><00:29:34.039><c> kind</c><00:29:34.159><c> of</c><00:29:35.000><c> mostly</c>

00:29:35.470 --> 00:29:35.480 align:start position:0%
you ask all of that kind of mostly
 

00:29:35.480 --> 00:29:38.029 align:start position:0%
you ask all of that kind of mostly
rubbish<00:29:36.120><c> right</c><00:29:37.120><c> but</c><00:29:37.399><c> there's</c><00:29:37.600><c> so</c><00:29:37.760><c> much</c>

00:29:38.029 --> 00:29:38.039 align:start position:0%
rubbish right but there's so much
 

00:29:38.039 --> 00:29:40.470 align:start position:0%
rubbish right but there's so much
Superstition<00:29:39.039><c> because</c><00:29:39.320><c> this</c><00:29:39.559><c> stuff</c><00:29:40.120><c> isn't</c>

00:29:40.470 --> 00:29:40.480 align:start position:0%
Superstition because this stuff isn't
 

00:29:40.480 --> 00:29:42.350 align:start position:0%
Superstition because this stuff isn't
documented<00:29:41.240><c> and</c><00:29:41.679><c> even</c><00:29:41.919><c> the</c><00:29:42.039><c> people</c><00:29:42.200><c> who</c>

00:29:42.350 --> 00:29:42.360 align:start position:0%
documented and even the people who
 

00:29:42.360 --> 00:29:43.870 align:start position:0%
documented and even the people who
created<00:29:42.640><c> the</c><00:29:42.720><c> models</c><00:29:43.000><c> don't</c><00:29:43.279><c> fully</c>

00:29:43.870 --> 00:29:43.880 align:start position:0%
created the models don't fully
 

00:29:43.880 --> 00:29:46.029 align:start position:0%
created the models don't fully
understand<00:29:44.200><c> how</c><00:29:44.360><c> they</c><00:29:44.519><c> do</c><00:29:44.720><c> what</c><00:29:44.880><c> they</c><00:29:45.039><c> do</c><00:29:45.799><c> it's</c>

00:29:46.029 --> 00:29:46.039 align:start position:0%
understand how they do what they do it's
 

00:29:46.039 --> 00:29:47.669 align:start position:0%
understand how they do what they do it's
very<00:29:46.200><c> easy</c><00:29:46.399><c> to</c><00:29:46.519><c> form</c><00:29:46.799><c> superstitions</c><00:29:47.440><c> you</c><00:29:47.559><c> know</c>

00:29:47.669 --> 00:29:47.679 align:start position:0%
very easy to form superstitions you know
 

00:29:47.679 --> 00:29:49.389 align:start position:0%
very easy to form superstitions you know
you<00:29:47.840><c> try</c><00:29:48.200><c> the</c><00:29:48.480><c> you're</c><00:29:48.679><c> the</c><00:29:48.799><c> world's</c><00:29:49.080><c> greatest</c>

00:29:49.389 --> 00:29:49.399 align:start position:0%
you try the you're the world's greatest
 

00:29:49.399 --> 00:29:51.149 align:start position:0%
you try the you're the world's greatest
expert<00:29:49.720><c> in</c><00:29:49.880><c> Python</c><00:29:50.200><c> thing</c><00:29:50.640><c> and</c><00:29:50.720><c> you</c><00:29:50.840><c> get</c><00:29:51.000><c> good</c>

00:29:51.149 --> 00:29:51.159 align:start position:0%
expert in Python thing and you get good
 

00:29:51.159 --> 00:29:52.870 align:start position:0%
expert in Python thing and you get good
answer<00:29:51.640><c> so</c><00:29:51.760><c> you're</c><00:29:51.919><c> like</c><00:29:52.120><c> okay</c><00:29:52.279><c> I'll</c><00:29:52.440><c> do</c><00:29:52.640><c> that</c>

00:29:52.870 --> 00:29:52.880 align:start position:0%
answer so you're like okay I'll do that
 

00:29:52.880 --> 00:29:55.350 align:start position:0%
answer so you're like okay I'll do that
from<00:29:53.039><c> now</c><00:29:53.200><c> on</c><00:29:53.559><c> it's</c><00:29:53.760><c> kind</c><00:29:53.919><c> of</c><00:29:54.159><c> like</c><00:29:54.480><c> um</c><00:29:54.880><c> if</c><00:29:55.039><c> your</c>

00:29:55.350 --> 00:29:55.360 align:start position:0%
from now on it's kind of like um if your
 

00:29:55.360 --> 00:29:58.590 align:start position:0%
from now on it's kind of like um if your
dog<00:29:56.080><c> finds</c><00:29:56.640><c> a</c><00:29:56.840><c> hamburger</c><00:29:57.360><c> in</c><00:29:57.480><c> a</c><00:29:57.640><c> bush</c>

00:29:58.590 --> 00:29:58.600 align:start position:0%
dog finds a hamburger in a bush
 

00:29:58.600 --> 00:30:00.070 align:start position:0%
dog finds a hamburger in a bush
every<00:29:58.840><c> time</c><00:29:59.000><c> you</c><00:29:59.159><c> walk</c><00:29:59.399><c> past</c><00:29:59.600><c> that</c><00:29:59.720><c> bush</c><00:29:59.960><c> for</c>

00:30:00.070 --> 00:30:00.080 align:start position:0%
every time you walk past that bush for
 

00:30:00.080 --> 00:30:01.750 align:start position:0%
every time you walk past that bush for
the<00:30:00.200><c> next</c><00:30:00.360><c> two</c><00:30:00.559><c> years</c><00:30:00.919><c> they</c><00:30:01.039><c> will</c><00:30:01.240><c> check</c><00:30:01.440><c> for</c><00:30:01.600><c> a</c>

00:30:01.750 --> 00:30:01.760 align:start position:0%
the next two years they will check for a
 

00:30:01.760 --> 00:30:03.950 align:start position:0%
the next two years they will check for a
hamburger<00:30:02.720><c> right</c><00:30:02.960><c> because</c><00:30:03.159><c> dogs</c><00:30:03.399><c> are</c><00:30:03.559><c> very</c>

00:30:03.950 --> 00:30:03.960 align:start position:0%
hamburger right because dogs are very
 

00:30:03.960 --> 00:30:06.590 align:start position:0%
hamburger right because dogs are very
superstitious<00:30:04.960><c> and</c><00:30:05.080><c> it's</c><00:30:05.360><c> that</c><00:30:05.679><c> but</c><00:30:05.840><c> for</c><00:30:06.480><c> but</c>

00:30:06.590 --> 00:30:06.600 align:start position:0%
superstitious and it's that but for but
 

00:30:06.600 --> 00:30:07.630 align:start position:0%
superstitious and it's that but for but
for<00:30:06.720><c> software</c>

00:30:07.630 --> 00:30:07.640 align:start position:0%
for software
 

00:30:07.640 --> 00:30:09.630 align:start position:0%
for software
engineering<00:30:08.640><c> and</c><00:30:08.760><c> then</c><00:30:08.919><c> going</c><00:30:09.159><c> back</c><00:30:09.279><c> to</c><00:30:09.399><c> your</c>

00:30:09.630 --> 00:30:09.640 align:start position:0%
engineering and then going back to your
 

00:30:09.640 --> 00:30:15.389 align:start position:0%
engineering and then going back to your
stack<00:30:10.039><c> so</c><00:30:11.120><c> uh</c><00:30:12.120><c> yeah</c><00:30:12.880><c> couple</c><00:30:13.559><c> tools</c><00:30:14.240><c> but</c><00:30:15.240><c> uh</c>

00:30:15.389 --> 00:30:15.399 align:start position:0%
stack so uh yeah couple tools but uh
 

00:30:15.399 --> 00:30:17.269 align:start position:0%
stack so uh yeah couple tools but uh
there's<00:30:15.519><c> a</c><00:30:15.600><c> few</c><00:30:15.760><c> more</c><00:30:16.120><c> so</c><00:30:16.360><c> there's</c><00:30:16.840><c> um</c><00:30:17.200><c> I</c>

00:30:17.269 --> 00:30:17.279 align:start position:0%
there's a few more so there's um I
 

00:30:17.279 --> 00:30:19.070 align:start position:0%
there's a few more so there's um I
talked<00:30:17.519><c> about</c><00:30:17.679><c> code</c><00:30:17.880><c> interpreter</c><00:30:18.679><c> one</c><00:30:18.799><c> of</c><00:30:18.960><c> my</c>

00:30:19.070 --> 00:30:19.080 align:start position:0%
talked about code interpreter one of my
 

00:30:19.080 --> 00:30:20.789 align:start position:0%
talked about code interpreter one of my
favorite<00:30:19.480><c> Claude</c><00:30:19.840><c> features</c><00:30:20.279><c> is</c><00:30:20.440><c> again</c><00:30:20.640><c> in</c><00:30:20.720><c> the</c>

00:30:20.789 --> 00:30:20.799 align:start position:0%
favorite Claude features is again in the
 

00:30:20.799 --> 00:30:22.110 align:start position:0%
favorite Claude features is again in the
feature<00:30:21.080><c> from</c><00:30:21.200><c> a</c><00:30:21.279><c> few</c><00:30:21.399><c> weeks</c><00:30:21.600><c> ago</c><00:30:21.760><c> called</c>

00:30:22.110 --> 00:30:22.120 align:start position:0%
feature from a few weeks ago called
 

00:30:22.120 --> 00:30:24.389 align:start position:0%
feature from a few weeks ago called
artifacts<00:30:23.120><c> which</c><00:30:23.279><c> is</c><00:30:23.519><c> this</c><00:30:23.720><c> thing</c><00:30:23.960><c> where</c>

00:30:24.389 --> 00:30:24.399 align:start position:0%
artifacts which is this thing where
 

00:30:24.399 --> 00:30:26.710 align:start position:0%
artifacts which is this thing where
Claude<00:30:24.799><c> can</c><00:30:25.000><c> now</c><00:30:25.320><c> write</c><00:30:25.640><c> HTML</c><00:30:26.120><c> and</c><00:30:26.240><c> CSS</c><00:30:26.559><c> and</c>

00:30:26.710 --> 00:30:26.720 align:start position:0%
Claude can now write HTML and CSS and
 

00:30:26.720 --> 00:30:28.669 align:start position:0%
Claude can now write HTML and CSS and
JavaScript<00:30:27.399><c> and</c><00:30:27.519><c> then</c><00:30:27.600><c> it</c><00:30:27.679><c> can</c><00:30:28.000><c> show</c><00:30:28.240><c> you</c><00:30:28.440><c> that</c>

00:30:28.669 --> 00:30:28.679 align:start position:0%
JavaScript and then it can show you that
 

00:30:28.679 --> 00:30:31.470 align:start position:0%
JavaScript and then it can show you that
in<00:30:28.840><c> like</c><00:30:28.960><c> a</c><00:30:29.120><c> little</c><00:30:29.360><c> secure</c><00:30:29.960><c> iframe</c><00:30:30.960><c> and</c><00:30:31.120><c> so</c><00:30:31.360><c> it</c>

00:30:31.470 --> 00:30:31.480 align:start position:0%
in like a little secure iframe and so it
 

00:30:31.480 --> 00:30:32.950 align:start position:0%
in like a little secure iframe and so it
can<00:30:31.679><c> build</c><00:30:31.960><c> you</c><00:30:32.120><c> tools</c><00:30:32.480><c> and</c><00:30:32.640><c> one</c><00:30:32.799><c> of</c>

00:30:32.950 --> 00:30:32.960 align:start position:0%
can build you tools and one of
 

00:30:32.960 --> 00:30:36.230 align:start position:0%
can build you tools and one of
interfaces<00:30:33.360><c> and</c><00:30:33.559><c> prototypes</c><00:30:34.320><c> on</c><00:30:34.799><c> demand</c><00:30:35.799><c> and</c>

00:30:36.230 --> 00:30:36.240 align:start position:0%
interfaces and prototypes on demand and
 

00:30:36.240 --> 00:30:38.029 align:start position:0%
interfaces and prototypes on demand and
it's<00:30:36.440><c> quite</c><00:30:36.640><c> limited</c><00:30:37.080><c> they</c><00:30:37.200><c> can't</c><00:30:37.399><c> make</c><00:30:37.640><c> API</c>

00:30:38.029 --> 00:30:38.039 align:start position:0%
it's quite limited they can't make API
 

00:30:38.039 --> 00:30:39.710 align:start position:0%
it's quite limited they can't make API
calls<00:30:38.360><c> from</c><00:30:38.519><c> in</c><00:30:38.679><c> there</c><00:30:39.000><c> it</c><00:30:39.159><c> can't</c><00:30:39.440><c> actually</c>

00:30:39.710 --> 00:30:39.720 align:start position:0%
calls from in there it can't actually
 

00:30:39.720 --> 00:30:41.470 align:start position:0%
calls from in there it can't actually
see<00:30:40.000><c> the</c><00:30:40.200><c> results</c><00:30:40.600><c> so</c><00:30:40.760><c> it</c><00:30:40.840><c> doesn't</c><00:30:41.120><c> have</c><00:30:41.320><c> that</c>

00:30:41.470 --> 00:30:41.480 align:start position:0%
see the results so it doesn't have that
 

00:30:41.480 --> 00:30:43.950 align:start position:0%
see the results so it doesn't have that
debug<00:30:41.919><c> Loop</c><00:30:42.240><c> that</c><00:30:42.399><c> code</c><00:30:42.679><c> interpreter</c><00:30:43.159><c> has</c><00:30:43.679><c> but</c>

00:30:43.950 --> 00:30:43.960 align:start position:0%
debug Loop that code interpreter has but
 

00:30:43.960 --> 00:30:46.789 align:start position:0%
debug Loop that code interpreter has but
still<00:30:44.440><c> it's</c><00:30:44.760><c> amazing</c><00:30:45.480><c> like</c><00:30:45.679><c> I've</c><00:30:45.840><c> been</c><00:30:46.200><c> um</c><00:30:46.640><c> I</c>

00:30:46.789 --> 00:30:46.799 align:start position:0%
still it's amazing like I've been um I
 

00:30:46.799 --> 00:30:49.310 align:start position:0%
still it's amazing like I've been um I
redesigned<00:30:47.480><c> pages</c><00:30:47.760><c> on</c><00:30:47.960><c> my</c><00:30:48.120><c> blog</c><00:30:48.559><c> by</c><00:30:48.960><c> pasting</c>

00:30:49.310 --> 00:30:49.320 align:start position:0%
redesigned pages on my blog by pasting
 

00:30:49.320 --> 00:30:51.590 align:start position:0%
redesigned pages on my blog by pasting
in<00:30:49.440><c> a</c><00:30:49.640><c> screenshot</c><00:30:50.200><c> of</c><00:30:50.360><c> my</c><00:30:50.559><c> blog</c><00:30:51.320><c> and</c><00:30:51.440><c> then</c>

00:30:51.590 --> 00:30:51.600 align:start position:0%
in a screenshot of my blog and then
 

00:30:51.600 --> 00:30:54.269 align:start position:0%
in a screenshot of my blog and then
saying<00:30:52.480><c> try</c><00:30:52.880><c> suggest</c><00:30:53.360><c> better</c><00:30:53.760><c> color</c><00:30:54.000><c> scheme</c>

00:30:54.269 --> 00:30:54.279 align:start position:0%
saying try suggest better color scheme
 

00:30:54.279 --> 00:30:56.110 align:start position:0%
saying try suggest better color scheme
for<00:30:54.519><c> this</c><00:30:54.760><c> and</c><00:30:54.919><c> show</c><00:30:55.120><c> me</c><00:30:55.360><c> a</c><00:30:55.519><c> prototype</c><00:30:55.960><c> of</c><00:30:56.039><c> an</c>

00:30:56.110 --> 00:30:56.120 align:start position:0%
for this and show me a prototype of an
 

00:30:56.120 --> 00:30:58.990 align:start position:0%
for this and show me a prototype of an
artifact<00:30:56.559><c> and</c><00:30:56.679><c> it</c><00:30:56.880><c> did</c><00:30:57.639><c> so</c><00:30:58.159><c> cool</c><00:30:58.519><c> so</c><00:30:58.679><c> I'm</c><00:30:58.799><c> doing</c>

00:30:58.990 --> 00:30:59.000 align:start position:0%
artifact and it did so cool so I'm doing
 

00:30:59.000 --> 00:31:00.710 align:start position:0%
artifact and it did so cool so I'm doing
a<00:30:59.080><c> lot</c><00:30:59.200><c> more</c><00:30:59.360><c> front</c><00:30:59.519><c> end</c><00:30:59.799><c> stuff</c><00:31:00.080><c> now</c><00:31:00.360><c> because</c><00:31:00.639><c> I</c>

00:31:00.710 --> 00:31:00.720 align:start position:0%
a lot more front end stuff now because I
 

00:31:00.720 --> 00:31:02.629 align:start position:0%
a lot more front end stuff now because I
can<00:31:00.880><c> get</c><00:31:01.080><c> Claud</c><00:31:01.519><c> to</c><00:31:01.960><c> build</c><00:31:02.200><c> me</c><00:31:02.399><c> little</c>

00:31:02.629 --> 00:31:02.639 align:start position:0%
can get Claud to build me little
 

00:31:02.639 --> 00:31:04.950 align:start position:0%
can get Claud to build me little
interactive<00:31:03.240><c> prototypes</c><00:31:04.200><c> along</c><00:31:04.440><c> the</c><00:31:04.600><c> way</c><00:31:04.799><c> to</c>

00:31:04.950 --> 00:31:04.960 align:start position:0%
interactive prototypes along the way to
 

00:31:04.960 --> 00:31:07.509 align:start position:0%
interactive prototypes along the way to
help<00:31:05.200><c> speed</c><00:31:05.519><c> that</c><00:31:05.679><c> up</c><00:31:06.519><c> um</c><00:31:06.960><c> so</c><00:31:07.120><c> I'm</c><00:31:07.200><c> spending</c><00:31:07.440><c> a</c>

00:31:07.509 --> 00:31:07.519 align:start position:0%
help speed that up um so I'm spending a
 

00:31:07.519 --> 00:31:09.029 align:start position:0%
help speed that up um so I'm spending a
lot<00:31:07.639><c> of</c><00:31:07.760><c> time</c><00:31:07.880><c> with</c><00:31:08.000><c> that</c><00:31:08.399><c> I</c><00:31:08.519><c> have</c><00:31:08.720><c> my</c><00:31:08.960><c> my</c>

00:31:09.029 --> 00:31:09.039 align:start position:0%
lot of time with that I have my my
 

00:31:09.039 --> 00:31:10.870 align:start position:0%
lot of time with that I have my my
command<00:31:09.360><c> line</c><00:31:09.519><c> tool</c><00:31:09.799><c> llm</c><00:31:10.240><c> lets</c><00:31:10.440><c> you</c><00:31:10.639><c> run</c>

00:31:10.870 --> 00:31:10.880 align:start position:0%
command line tool llm lets you run
 

00:31:10.880 --> 00:31:12.909 align:start position:0%
command line tool llm lets you run
prompts<00:31:11.279><c> from</c><00:31:11.399><c> the</c><00:31:11.519><c> command</c><00:31:11.880><c> line</c><00:31:12.679><c> and</c><00:31:12.799><c> the</c>

00:31:12.909 --> 00:31:12.919 align:start position:0%
prompts from the command line and the
 

00:31:12.919 --> 00:31:14.870 align:start position:0%
prompts from the command line and the
key<00:31:13.080><c> feature</c><00:31:13.360><c> of</c><00:31:13.519><c> that</c><00:31:13.679><c> is</c><00:31:13.799><c> that</c><00:31:13.960><c> you</c><00:31:14.080><c> can</c><00:31:14.600><c> pipe</c>

00:31:14.870 --> 00:31:14.880 align:start position:0%
key feature of that is that you can pipe
 

00:31:14.880 --> 00:31:17.590 align:start position:0%
key feature of that is that you can pipe
things<00:31:15.240><c> into</c><00:31:15.519><c> it</c><00:31:15.679><c> so</c><00:31:15.840><c> I</c><00:31:15.919><c> can</c><00:31:16.120><c> like</c><00:31:16.519><c> cat</c><00:31:16.919><c> a</c><00:31:17.159><c> file</c>

00:31:17.590 --> 00:31:17.600 align:start position:0%
things into it so I can like cat a file
 

00:31:17.600 --> 00:31:20.710 align:start position:0%
things into it so I can like cat a file
into<00:31:17.919><c> that</c><00:31:18.120><c> and</c><00:31:18.320><c> say</c><00:31:18.840><c> llm</c><00:31:19.720><c> write</c><00:31:20.000><c> the</c><00:31:20.159><c> tests</c>

00:31:20.710 --> 00:31:20.720 align:start position:0%
into that and say llm write the tests
 

00:31:20.720 --> 00:31:22.830 align:start position:0%
into that and say llm write the tests
and<00:31:20.840><c> it</c><00:31:20.960><c> will</c><00:31:21.159><c> output</c><00:31:22.039><c> test</c><00:31:22.399><c> for</c><00:31:22.519><c> that</c><00:31:22.760><c> and</c>

00:31:22.830 --> 00:31:22.840 align:start position:0%
and it will output test for that and
 

00:31:22.840 --> 00:31:24.110 align:start position:0%
and it will output test for that and
then<00:31:22.960><c> just</c><00:31:23.320><c> understand</c><00:31:23.519><c> you</c><00:31:23.600><c> just</c><00:31:23.760><c> build</c><00:31:24.000><c> like</c>

00:31:24.110 --> 00:31:24.120 align:start position:0%
then just understand you just build like
 

00:31:24.120 --> 00:31:25.669 align:start position:0%
then just understand you just build like
it's<00:31:24.200><c> a</c><00:31:24.320><c> command</c><00:31:24.639><c> line</c><00:31:25.080><c> are</c><00:31:25.159><c> you</c><00:31:25.279><c> running</c><00:31:25.519><c> a</c>

00:31:25.669 --> 00:31:25.679 align:start position:0%
it's a command line are you running a
 

00:31:25.679 --> 00:31:28.870 align:start position:0%
it's a command line are you running a
local<00:31:25.960><c> model</c><00:31:26.279><c> or</c><00:31:26.480><c> somewhere</c><00:31:27.039><c> a</c><00:31:27.120><c> model</c><00:31:27.679><c> ser</c>

00:31:28.870 --> 00:31:28.880 align:start position:0%
local model or somewhere a model ser
 

00:31:28.880 --> 00:31:31.549 align:start position:0%
local model or somewhere a model ser
llm<00:31:29.720><c> the</c><00:31:29.840><c> tool</c><00:31:30.200><c> it's</c><00:31:30.360><c> based</c><00:31:30.600><c> around</c><00:31:30.880><c> plugins</c>

00:31:31.549 --> 00:31:31.559 align:start position:0%
llm the tool it's based around plugins
 

00:31:31.559 --> 00:31:33.350 align:start position:0%
llm the tool it's based around plugins
and<00:31:31.720><c> it</c><00:31:31.840><c> can</c><00:31:32.039><c> talk</c><00:31:32.240><c> to</c><00:31:32.480><c> over</c><00:31:32.679><c> a</c><00:31:32.799><c> 100</c><00:31:33.120><c> different</c>

00:31:33.350 --> 00:31:33.360 align:start position:0%
and it can talk to over a 100 different
 

00:31:33.360 --> 00:31:36.070 align:start position:0%
and it can talk to over a 100 different
models<00:31:34.240><c> is</c><00:31:34.399><c> an</c><00:31:34.480><c> open</c><00:31:34.679><c> SCE</c><00:31:34.919><c> tool</c><00:31:35.200><c> so</c><00:31:35.679><c> yes</c><00:31:35.799><c> it's</c>

00:31:36.070 --> 00:31:36.080 align:start position:0%
models is an open SCE tool so yes it's
 

00:31:36.080 --> 00:31:38.110 align:start position:0%
models is an open SCE tool so yes it's
my<00:31:36.279><c> my</c><00:31:36.440><c> big</c><00:31:36.639><c> open</c><00:31:37.240><c> my</c><00:31:37.399><c> my</c><00:31:37.559><c> open</c><00:31:37.799><c> source</c>

00:31:38.110 --> 00:31:38.120 align:start position:0%
my my big open my my open source
 

00:31:38.120 --> 00:31:40.350 align:start position:0%
my my big open my my open source
language<00:31:38.480><c> model</c><00:31:39.279><c> command</c><00:31:39.519><c> line</c><00:31:39.679><c> project</c><00:31:40.200><c> we</c>

00:31:40.350 --> 00:31:40.360 align:start position:0%
language model command line project we
 

00:31:40.360 --> 00:31:42.230 align:start position:0%
language model command line project we
we'll<00:31:40.480><c> link</c><00:31:40.639><c> it</c><00:31:40.720><c> in</c><00:31:40.799><c> the</c><00:31:40.880><c> show</c><00:31:41.120><c> notes</c><00:31:41.399><c> as</c><00:31:41.519><c> well</c>

00:31:42.230 --> 00:31:42.240 align:start position:0%
we'll link it in the show notes as well
 

00:31:42.240 --> 00:31:44.029 align:start position:0%
we'll link it in the show notes as well
and<00:31:42.440><c> yes</c><00:31:42.600><c> so</c><00:31:42.799><c> it's</c><00:31:43.000><c> plug-in</c><00:31:43.320><c> based</c><00:31:43.639><c> originally</c>

00:31:44.029 --> 00:31:44.039 align:start position:0%
and yes so it's plug-in based originally
 

00:31:44.039 --> 00:31:46.070 align:start position:0%
and yes so it's plug-in based originally
it<00:31:44.120><c> could</c><00:31:44.240><c> just</c><00:31:44.360><c> do</c><00:31:44.519><c> open</c><00:31:44.799><c> Ai</c><00:31:45.559><c> and</c><00:31:45.720><c> then</c><00:31:45.960><c> I</c>

00:31:46.070 --> 00:31:46.080 align:start position:0%
it could just do open Ai and then I
 

00:31:46.080 --> 00:31:47.710 align:start position:0%
it could just do open Ai and then I
added<00:31:46.360><c> plugins</c><00:31:46.679><c> and</c><00:31:46.840><c> now</c><00:31:46.960><c> it</c><00:31:47.039><c> can</c><00:31:47.159><c> run</c><00:31:47.399><c> local</c>

00:31:47.710 --> 00:31:47.720 align:start position:0%
added plugins and now it can run local
 

00:31:47.720 --> 00:31:49.789 align:start position:0%
added plugins and now it can run local
models<00:31:48.200><c> and</c><00:31:48.360><c> it</c><00:31:48.480><c> can</c><00:31:48.679><c> talk</c><00:31:48.919><c> to</c><00:31:49.279><c> other</c><00:31:49.480><c> models</c>

00:31:49.789 --> 00:31:49.799 align:start position:0%
models and it can talk to other models
 

00:31:49.799 --> 00:31:52.310 align:start position:0%
models and it can talk to other models
too<00:31:50.039><c> so</c><00:31:50.200><c> I</c><00:31:50.360><c> mainly</c><00:31:50.679><c> use</c><00:31:50.840><c> it</c><00:31:51.039><c> with</c><00:31:51.440><c> with</c><00:31:51.639><c> claw</c>

00:31:52.310 --> 00:31:52.320 align:start position:0%
too so I mainly use it with with claw
 

00:31:52.320 --> 00:31:54.070 align:start position:0%
too so I mainly use it with with claw
because<00:31:52.600><c> that's</c><00:31:52.799><c> the</c><00:31:52.919><c> best</c><00:31:53.159><c> available</c><00:31:53.559><c> model</c>

00:31:54.070 --> 00:31:54.080 align:start position:0%
because that's the best available model
 

00:31:54.080 --> 00:31:56.789 align:start position:0%
because that's the best available model
but<00:31:54.240><c> I've</c><00:31:54.399><c> also</c><00:31:54.679><c> run</c><00:31:55.320><c> like</c><00:31:55.519><c> Microsoft's</c><00:31:56.039><c> 53</c>

00:31:56.789 --> 00:31:56.799 align:start position:0%
but I've also run like Microsoft's 53
 

00:31:56.799 --> 00:31:59.750 align:start position:0%
but I've also run like Microsoft's 53
and<00:31:56.960><c> llama</c><00:31:57.639><c> and</c><00:31:58.120><c> um</c><00:31:58.720><c> Al</c><00:31:59.000><c> and</c><00:31:59.120><c> mistol</c><00:31:59.600><c> and</c>

00:31:59.750 --> 00:31:59.760 align:start position:0%
and llama and um Al and mistol and
 

00:31:59.760 --> 00:32:01.549 align:start position:0%
and llama and um Al and mistol and
things<00:31:59.960><c> I</c><00:32:00.039><c> can</c><00:32:00.159><c> run</c><00:32:00.440><c> those</c><00:32:00.639><c> locally</c><00:32:01.240><c> which</c><00:32:01.440><c> to</c>

00:32:01.549 --> 00:32:01.559 align:start position:0%
things I can run those locally which to
 

00:32:01.559 --> 00:32:03.430 align:start position:0%
things I can run those locally which to
be<00:32:01.720><c> honest</c><00:32:02.120><c> I</c><00:32:02.240><c> don't</c><00:32:02.480><c> use</c><00:32:02.679><c> on</c><00:32:02.799><c> a</c><00:32:02.919><c> day-to-day</c>

00:32:03.430 --> 00:32:03.440 align:start position:0%
be honest I don't use on a day-to-day
 

00:32:03.440 --> 00:32:05.430 align:start position:0%
be honest I don't use on a day-to-day
basis<00:32:04.120><c> because</c><00:32:04.360><c> they're</c><00:32:04.559><c> just</c><00:32:04.720><c> not</c><00:32:04.880><c> as</c><00:32:05.080><c> good</c>

00:32:05.430 --> 00:32:05.440 align:start position:0%
basis because they're just not as good
 

00:32:05.440 --> 00:32:07.070 align:start position:0%
basis because they're just not as good
you<00:32:05.559><c> know</c><00:32:05.919><c> the</c><00:32:06.080><c> local</c><00:32:06.279><c> models</c><00:32:06.559><c> are</c><00:32:06.799><c> very</c>

00:32:07.070 --> 00:32:07.080 align:start position:0%
you know the local models are very
 

00:32:07.080 --> 00:32:10.629 align:start position:0%
you know the local models are very
impressive<00:32:08.080><c> but</c><00:32:08.799><c> the</c><00:32:09.159><c> really</c><00:32:09.720><c> like</c><00:32:09.960><c> high-end</c>

00:32:10.629 --> 00:32:10.639 align:start position:0%
impressive but the really like high-end
 

00:32:10.639 --> 00:32:12.350 align:start position:0%
impressive but the really like high-end
the<00:32:10.919><c> the</c><00:32:11.080><c> best</c><00:32:11.240><c> of</c><00:32:11.399><c> the</c><00:32:11.519><c> best</c><00:32:11.720><c> models</c><00:32:12.080><c> run</c>

00:32:12.350 --> 00:32:12.360 align:start position:0%
the the best of the best models run
 

00:32:12.360 --> 00:32:13.950 align:start position:0%
the the best of the best models run
circles<00:32:12.760><c> around</c><00:32:13.039><c> them</c><00:32:13.360><c> so</c><00:32:13.519><c> when</c><00:32:13.639><c> I'm</c><00:32:13.720><c> trying</c>

00:32:13.950 --> 00:32:13.960 align:start position:0%
circles around them so when I'm trying
 

00:32:13.960 --> 00:32:16.070 align:start position:0%
circles around them so when I'm trying
to<00:32:14.080><c> be</c><00:32:14.240><c> productive</c><00:32:14.880><c> I'm</c><00:32:15.039><c> mostly</c><00:32:15.440><c> working</c><00:32:15.799><c> with</c>

00:32:16.070 --> 00:32:16.080 align:start position:0%
to be productive I'm mostly working with
 

00:32:16.080 --> 00:32:18.389 align:start position:0%
to be productive I'm mostly working with
the<00:32:16.320><c> the</c><00:32:16.480><c> the</c><00:32:16.600><c> best</c><00:32:16.840><c> available</c><00:32:17.200><c> models</c><00:32:18.000><c> I</c><00:32:18.159><c> love</c>

00:32:18.389 --> 00:32:18.399 align:start position:0%
the the the best available models I love
 

00:32:18.399 --> 00:32:20.789 align:start position:0%
the the the best available models I love
running<00:32:18.720><c> the</c><00:32:18.840><c> local</c><00:32:19.200><c> models</c><00:32:20.200><c> for</c><00:32:20.440><c> sort</c><00:32:20.600><c> of</c>

00:32:20.789 --> 00:32:20.799 align:start position:0%
running the local models for sort of
 

00:32:20.799 --> 00:32:23.110 align:start position:0%
running the local models for sort of
research<00:32:21.360><c> and</c><00:32:21.480><c> for</c><00:32:21.720><c> playing</c><00:32:22.080><c> around</c><00:32:22.440><c> and</c><00:32:22.600><c> also</c>

00:32:23.110 --> 00:32:23.120 align:start position:0%
research and for playing around and also
 

00:32:23.120 --> 00:32:24.470 align:start position:0%
research and for playing around and also
they're<00:32:23.279><c> a</c><00:32:23.440><c> great</c><00:32:23.639><c> way</c><00:32:23.760><c> to</c><00:32:23.880><c> learn</c><00:32:24.120><c> more</c><00:32:24.279><c> about</c>

00:32:24.470 --> 00:32:24.480 align:start position:0%
they're a great way to learn more about
 

00:32:24.480 --> 00:32:26.590 align:start position:0%
they're a great way to learn more about
how<00:32:24.679><c> language</c><00:32:25.000><c> models</c><00:32:25.480><c> actually</c><00:32:26.120><c> work</c><00:32:26.399><c> and</c>

00:32:26.590 --> 00:32:26.600 align:start position:0%
how language models actually work and
 

00:32:26.600 --> 00:32:29.470 align:start position:0%
how language models actually work and
what<00:32:26.720><c> they</c><00:32:26.840><c> can</c><00:32:27.039><c> do</c><00:32:28.000><c> because</c><00:32:28.840><c> when</c><00:32:29.000><c> you</c><00:32:29.279><c> like</c>

00:32:29.470 --> 00:32:29.480 align:start position:0%
what they can do because when you like
 

00:32:29.480 --> 00:32:31.590 align:start position:0%
what they can do because when you like
um<00:32:29.639><c> people</c><00:32:29.880><c> talk</c><00:32:30.039><c> about</c><00:32:30.240><c> hallucination</c><00:32:30.880><c> a</c><00:32:31.080><c> lot</c>

00:32:31.590 --> 00:32:31.600 align:start position:0%
um people talk about hallucination a lot
 

00:32:31.600 --> 00:32:33.149 align:start position:0%
um people talk about hallucination a lot
I<00:32:31.679><c> think</c><00:32:31.919><c> it's</c><00:32:32.159><c> really</c><00:32:32.399><c> useful</c><00:32:32.799><c> to</c><00:32:32.960><c> have</c><00:32:33.039><c> a</c>

00:32:33.149 --> 00:32:33.159 align:start position:0%
I think it's really useful to have a
 

00:32:33.159 --> 00:32:35.070 align:start position:0%
I think it's really useful to have a
model<00:32:33.399><c> hallucinate</c><00:32:33.919><c> at</c><00:32:34.080><c> you</c><00:32:34.240><c> early</c><00:32:34.919><c> because</c>

00:32:35.070 --> 00:32:35.080 align:start position:0%
model hallucinate at you early because
 

00:32:35.080 --> 00:32:37.190 align:start position:0%
model hallucinate at you early because
it<00:32:35.240><c> helps</c><00:32:35.559><c> you</c><00:32:36.279><c> get</c><00:32:36.480><c> that</c><00:32:36.639><c> better</c><00:32:36.880><c> mental</c>

00:32:37.190 --> 00:32:37.200 align:start position:0%
it helps you get that better mental
 

00:32:37.200 --> 00:32:39.269 align:start position:0%
it helps you get that better mental
model<00:32:37.519><c> of</c><00:32:37.720><c> of</c><00:32:37.880><c> of</c><00:32:38.000><c> what</c><00:32:38.120><c> it</c><00:32:38.240><c> can</c><00:32:38.440><c> do</c><00:32:39.000><c> and</c><00:32:39.120><c> the</c>

00:32:39.269 --> 00:32:39.279 align:start position:0%
model of of of what it can do and the
 

00:32:39.279 --> 00:32:41.909 align:start position:0%
model of of of what it can do and the
local<00:32:39.559><c> models</c><00:32:39.960><c> hallucinate</c><00:32:40.760><c> wildly</c><00:32:41.639><c> so</c><00:32:41.799><c> if</c>

00:32:41.909 --> 00:32:41.919 align:start position:0%
local models hallucinate wildly so if
 

00:32:41.919 --> 00:32:43.230 align:start position:0%
local models hallucinate wildly so if
you<00:32:42.080><c> really</c><00:32:42.279><c> want</c><00:32:42.440><c> to</c><00:32:42.600><c> learn</c><00:32:42.840><c> more</c><00:32:43.039><c> about</c>

00:32:43.230 --> 00:32:43.240 align:start position:0%
you really want to learn more about
 

00:32:43.240 --> 00:32:45.750 align:start position:0%
you really want to learn more about
language<00:32:43.559><c> models</c><00:32:43.919><c> running</c><00:32:44.320><c> a</c><00:32:44.679><c> tiny</c><00:32:45.000><c> little</c>

00:32:45.750 --> 00:32:45.760 align:start position:0%
language models running a tiny little
 

00:32:45.760 --> 00:32:47.190 align:start position:0%
language models running a tiny little
like<00:32:46.080><c> some</c><00:32:46.240><c> of</c><00:32:46.360><c> them</c><00:32:46.480><c> are</c><00:32:46.600><c> like</c><00:32:46.720><c> two</c><00:32:46.880><c> or</c><00:32:47.000><c> three</c>

00:32:47.190 --> 00:32:47.200 align:start position:0%
like some of them are like two or three
 

00:32:47.200 --> 00:32:48.629 align:start position:0%
like some of them are like two or three
gigabyte<00:32:47.639><c> files</c><00:32:48.000><c> that</c><00:32:48.080><c> you</c><00:32:48.159><c> can</c><00:32:48.279><c> run</c><00:32:48.399><c> on</c><00:32:48.519><c> a</c>

00:32:48.629 --> 00:32:48.639 align:start position:0%
gigabyte files that you can run on a
 

00:32:48.639 --> 00:32:50.110 align:start position:0%
gigabyte files that you can run on a
laptop<00:32:49.000><c> I've</c><00:32:49.159><c> got</c><00:32:49.279><c> one</c><00:32:49.399><c> that</c><00:32:49.519><c> runs</c><00:32:49.720><c> on</c><00:32:49.880><c> my</c>

00:32:50.110 --> 00:32:50.120 align:start position:0%
laptop I've got one that runs on my
 

00:32:50.120 --> 00:32:52.590 align:start position:0%
laptop I've got one that runs on my
phone<00:32:50.799><c> it's</c><00:32:51.080><c> actually</c><00:32:51.559><c> really</c><00:32:51.799><c> which</c><00:32:51.960><c> surpris</c>

00:32:52.590 --> 00:32:52.600 align:start position:0%
phone it's actually really which surpris
 

00:32:52.600 --> 00:32:56.830 align:start position:0%
phone it's actually really which surpris
yeah<00:32:53.080><c> um</c><00:32:53.799><c> there's</c><00:32:54.000><c> an</c><00:32:54.240><c> app</c><00:32:54.480><c> called</c><00:32:55.240><c> mlc</c><00:32:56.240><c> mlc</c>

00:32:56.830 --> 00:32:56.840 align:start position:0%
yeah um there's an app called mlc mlc
 

00:32:56.840 --> 00:33:01.110 align:start position:0%
yeah um there's an app called mlc mlc
chat<00:32:57.360><c> and</c><00:32:57.480><c> it</c><00:32:57.600><c> can</c><00:32:57.919><c> run</c><00:32:58.440><c> Microsoft</c><00:32:59.240><c> 53</c><00:33:00.240><c> and</c><00:33:00.840><c> um</c>

00:33:01.110 --> 00:33:01.120 align:start position:0%
chat and it can run Microsoft 53 and um
 

00:33:01.120 --> 00:33:03.990 align:start position:0%
chat and it can run Microsoft 53 and um
Google's<00:33:01.559><c> Gemma</c><00:33:02.240><c> and</c><00:33:02.399><c> it's</c><00:33:02.600><c> got</c><00:33:02.760><c> mistal</c><00:33:03.159><c> 7B</c>

00:33:03.990 --> 00:33:04.000 align:start position:0%
Google's Gemma and it's got mistal 7B
 

00:33:04.000 --> 00:33:06.070 align:start position:0%
Google's Gemma and it's got mistal 7B
these<00:33:04.080><c> are</c><00:33:04.320><c> very</c><00:33:04.519><c> good</c><00:33:04.720><c> models</c><00:33:05.360><c> like</c><00:33:05.679><c> if</c><00:33:05.840><c> you</c>

00:33:06.070 --> 00:33:06.080 align:start position:0%
these are very good models like if you
 

00:33:06.080 --> 00:33:08.190 align:start position:0%
these are very good models like if you
ask<00:33:06.320><c> them</c><00:33:07.080><c> like</c><00:33:07.240><c> if</c><00:33:07.320><c> you</c><00:33:07.399><c> say</c><00:33:07.639><c> who</c><00:33:07.799><c> is</c><00:33:07.919><c> Simon</c>

00:33:08.190 --> 00:33:08.200 align:start position:0%
ask them like if you say who is Simon
 

00:33:08.200 --> 00:33:09.990 align:start position:0%
ask them like if you say who is Simon
willson<00:33:08.600><c> they</c><00:33:08.720><c> will</c><00:33:08.880><c> make</c><00:33:09.080><c> up</c><00:33:09.399><c> things</c><00:33:09.840><c> that's</c>

00:33:09.990 --> 00:33:10.000 align:start position:0%
willson they will make up things that's
 

00:33:10.000 --> 00:33:13.310 align:start position:0%
willson they will make up things that's
a<00:33:10.159><c> great</c><00:33:10.480><c> I</c><00:33:10.639><c> I</c><00:33:10.760><c> love</c><00:33:11.440><c> I</c><00:33:11.519><c> use</c><00:33:12.080><c> like</c><00:33:12.279><c> ego</c><00:33:12.639><c> searches</c>

00:33:13.310 --> 00:33:13.320 align:start position:0%
a great I I love I use like ego searches
 

00:33:13.320 --> 00:33:14.990 align:start position:0%
a great I I love I use like ego searches
to<00:33:14.000><c> basically</c><00:33:14.320><c> see</c><00:33:14.559><c> how</c><00:33:14.679><c> much</c><00:33:14.880><c> they</c>

00:33:14.990 --> 00:33:15.000 align:start position:0%
to basically see how much they
 

00:33:15.000 --> 00:33:16.389 align:start position:0%
to basically see how much they
hallucinate<00:33:15.559><c> they'll</c><00:33:15.760><c> they'll</c><00:33:15.919><c> say</c><00:33:16.120><c> he</c><00:33:16.240><c> was</c>

00:33:16.389 --> 00:33:16.399 align:start position:0%
hallucinate they'll they'll say he was
 

00:33:16.399 --> 00:33:18.269 align:start position:0%
hallucinate they'll they'll say he was
the<00:33:16.559><c> CTO</c><00:33:17.039><c> of</c><00:33:17.159><c> GitHub</c><00:33:17.600><c> and</c><00:33:17.679><c> I'm</c><00:33:17.840><c> like</c><00:33:18.000><c> well</c><00:33:18.120><c> I</c>

00:33:18.269 --> 00:33:18.279 align:start position:0%
the CTO of GitHub and I'm like well I
 

00:33:18.279 --> 00:33:22.549 align:start position:0%
the CTO of GitHub and I'm like well I
really<00:33:18.519><c> wasn't</c><00:33:19.039><c> but</c><00:33:19.480><c> I</c><00:33:19.600><c> do</c><00:33:19.880><c> use</c><00:33:20.240><c> GitHub</c><00:33:21.080><c> um</c><00:33:22.000><c> but</c>

00:33:22.549 --> 00:33:22.559 align:start position:0%
really wasn't but I do use GitHub um but
 

00:33:22.559 --> 00:33:24.310 align:start position:0%
really wasn't but I do use GitHub um but
but<00:33:22.760><c> they</c><00:33:23.000><c> like</c><00:33:23.080><c> I've</c><00:33:23.200><c> used</c><00:33:23.399><c> these</c><00:33:23.519><c> on</c><00:33:23.679><c> planes</c>

00:33:24.310 --> 00:33:24.320 align:start position:0%
but they like I've used these on planes
 

00:33:24.320 --> 00:33:25.710 align:start position:0%
but they like I've used these on planes
they're<00:33:24.440><c> good</c><00:33:24.600><c> enough</c><00:33:24.799><c> at</c><00:33:25.000><c> python</c><00:33:25.360><c> that</c><00:33:25.480><c> I</c><00:33:25.600><c> can</c>

00:33:25.710 --> 00:33:25.720 align:start position:0%
they're good enough at python that I can
 

00:33:25.720 --> 00:33:27.269 align:start position:0%
they're good enough at python that I can
use<00:33:25.880><c> them</c><00:33:26.039><c> to</c><00:33:26.200><c> like</c><00:33:26.399><c> look</c><00:33:26.559><c> up</c><00:33:26.760><c> little</c><00:33:26.960><c> bits</c><00:33:27.120><c> of</c>

00:33:27.269 --> 00:33:27.279 align:start position:0%
use them to like look up little bits of
 

00:33:27.279 --> 00:33:29.070 align:start position:0%
use them to like look up little bits of
API<00:33:27.760><c> doation</c><00:33:28.320><c> they</c><00:33:28.440><c> can't</c><00:33:28.639><c> remember</c><00:33:28.919><c> and</c>

00:33:29.070 --> 00:33:29.080 align:start position:0%
API doation they can't remember and
 

00:33:29.080 --> 00:33:31.350 align:start position:0%
API doation they can't remember and
things<00:33:29.320><c> like</c><00:33:29.519><c> that</c><00:33:30.120><c> um</c><00:33:30.639><c> and</c><00:33:30.760><c> it</c><00:33:30.880><c> runs</c><00:33:31.080><c> on</c><00:33:31.240><c> your</c>

00:33:31.350 --> 00:33:31.360 align:start position:0%
things like that um and it runs on your
 

00:33:31.360 --> 00:33:35.470 align:start position:0%
things like that um and it runs on your
phone<00:33:31.600><c> it's</c><00:33:31.760><c> really</c><00:33:32.320><c> fun</c><00:33:33.320><c> yeah</c><00:33:33.639><c> awesome</c><00:33:34.639><c> so</c>

00:33:35.470 --> 00:33:35.480 align:start position:0%
phone it's really fun yeah awesome so
 

00:33:35.480 --> 00:33:37.110 align:start position:0%
phone it's really fun yeah awesome so
like<00:33:35.880><c> looking</c><00:33:36.159><c> back</c><00:33:36.320><c> you've</c><00:33:36.519><c> now</c><00:33:36.639><c> been</c><00:33:36.799><c> coding</c>

00:33:37.110 --> 00:33:37.120 align:start position:0%
like looking back you've now been coding
 

00:33:37.120 --> 00:33:40.149 align:start position:0%
like looking back you've now been coding
for<00:33:37.360><c> like</c><00:33:37.720><c> more</c><00:33:37.880><c> than</c><00:33:38.080><c> 20</c><00:33:38.399><c> years</c><00:33:38.919><c> right</c><00:33:39.919><c> I</c><00:33:40.000><c> mean</c>

00:33:40.149 --> 00:33:40.159 align:start position:0%
for like more than 20 years right I mean
 

00:33:40.159 --> 00:33:42.110 align:start position:0%
for like more than 20 years right I mean
depending<00:33:40.399><c> on</c><00:33:41.080><c> professionally</c><00:33:41.799><c> people</c><00:33:42.000><c> have</c>

00:33:42.110 --> 00:33:42.120 align:start position:0%
depending on professionally people have
 

00:33:42.120 --> 00:33:43.549 align:start position:0%
depending on professionally people have
been<00:33:42.320><c> paying</c><00:33:42.559><c> me</c><00:33:42.720><c> for</c><00:33:42.880><c> 20</c><00:33:43.159><c> years</c><00:33:43.360><c> at</c><00:33:43.480><c> this</c>

00:33:43.549 --> 00:33:43.559 align:start position:0%
been paying me for 20 years at this
 

00:33:43.559 --> 00:33:45.190 align:start position:0%
been paying me for 20 years at this
point<00:33:43.840><c> people</c><00:33:44.159><c> paying</c><00:33:44.399><c> for</c><00:33:44.519><c> 20</c><00:33:44.760><c> years</c><00:33:44.919><c> so</c><00:33:45.080><c> like</c>

00:33:45.190 --> 00:33:45.200 align:start position:0%
point people paying for 20 years so like
 

00:33:45.200 --> 00:33:46.509 align:start position:0%
point people paying for 20 years so like
through<00:33:45.399><c> throughout</c><00:33:45.639><c> this</c><00:33:45.799><c> time</c><00:33:46.000><c> you</c><00:33:46.120><c> know</c><00:33:46.360><c> we</c>

00:33:46.509 --> 00:33:46.519 align:start position:0%
through throughout this time you know we
 

00:33:46.519 --> 00:33:50.029 align:start position:0%
through throughout this time you know we
have<00:33:46.679><c> seen</c><00:33:47.039><c> some</c><00:33:47.919><c> some</c><00:33:48.799><c> increases</c><00:33:49.320><c> in</c><00:33:49.760><c> in</c>

00:33:50.029 --> 00:33:50.039 align:start position:0%
have seen some some increases in in
 

00:33:50.039 --> 00:33:51.870 align:start position:0%
have seen some some increases in in
productivity<00:33:50.639><c> may</c><00:33:50.880><c> that</c><00:33:51.039><c> be</c><00:33:51.200><c> fire</c><00:33:51.559><c> Buck</c>

00:33:51.870 --> 00:33:51.880 align:start position:0%
productivity may that be fire Buck
 

00:33:51.880 --> 00:33:54.269 align:start position:0%
productivity may that be fire Buck
coming<00:33:52.120><c> out</c><00:33:52.399><c> for</c><00:33:52.639><c> for</c><00:33:52.840><c> developers</c><00:33:53.480><c> or</c><00:33:53.960><c> other</c>

00:33:54.269 --> 00:33:54.279 align:start position:0%
coming out for for developers or other
 

00:33:54.279 --> 00:33:56.389 align:start position:0%
coming out for for developers or other
things<00:33:54.600><c> like</c><00:33:55.000><c> if</c><00:33:55.200><c> you</c><00:33:55.799><c> could</c><00:33:55.960><c> you</c><00:33:56.120><c> talk</c>

00:33:56.389 --> 00:33:56.399 align:start position:0%
things like if you could you talk
 

00:33:56.399 --> 00:33:58.509 align:start position:0%
things like if you could you talk
through<00:33:56.720><c> like</c><00:33:57.080><c> what</c><00:33:57.240><c> were</c><00:33:57.519><c> kind</c><00:33:58.000><c> like</c><00:33:58.120><c> bumps</c>

00:33:58.509 --> 00:33:58.519 align:start position:0%
through like what were kind like bumps
 

00:33:58.519 --> 00:34:00.149 align:start position:0%
through like what were kind like bumps
when<00:33:58.639><c> you</c><00:33:58.760><c> became</c><00:33:59.080><c> more</c><00:33:59.320><c> productive</c><00:33:59.919><c> as</c><00:34:00.000><c> a</c>

00:34:00.149 --> 00:34:00.159 align:start position:0%
when you became more productive as a
 

00:34:00.159 --> 00:34:02.629 align:start position:0%
when you became more productive as a
developer<00:34:01.000><c> and</c><00:34:01.120><c> then</c><00:34:01.360><c> when</c><00:34:01.480><c> we</c><00:34:01.600><c> get</c><00:34:01.720><c> to</c><00:34:01.880><c> llms</c>

00:34:02.629 --> 00:34:02.639 align:start position:0%
developer and then when we get to llms
 

00:34:02.639 --> 00:34:04.430 align:start position:0%
developer and then when we get to llms
compared<00:34:03.000><c> to</c><00:34:03.159><c> how</c><00:34:03.360><c> this</c><00:34:03.559><c> bump</c><00:34:03.840><c> compares</c><00:34:04.200><c> to</c>

00:34:04.430 --> 00:34:04.440 align:start position:0%
compared to how this bump compares to
 

00:34:04.440 --> 00:34:06.870 align:start position:0%
compared to how this bump compares to
those<00:34:04.919><c> ones</c><00:34:05.919><c> I</c><00:34:06.080><c> love</c><00:34:06.320><c> that</c><00:34:06.440><c> you</c><00:34:06.519><c> mentioned</c>

00:34:06.870 --> 00:34:06.880 align:start position:0%
those ones I love that you mentioned
 

00:34:06.880 --> 00:34:08.909 align:start position:0%
those ones I love that you mentioned
Firebug<00:34:07.399><c> because</c><00:34:07.559><c> that</c><00:34:07.639><c> was</c><00:34:07.760><c> a</c><00:34:08.000><c> big</c><00:34:08.240><c> bump</c>

00:34:08.909 --> 00:34:08.919 align:start position:0%
Firebug because that was a big bump
 

00:34:08.919 --> 00:34:12.629 align:start position:0%
Firebug because that was a big bump
right<00:34:09.159><c> I</c><00:34:09.679><c> yeah</c><00:34:10.000><c> um</c><00:34:10.919><c> Firebug</c><00:34:11.480><c> was</c><00:34:11.679><c> the</c><00:34:12.320><c> it</c><00:34:12.480><c> was</c>

00:34:12.629 --> 00:34:12.639 align:start position:0%
right I yeah um Firebug was the it was
 

00:34:12.639 --> 00:34:15.149 align:start position:0%
right I yeah um Firebug was the it was
the<00:34:13.000><c> Chrome</c><00:34:13.320><c> Dev</c><00:34:13.560><c> tools</c><00:34:14.040><c> before</c><00:34:14.560><c> browsers</c><00:34:15.000><c> had</c>

00:34:15.149 --> 00:34:15.159 align:start position:0%
the Chrome Dev tools before browsers had
 

00:34:15.159 --> 00:34:16.470 align:start position:0%
the Chrome Dev tools before browsers had
them<00:34:15.280><c> built</c><00:34:15.480><c> in</c><00:34:15.639><c> it</c><00:34:15.720><c> was</c><00:34:15.800><c> an</c><00:34:15.919><c> extension</c><00:34:16.280><c> for</c>

00:34:16.470 --> 00:34:16.480 align:start position:0%
them built in it was an extension for
 

00:34:16.480 --> 00:34:18.629 align:start position:0%
them built in it was an extension for
Firefox<00:34:17.000><c> that</c><00:34:17.200><c> added</c><00:34:17.879><c> essentially</c><00:34:18.320><c> what</c><00:34:18.440><c> you</c>

00:34:18.629 --> 00:34:18.639 align:start position:0%
Firefox that added essentially what you
 

00:34:18.639 --> 00:34:20.589 align:start position:0%
Firefox that added essentially what you
recognize<00:34:19.159><c> as</c><00:34:19.320><c> as</c><00:34:19.440><c> the</c><00:34:19.520><c> developer</c><00:34:19.879><c> tools</c><00:34:20.200><c> now</c>

00:34:20.589 --> 00:34:20.599 align:start position:0%
recognize as as the developer tools now
 

00:34:20.599 --> 00:34:22.550 align:start position:0%
recognize as as the developer tools now
and<00:34:20.760><c> that</c><00:34:20.879><c> was</c><00:34:21.000><c> an</c><00:34:21.320><c> absolute</c><00:34:21.879><c> Revelation</c><00:34:22.440><c> when</c>

00:34:22.550 --> 00:34:22.560 align:start position:0%
and that was an absolute Revelation when
 

00:34:22.560 --> 00:34:25.550 align:start position:0%
and that was an absolute Revelation when
it<00:34:22.760><c> came</c><00:34:22.919><c> out</c><00:34:23.480><c> especially</c><00:34:23.960><c> for</c><00:34:24.200><c> me</c><00:34:24.599><c> because</c>

00:34:25.550 --> 00:34:25.560 align:start position:0%
it came out especially for me because
 

00:34:25.560 --> 00:34:27.310 align:start position:0%
it came out especially for me because
I've<00:34:26.000><c> spent</c><00:34:26.280><c> most</c><00:34:26.440><c> of</c><00:34:26.520><c> my</c><00:34:26.639><c> career</c><00:34:26.839><c> as</c><00:34:26.919><c> a</c><00:34:27.040><c> python</c>

00:34:27.310 --> 00:34:27.320 align:start position:0%
I've spent most of my career as a python
 

00:34:27.320 --> 00:34:29.069 align:start position:0%
I've spent most of my career as a python
programmer<00:34:27.960><c> my</c><00:34:28.119><c> favorite</c><00:34:28.399><c> feature</c><00:34:28.639><c> of</c><00:34:28.800><c> python</c>

00:34:29.069 --> 00:34:29.079 align:start position:0%
programmer my favorite feature of python
 

00:34:29.079 --> 00:34:30.990 align:start position:0%
programmer my favorite feature of python
is<00:34:29.200><c> the</c><00:34:29.320><c> interactive</c><00:34:29.839><c> prompt</c><00:34:30.399><c> I</c><00:34:30.520><c> love</c><00:34:30.760><c> being</c>

00:34:30.990 --> 00:34:31.000 align:start position:0%
is the interactive prompt I love being
 

00:34:31.000 --> 00:34:34.230 align:start position:0%
is the interactive prompt I love being
able<00:34:31.320><c> to</c><00:34:32.320><c> code</c><00:34:32.839><c> by</c><00:34:33.320><c> writing</c><00:34:33.639><c> a</c><00:34:33.760><c> line</c><00:34:33.919><c> of</c><00:34:34.079><c> code</c>

00:34:34.230 --> 00:34:34.240 align:start position:0%
able to code by writing a line of code
 

00:34:34.240 --> 00:34:35.349 align:start position:0%
able to code by writing a line of code
and<00:34:34.359><c> hitting</c><00:34:34.560><c> enter</c><00:34:34.800><c> and</c><00:34:34.919><c> seeing</c><00:34:35.119><c> what</c><00:34:35.240><c> it</c>

00:34:35.349 --> 00:34:35.359 align:start position:0%
and hitting enter and seeing what it
 

00:34:35.359 --> 00:34:36.909 align:start position:0%
and hitting enter and seeing what it
does<00:34:35.560><c> and</c><00:34:35.720><c> then</c><00:34:35.960><c> you</c><00:34:36.119><c> end</c><00:34:36.280><c> up</c><00:34:36.440><c> copying</c><00:34:36.760><c> and</c>

00:34:36.909 --> 00:34:36.919 align:start position:0%
does and then you end up copying and
 

00:34:36.919 --> 00:34:38.510 align:start position:0%
does and then you end up copying and
pasting<00:34:37.200><c> a</c><00:34:37.320><c> bunch</c><00:34:37.480><c> of</c><00:34:37.679><c> those</c><00:34:37.919><c> Explorations</c>

00:34:38.510 --> 00:34:38.520 align:start position:0%
pasting a bunch of those Explorations
 

00:34:38.520 --> 00:34:40.310 align:start position:0%
pasting a bunch of those Explorations
into<00:34:38.720><c> a</c><00:34:38.919><c> file</c><00:34:39.520><c> but</c><00:34:39.639><c> you</c><00:34:39.760><c> know</c><00:34:39.960><c> that</c><00:34:40.079><c> it's</c><00:34:40.240><c> going</c>

00:34:40.310 --> 00:34:40.320 align:start position:0%
into a file but you know that it's going
 

00:34:40.320 --> 00:34:41.550 align:start position:0%
into a file but you know that it's going
to<00:34:40.480><c> work</c><00:34:40.760><c> because</c><00:34:40.919><c> you</c><00:34:41.040><c> you</c><00:34:41.159><c> worked</c><00:34:41.359><c> on</c><00:34:41.480><c> it</c>

00:34:41.550 --> 00:34:41.560 align:start position:0%
to work because you you worked on it
 

00:34:41.560 --> 00:34:43.589 align:start position:0%
to work because you you worked on it
interactively<00:34:42.320><c> Firebug</c><00:34:43.000><c> instantly</c><00:34:43.359><c> brought</c>

00:34:43.589 --> 00:34:43.599 align:start position:0%
interactively Firebug instantly brought
 

00:34:43.599 --> 00:34:45.190 align:start position:0%
interactively Firebug instantly brought
that<00:34:43.720><c> to</c><00:34:43.879><c> JavaScript</c><00:34:44.440><c> like</c><00:34:44.599><c> suddenly</c><00:34:45.040><c> you</c>

00:34:45.190 --> 00:34:45.200 align:start position:0%
that to JavaScript like suddenly you
 

00:34:45.200 --> 00:34:47.190 align:start position:0%
that to JavaScript like suddenly you
could<00:34:45.560><c> interactively</c><00:34:46.200><c> code</c><00:34:46.480><c> against</c><00:34:46.720><c> a</c><00:34:46.919><c> live</c>

00:34:47.190 --> 00:34:47.200 align:start position:0%
could interactively code against a live
 

00:34:47.200 --> 00:34:48.869 align:start position:0%
could interactively code against a live
web<00:34:47.399><c> page</c><00:34:47.599><c> and</c><00:34:47.760><c> figure</c><00:34:48.040><c> things</c><00:34:48.200><c> out</c><00:34:48.440><c> that</c><00:34:48.560><c> way</c>

00:34:48.869 --> 00:34:48.879 align:start position:0%
web page and figure things out that way
 

00:34:48.879 --> 00:34:51.430 align:start position:0%
web page and figure things out that way
so<00:34:49.040><c> that</c><00:34:49.119><c> was</c><00:34:49.240><c> a</c><00:34:49.399><c> big</c><00:34:49.560><c> one</c><00:34:50.119><c> um</c><00:34:50.879><c> I</c><00:34:50.960><c> think</c><00:34:51.240><c> the</c>

00:34:51.430 --> 00:34:51.440 align:start position:0%
so that was a big one um I think the
 

00:34:51.440 --> 00:34:54.030 align:start position:0%
so that was a big one um I think the
biggest<00:34:52.440><c> yeah</c><00:34:53.000><c> I</c><00:34:53.079><c> think</c><00:34:53.240><c> just</c><00:34:53.399><c> as</c><00:34:53.520><c> a</c><00:34:53.599><c> reminder</c>

00:34:54.030 --> 00:34:54.040 align:start position:0%
biggest yeah I think just as a reminder
 

00:34:54.040 --> 00:34:55.829 align:start position:0%
biggest yeah I think just as a reminder
cuz<00:34:54.240><c> like</c><00:34:54.639><c> some</c><00:34:54.839><c> some</c><00:34:54.960><c> listeners</c><00:34:55.399><c> were</c><00:34:55.639><c> were</c>

00:34:55.829 --> 00:34:55.839 align:start position:0%
cuz like some some listeners were were
 

00:34:55.839 --> 00:34:57.910 align:start position:0%
cuz like some some listeners were were
not<00:34:56.000><c> necessar</c><00:34:56.359><c> around</c><00:34:56.599><c> but</c><00:34:56.760><c> before</c><00:34:57.040><c> firebug</c><00:34:57.839><c> I</c>

00:34:57.910 --> 00:34:57.920 align:start position:0%
not necessar around but before firebug I
 

00:34:57.920 --> 00:34:59.270 align:start position:0%
not necessar around but before firebug I
was<00:34:58.040><c> doing</c><00:34:58.280><c> web</c><00:34:58.480><c> development</c><00:34:58.880><c> and</c><00:34:59.000><c> the</c><00:34:59.119><c> way</c>

00:34:59.270 --> 00:34:59.280 align:start position:0%
was doing web development and the way
 

00:34:59.280 --> 00:35:00.950 align:start position:0%
was doing web development and the way
you<00:34:59.440><c> debugged</c><00:35:00.160><c> your</c><00:35:00.359><c> JavaScript</c>

00:35:00.950 --> 00:35:00.960 align:start position:0%
you debugged your JavaScript
 

00:35:00.960 --> 00:35:02.349 align:start position:0%
you debugged your JavaScript
applications<00:35:01.520><c> which</c><00:35:01.599><c> were</c><00:35:01.800><c> pretty</c><00:35:02.000><c> simple</c><00:35:02.240><c> at</c>

00:35:02.349 --> 00:35:02.359 align:start position:0%
applications which were pretty simple at
 

00:35:02.359 --> 00:35:05.470 align:start position:0%
applications which were pretty simple at
the<00:35:02.520><c> time</c><00:35:02.720><c> but</c><00:35:03.040><c> you</c><00:35:03.160><c> did</c><00:35:03.480><c> alerts</c><00:35:04.480><c> to</c><00:35:04.920><c> to</c><00:35:05.040><c> show</c>

00:35:05.470 --> 00:35:05.480 align:start position:0%
the time but you did alerts to to show
 

00:35:05.480 --> 00:35:07.109 align:start position:0%
the time but you did alerts to to show
we<00:35:05.599><c> didn't</c><00:35:05.960><c> even</c><00:35:06.240><c> have</c>

00:35:07.109 --> 00:35:07.119 align:start position:0%
we didn't even have
 

00:35:07.119 --> 00:35:10.950 align:start position:0%
we didn't even have
console.log<00:35:08.119><c> cons</c><00:35:08.760><c> was</c><00:35:08.960><c> invented</c><00:35:09.440><c> by</c><00:35:09.960><c> Firebug</c>

00:35:10.950 --> 00:35:10.960 align:start position:0%
console.log cons was invented by Firebug
 

00:35:10.960 --> 00:35:12.710 align:start position:0%
console.log cons was invented by Firebug
yeah<00:35:11.160><c> so</c><00:35:11.359><c> it</c><00:35:11.480><c> was</c><00:35:11.640><c> just</c><00:35:11.839><c> really</c><00:35:12.079><c> painful</c><00:35:12.560><c> and</c>

00:35:12.710 --> 00:35:12.720 align:start position:0%
yeah so it was just really painful and
 

00:35:12.720 --> 00:35:14.589 align:start position:0%
yeah so it was just really painful and
really<00:35:12.920><c> hard</c><00:35:13.119><c> to</c><00:35:13.280><c> debug</c><00:35:13.800><c> and</c><00:35:14.160><c> you</c><00:35:14.359><c> also</c>

00:35:14.589 --> 00:35:14.599 align:start position:0%
really hard to debug and you also
 

00:35:14.599 --> 00:35:15.950 align:start position:0%
really hard to debug and you also
couldn't<00:35:14.880><c> really</c><00:35:15.160><c> inspect</c><00:35:15.480><c> the</c><00:35:15.560><c> elements</c><00:35:15.839><c> so</c>

00:35:15.950 --> 00:35:15.960 align:start position:0%
couldn't really inspect the elements so
 

00:35:15.960 --> 00:35:17.390 align:start position:0%
couldn't really inspect the elements so
you<00:35:16.040><c> were</c><00:35:16.240><c> changing</c><00:35:16.720><c> it</c><00:35:16.880><c> it</c><00:35:16.960><c> was</c><00:35:17.079><c> like</c><00:35:17.200><c> doing</c>

00:35:17.390 --> 00:35:17.400 align:start position:0%
you were changing it it was like doing
 

00:35:17.400 --> 00:35:19.390 align:start position:0%
you were changing it it was like doing
it<00:35:17.680><c> in</c><00:35:17.839><c> the</c><00:35:18.000><c> dark</c><00:35:18.280><c> and</c><00:35:18.440><c> and</c><00:35:18.560><c> as</c><00:35:18.640><c> you</c><00:35:18.760><c> say</c><00:35:19.160><c> it</c><00:35:19.320><c> it</c>

00:35:19.390 --> 00:35:19.400 align:start position:0%
it in the dark and and as you say it it
 

00:35:19.400 --> 00:35:21.550 align:start position:0%
it in the dark and and as you say it it
was<00:35:19.560><c> a</c><00:35:19.680><c> game</c><00:35:19.920><c> changer</c><00:35:20.200><c> and</c><00:35:20.359><c> now</c><00:35:20.599><c> these</c><00:35:20.800><c> days</c>

00:35:21.550 --> 00:35:21.560 align:start position:0%
was a game changer and now these days
 

00:35:21.560 --> 00:35:23.150 align:start position:0%
was a game changer and now these days
Chrome<00:35:21.880><c> developer</c><00:35:22.240><c> tools</c><00:35:22.520><c> is</c><00:35:22.720><c> better</c><00:35:22.960><c> than</c>

00:35:23.150 --> 00:35:23.160 align:start position:0%
Chrome developer tools is better than
 

00:35:23.160 --> 00:35:24.990 align:start position:0%
Chrome developer tools is better than
what<00:35:23.280><c> Firebug</c><00:35:23.760><c> used</c><00:35:23.960><c> to</c><00:35:24.040><c> be</c><00:35:24.200><c> but</c><00:35:24.320><c> Firebug</c><00:35:24.880><c> was</c>

00:35:24.990 --> 00:35:25.000 align:start position:0%
what Firebug used to be but Firebug was
 

00:35:25.000 --> 00:35:27.069 align:start position:0%
what Firebug used to be but Firebug was
a<00:35:25.320><c> was</c><00:35:25.839><c> almost</c><00:35:26.240><c> as</c><00:35:26.400><c> good</c><00:35:26.560><c> as</c><00:35:26.680><c> the</c><00:35:26.839><c> Chrome</c>

00:35:27.069 --> 00:35:27.079 align:start position:0%
a was almost as good as the Chrome
 

00:35:27.079 --> 00:35:28.150 align:start position:0%
a was almost as good as the Chrome
developer<00:35:27.440><c> tool</c>

00:35:28.150 --> 00:35:28.160 align:start position:0%
developer tool
 

00:35:28.160 --> 00:35:30.230 align:start position:0%
developer tool
today<00:35:28.560><c> in</c><00:35:28.760><c> my</c><00:35:28.920><c> memory</c><00:35:29.320><c> at</c><00:35:29.440><c> least</c><00:35:29.920><c> so</c><00:35:30.040><c> it</c><00:35:30.119><c> was</c>

00:35:30.230 --> 00:35:30.240 align:start position:0%
today in my memory at least so it was
 

00:35:30.240 --> 00:35:32.550 align:start position:0%
today in my memory at least so it was
this<00:35:30.440><c> huge</c><00:35:30.720><c> leap</c><00:35:31.520><c> and</c><00:35:31.960><c> like</c><00:35:32.160><c> I</c><00:35:32.240><c> think</c><00:35:32.400><c> for</c>

00:35:32.550 --> 00:35:32.560 align:start position:0%
this huge leap and like I think for
 

00:35:32.560 --> 00:35:34.870 align:start position:0%
this huge leap and like I think for
front<00:35:32.960><c> developers</c><00:35:33.480><c> like</c><00:35:33.599><c> it's</c><00:35:33.760><c> hard</c><00:35:33.960><c> to</c><00:35:34.119><c> tell</c>

00:35:34.870 --> 00:35:34.880 align:start position:0%
front developers like it's hard to tell
 

00:35:34.880 --> 00:35:36.630 align:start position:0%
front developers like it's hard to tell
how<00:35:35.000><c> much</c><00:35:35.200><c> more</c><00:35:35.400><c> but</c><00:35:35.880><c> I'm</c><00:35:35.960><c> sure</c><00:35:36.200><c> at</c><00:35:36.320><c> least</c><00:35:36.520><c> you</c>

00:35:36.630 --> 00:35:36.640 align:start position:0%
how much more but I'm sure at least you
 

00:35:36.640 --> 00:35:38.190 align:start position:0%
how much more but I'm sure at least you
know<00:35:36.839><c> twice</c><00:35:37.119><c> the</c><00:35:37.320><c> productivity</c><00:35:37.960><c> I'll</c><00:35:38.079><c> just</c>

00:35:38.190 --> 00:35:38.200 align:start position:0%
know twice the productivity I'll just
 

00:35:38.200 --> 00:35:39.710 align:start position:0%
know twice the productivity I'll just
say<00:35:38.359><c> something</c><00:35:38.680><c> because</c><00:35:38.920><c> it</c><00:35:39.079><c> it</c><00:35:39.200><c> it</c><00:35:39.320><c> took</c><00:35:39.560><c> so</c>

00:35:39.710 --> 00:35:39.720 align:start position:0%
say something because it it it took so
 

00:35:39.720 --> 00:35:41.950 align:start position:0%
say something because it it it took so
much<00:35:39.920><c> longer</c><00:35:40.240><c> to</c><00:35:40.440><c> fix</c><00:35:41.160><c> things</c><00:35:41.359><c> or</c><00:35:41.520><c> to</c>

00:35:41.950 --> 00:35:41.960 align:start position:0%
much longer to fix things or to
 

00:35:41.960 --> 00:35:43.390 align:start position:0%
much longer to fix things or to
understand<00:35:42.200><c> why</c><00:35:42.359><c> things</c><00:35:42.520><c> were</c><00:35:42.720><c> happening</c><00:35:43.079><c> so</c>

00:35:43.390 --> 00:35:43.400 align:start position:0%
understand why things were happening so
 

00:35:43.400 --> 00:35:44.990 align:start position:0%
understand why things were happening so
yeah<00:35:43.680><c> like</c><00:35:43.839><c> that</c><00:35:44.000><c> that</c><00:35:44.079><c> was</c><00:35:44.200><c> a</c><00:35:44.280><c> big</c><00:35:44.400><c> jump</c><00:35:44.839><c> so</c>

00:35:44.990 --> 00:35:45.000 align:start position:0%
yeah like that that was a big jump so
 

00:35:45.000 --> 00:35:46.470 align:start position:0%
yeah like that that was a big jump so
firebugs<00:35:45.480><c> a</c><00:35:45.560><c> good</c><00:35:45.680><c> one</c><00:35:45.960><c> the</c><00:35:46.160><c> biggest</c>

00:35:46.470 --> 00:35:46.480 align:start position:0%
firebugs a good one the biggest
 

00:35:46.480 --> 00:35:48.030 align:start position:0%
firebugs a good one the biggest
productivity<00:35:46.920><c> boost</c><00:35:47.240><c> my</c><00:35:47.359><c> entire</c><00:35:47.599><c> career</c><00:35:47.839><c> is</c>

00:35:48.030 --> 00:35:48.040 align:start position:0%
productivity boost my entire career is
 

00:35:48.040 --> 00:35:50.589 align:start position:0%
productivity boost my entire career is
just<00:35:48.280><c> open</c><00:35:48.680><c> source</c><00:35:49.040><c> generally</c><00:35:49.720><c> like</c><00:35:50.359><c> so</c><00:35:50.480><c> it</c>

00:35:50.589 --> 00:35:50.599 align:start position:0%
just open source generally like so it
 

00:35:50.599 --> 00:35:54.430 align:start position:0%
just open source generally like so it
turns<00:35:50.800><c> out</c><00:35:51.200><c> 25</c><00:35:51.720><c> years</c><00:35:51.960><c> ago</c><00:35:52.880><c> you</c><00:35:53.200><c> had</c><00:35:53.359><c> to</c><00:35:54.000><c> really</c>

00:35:54.430 --> 00:35:54.440 align:start position:0%
turns out 25 years ago you had to really
 

00:35:54.440 --> 00:35:56.470 align:start position:0%
turns out 25 years ago you had to really
fight<00:35:54.720><c> to</c><00:35:54.839><c> use</c><00:35:55.079><c> anything</c><00:35:55.400><c> open</c><00:35:55.640><c> source</c><00:35:55.920><c> at</c><00:35:56.040><c> all</c>

00:35:56.470 --> 00:35:56.480 align:start position:0%
fight to use anything open source at all
 

00:35:56.480 --> 00:35:58.710 align:start position:0%
fight to use anything open source at all
like<00:35:56.599><c> a</c><00:35:56.680><c> lot</c><00:35:56.800><c> of</c><00:35:56.960><c> companies</c><00:35:57.319><c> had</c><00:35:57.640><c> blanket</c><00:35:58.119><c> bans</c>

00:35:58.710 --> 00:35:58.720 align:start position:0%
like a lot of companies had blanket bans
 

00:35:58.720 --> 00:36:02.030 align:start position:0%
like a lot of companies had blanket bans
on<00:35:59.319><c> open-</c><00:35:59.640><c> Source</c><00:35:59.920><c> Ed</c><00:36:00.560><c> like</c><00:36:00.880><c> Microsoft</c>

00:36:02.030 --> 00:36:02.040 align:start position:0%
on open- Source Ed like Microsoft
 

00:36:02.040 --> 00:36:05.150 align:start position:0%
on open- Source Ed like Microsoft
were<00:36:03.040><c> were</c><00:36:03.240><c> were</c><00:36:03.480><c> Camp</c><00:36:03.800><c> were</c><00:36:04.000><c> were</c><00:36:04.480><c> making</c><00:36:05.000><c> the</c>

00:36:05.150 --> 00:36:05.160 align:start position:0%
were were were Camp were were making the
 

00:36:05.160 --> 00:36:07.030 align:start position:0%
were were were Camp were were making the
case<00:36:05.359><c> that</c><00:36:05.520><c> this</c><00:36:05.680><c> is</c><00:36:05.760><c> a</c><00:36:06.000><c> very</c><00:36:06.280><c> risky</c><00:36:06.720><c> thing</c><00:36:06.880><c> for</c>

00:36:07.030 --> 00:36:07.040 align:start position:0%
case that this is a very risky thing for
 

00:36:07.040 --> 00:36:08.750 align:start position:0%
case that this is a very risky thing for
you<00:36:07.119><c> to</c><00:36:07.280><c> even</c><00:36:07.480><c> try</c><00:36:08.040><c> that's</c><00:36:08.240><c> completely</c><00:36:08.599><c> gone</c>

00:36:08.750 --> 00:36:08.760 align:start position:0%
you to even try that's completely gone
 

00:36:08.760 --> 00:36:10.030 align:start position:0%
you to even try that's completely gone
out<00:36:08.880><c> of</c><00:36:08.960><c> the</c><00:36:09.040><c> window</c><00:36:09.520><c> I</c><00:36:09.599><c> don't</c><00:36:09.760><c> think</c><00:36:09.920><c> there's</c>

00:36:10.030 --> 00:36:10.040 align:start position:0%
out of the window I don't think there's
 

00:36:10.040 --> 00:36:11.950 align:start position:0%
out of the window I don't think there's
a<00:36:10.160><c> company</c><00:36:10.480><c> left</c><00:36:10.680><c> on</c><00:36:10.920><c> Earth</c><00:36:11.480><c> that</c><00:36:11.599><c> can</c><00:36:11.760><c> have</c>

00:36:11.950 --> 00:36:11.960 align:start position:0%
a company left on Earth that can have
 

00:36:11.960 --> 00:36:13.230 align:start position:0%
a company left on Earth that can have
that<00:36:12.119><c> policy</c><00:36:12.440><c> now</c><00:36:12.680><c> because</c><00:36:12.960><c> how</c><00:36:13.079><c> are</c><00:36:13.160><c> you</c>

00:36:13.230 --> 00:36:13.240 align:start position:0%
that policy now because how are you
 

00:36:13.240 --> 00:36:14.790 align:start position:0%
that policy now because how are you
going<00:36:13.319><c> to</c><00:36:13.440><c> write</c><00:36:13.800><c> any</c><00:36:13.960><c> front</c><00:36:14.200><c> end</c><00:36:14.480><c> code</c>

00:36:14.790 --> 00:36:14.800 align:start position:0%
going to write any front end code
 

00:36:14.800 --> 00:36:17.470 align:start position:0%
going to write any front end code
without<00:36:15.079><c> npm</c><00:36:15.839><c> you</c><00:36:15.960><c> know</c><00:36:16.280><c> that's</c><00:36:17.280><c> that's</c>

00:36:17.470 --> 00:36:17.480 align:start position:0%
without npm you know that's that's
 

00:36:17.480 --> 00:36:19.589 align:start position:0%
without npm you know that's that's
that's<00:36:17.680><c> all</c><00:36:18.079><c> but</c><00:36:18.319><c> that</c><00:36:18.880><c> the</c><00:36:19.040><c> um</c><00:36:19.200><c> so</c><00:36:19.359><c> it</c><00:36:19.440><c> was</c>

00:36:19.589 --> 00:36:19.599 align:start position:0%
that's all but that the um so it was
 

00:36:19.599 --> 00:36:21.750 align:start position:0%
that's all but that the um so it was
open<00:36:19.880><c> source</c><00:36:20.119><c> as</c><00:36:20.240><c> a</c><00:36:20.400><c> concept</c><00:36:20.720><c> and</c><00:36:20.960><c> I</c><00:36:21.079><c> was</c><00:36:21.599><c> very</c>

00:36:21.750 --> 00:36:21.760 align:start position:0%
open source as a concept and I was very
 

00:36:21.760 --> 00:36:23.270 align:start position:0%
open source as a concept and I was very
early<00:36:22.000><c> on</c><00:36:22.160><c> in</c><00:36:22.280><c> open</c><00:36:22.480><c> source</c><00:36:22.680><c> you</c><00:36:22.760><c> know</c><00:36:22.839><c> Django</c>

00:36:23.270 --> 00:36:23.280 align:start position:0%
early on in open source you know Django
 

00:36:23.280 --> 00:36:26.390 align:start position:0%
early on in open source you know Django
was<00:36:23.480><c> a</c><00:36:23.920><c> we</c><00:36:24.119><c> we</c><00:36:24.359><c> ojango</c><00:36:24.800><c> open</c><00:36:25.040><c> source</c><00:36:25.240><c> in</c><00:36:25.599><c> 2005</c>

00:36:26.390 --> 00:36:26.400 align:start position:0%
was a we we ojango open source in 2005
 

00:36:26.400 --> 00:36:28.750 align:start position:0%
was a we we ojango open source in 2005
Python<00:36:26.839><c> and</c><00:36:27.040><c> PHP</c><00:36:27.560><c> and</c><00:36:27.680><c> so</c><00:36:27.839><c> forth</c><00:36:28.040><c> all</c><00:36:28.440><c> came</c><00:36:28.599><c> out</c>

00:36:28.750 --> 00:36:28.760 align:start position:0%
Python and PHP and so forth all came out
 

00:36:28.760 --> 00:36:31.550 align:start position:0%
Python and PHP and so forth all came out
of<00:36:28.880><c> the</c><00:36:29.000><c> open</c><00:36:29.240><c> source</c><00:36:29.680><c> community</c><00:36:30.680><c> and</c><00:36:31.440><c> that</c>

00:36:31.550 --> 00:36:31.560 align:start position:0%
of the open source community and that
 

00:36:31.560 --> 00:36:33.870 align:start position:0%
of the open source community and that
was<00:36:31.800><c> huge</c><00:36:32.160><c> because</c><00:36:32.599><c> prior</c><00:36:32.880><c> to</c><00:36:33.119><c> open</c><00:36:33.480><c> source</c>

00:36:33.870 --> 00:36:33.880 align:start position:0%
was huge because prior to open source
 

00:36:33.880 --> 00:36:35.309 align:start position:0%
was huge because prior to open source
the<00:36:33.960><c> way</c><00:36:34.079><c> you</c><00:36:34.200><c> wrote</c><00:36:34.400><c> software</c><00:36:34.800><c> is</c><00:36:34.920><c> you</c><00:36:35.079><c> sat</c>

00:36:35.309 --> 00:36:35.319 align:start position:0%
the way you wrote software is you sat
 

00:36:35.319 --> 00:36:37.150 align:start position:0%
the way you wrote software is you sat
down<00:36:35.839><c> and</c><00:36:35.960><c> you</c><00:36:36.119><c> implemented</c><00:36:36.640><c> the</c><00:36:36.760><c> same</c><00:36:37.000><c> thing</c>

00:36:37.150 --> 00:36:37.160 align:start position:0%
down and you implemented the same thing
 

00:36:37.160 --> 00:36:39.430 align:start position:0%
down and you implemented the same thing
that<00:36:37.319><c> everyone</c><00:36:37.640><c> else</c><00:36:37.800><c> had</c><00:36:37.960><c> already</c><00:36:38.200><c> built</c><00:36:39.079><c> or</c>

00:36:39.430 --> 00:36:39.440 align:start position:0%
that everyone else had already built or
 

00:36:39.440 --> 00:36:40.910 align:start position:0%
that everyone else had already built or
if<00:36:39.520><c> you</c><00:36:39.680><c> had</c><00:36:39.839><c> the</c><00:36:39.960><c> money</c><00:36:40.319><c> you</c><00:36:40.520><c> bought</c>

00:36:40.910 --> 00:36:40.920 align:start position:0%
if you had the money you bought
 

00:36:40.920 --> 00:36:43.069 align:start position:0%
if you had the money you bought
something<00:36:41.240><c> from</c><00:36:41.400><c> a</c><00:36:41.560><c> vendor</c><00:36:42.280><c> but</c><00:36:42.560><c> good</c><00:36:42.800><c> luck</c>

00:36:43.069 --> 00:36:43.079 align:start position:0%
something from a vendor but good luck
 

00:36:43.079 --> 00:36:44.710 align:start position:0%
something from a vendor but good luck
buying<00:36:43.560><c> a</c><00:36:43.680><c> decent</c><00:36:44.040><c> thing</c><00:36:44.240><c> and</c><00:36:44.359><c> then</c><00:36:44.480><c> of</c><00:36:44.599><c> course</c>

00:36:44.710 --> 00:36:44.720 align:start position:0%
buying a decent thing and then of course
 

00:36:44.720 --> 00:36:46.230 align:start position:0%
buying a decent thing and then of course
you<00:36:44.839><c> can't</c><00:36:45.079><c> customize</c><00:36:45.480><c> it</c><00:36:45.640><c> because</c><00:36:45.839><c> it's</c>

00:36:46.230 --> 00:36:46.240 align:start position:0%
you can't customize it because it's
 

00:36:46.240 --> 00:36:49.030 align:start position:0%
you can't customize it because it's
proprietary<00:36:47.240><c> and</c><00:36:47.839><c> that</c><00:36:48.280><c> the</c><00:36:48.400><c> open</c><00:36:48.640><c> source</c><00:36:48.920><c> and</c>

00:36:49.030 --> 00:36:49.040 align:start position:0%
proprietary and that the open source and
 

00:36:49.040 --> 00:36:51.349 align:start position:0%
proprietary and that the open source and
then<00:36:49.119><c> on</c><00:36:49.319><c> top</c><00:36:49.440><c> of</c><00:36:49.880><c> um</c><00:36:50.400><c> of</c><00:36:50.560><c> Open</c><00:36:50.839><c> Source</c><00:36:51.119><c> as</c><00:36:51.240><c> a</c>

00:36:51.349 --> 00:36:51.359 align:start position:0%
then on top of um of Open Source as a
 

00:36:51.359 --> 00:36:54.550 align:start position:0%
then on top of um of Open Source as a
concept<00:36:52.280><c> it</c><00:36:52.480><c> really</c><00:36:52.800><c> was</c><00:36:53.400><c> um</c><00:36:53.760><c> GitHub</c><00:36:54.319><c> coming</c>

00:36:54.550 --> 00:36:54.560 align:start position:0%
concept it really was um GitHub coming
 

00:36:54.560 --> 00:36:56.589 align:start position:0%
concept it really was um GitHub coming
along<00:36:55.119><c> massively</c><00:36:55.560><c> accelerated</c><00:36:56.040><c> open</c><00:36:56.319><c> source</c>

00:36:56.589 --> 00:36:56.599 align:start position:0%
along massively accelerated open source
 

00:36:56.599 --> 00:36:58.470 align:start position:0%
along massively accelerated open source
because<00:36:56.800><c> prior</c><00:36:57.040><c> to</c><00:36:57.160><c> that</c><00:36:57.319><c> it</c><00:36:57.640><c> was</c><00:36:58.079><c> Source</c>

00:36:58.470 --> 00:36:58.480 align:start position:0%
because prior to that it was Source
 

00:36:58.480 --> 00:37:01.550 align:start position:0%
because prior to that it was Source
Forge<00:36:59.079><c> and</c><00:36:59.280><c> mailing</c><00:36:59.680><c> lists</c><00:37:00.200><c> and</c><00:37:00.480><c> c</c><00:37:00.760><c> c</c><00:37:00.960><c> CVS</c><00:37:01.400><c> and</c>

00:37:01.550 --> 00:37:01.560 align:start position:0%
Forge and mailing lists and c c CVS and
 

00:37:01.560 --> 00:37:03.990 align:start position:0%
Forge and mailing lists and c c CVS and
subversion<00:37:02.319><c> and</c><00:37:02.800><c> just</c><00:37:03.119><c> starting</c><00:37:03.560><c> a</c><00:37:03.720><c> new</c>

00:37:03.990 --> 00:37:04.000 align:start position:0%
subversion and just starting a new
 

00:37:04.000 --> 00:37:05.950 align:start position:0%
subversion and just starting a new
project<00:37:04.599><c> you</c><00:37:04.800><c> had</c><00:37:05.040><c> like</c><00:37:05.319><c> I</c><00:37:05.560><c> started</c><00:37:05.760><c> open</c>

00:37:05.950 --> 00:37:05.960 align:start position:0%
project you had like I started open
 

00:37:05.960 --> 00:37:07.230 align:start position:0%
project you had like I started open
source<00:37:06.200><c> projects</c><00:37:06.480><c> where</c><00:37:06.560><c> I</c><00:37:06.680><c> had</c><00:37:06.760><c> to</c><00:37:06.880><c> start</c><00:37:07.079><c> by</c>

00:37:07.230 --> 00:37:07.240 align:start position:0%
source projects where I had to start by
 

00:37:07.240 --> 00:37:09.230 align:start position:0%
source projects where I had to start by
installing<00:37:07.760><c> track</c><00:37:08.200><c> which</c><00:37:08.319><c> meant</c><00:37:08.520><c> I</c><00:37:08.640><c> needed</c><00:37:08.920><c> to</c>

00:37:09.230 --> 00:37:09.240 align:start position:0%
installing track which meant I needed to
 

00:37:09.240 --> 00:37:11.349 align:start position:0%
installing track which meant I needed to
run<00:37:09.440><c> a</c><00:37:09.640><c> virtual</c><00:37:10.079><c> private</c><00:37:10.440><c> server</c><00:37:11.079><c> and</c><00:37:11.200><c> then</c>

00:37:11.349 --> 00:37:11.359 align:start position:0%
run a virtual private server and then
 

00:37:11.359 --> 00:37:14.030 align:start position:0%
run a virtual private server and then
get<00:37:11.520><c> Linux</c><00:37:12.000><c> secured</c><00:37:12.640><c> and</c><00:37:12.800><c> then</c><00:37:13.040><c> install</c><00:37:13.839><c> like</c>

00:37:14.030 --> 00:37:14.040 align:start position:0%
get Linux secured and then install like
 

00:37:14.040 --> 00:37:15.510 align:start position:0%
get Linux secured and then install like
the<00:37:14.160><c> open</c><00:37:14.400><c> source</c><00:37:14.640><c> alternative</c><00:37:15.079><c> to</c><00:37:15.200><c> what</c><00:37:15.319><c> gith</c>

00:37:15.510 --> 00:37:15.520 align:start position:0%
the open source alternative to what gith
 

00:37:15.520 --> 00:37:17.309 align:start position:0%
the open source alternative to what gith
her<00:37:15.720><c> became</c><00:37:16.160><c> it</c><00:37:16.240><c> was</c><00:37:16.440><c> great</c><00:37:16.720><c> software</c><00:37:17.119><c> but</c><00:37:17.240><c> it</c>

00:37:17.309 --> 00:37:17.319 align:start position:0%
her became it was great software but it
 

00:37:17.319 --> 00:37:21.069 align:start position:0%
her became it was great software but it
was<00:37:17.440><c> not</c><00:37:17.960><c> exactly</c><00:37:18.280><c> a</c><00:37:18.440><c> oneclick</c><00:37:19.359><c> experience</c><00:37:20.359><c> um</c>

00:37:21.069 --> 00:37:21.079 align:start position:0%
was not exactly a oneclick experience um
 

00:37:21.079 --> 00:37:23.190 align:start position:0%
was not exactly a oneclick experience um
so<00:37:21.359><c> open</c><00:37:21.680><c> source</c><00:37:21.920><c> was</c><00:37:22.079><c> absolutely</c><00:37:22.480><c> huge</c><00:37:23.000><c> and</c>

00:37:23.190 --> 00:37:23.200 align:start position:0%
so open source was absolutely huge and
 

00:37:23.200 --> 00:37:25.710 align:start position:0%
so open source was absolutely huge and
then<00:37:23.400><c> you</c><00:37:23.640><c> had</c><00:37:24.240><c> GitHub</c><00:37:24.680><c> making</c><00:37:25.040><c> open</c><00:37:25.319><c> source</c>

00:37:25.710 --> 00:37:25.720 align:start position:0%
then you had GitHub making open source
 

00:37:25.720 --> 00:37:27.710 align:start position:0%
then you had GitHub making open source
way<00:37:25.880><c> more</c><00:37:26.319><c> productive</c><00:37:26.960><c> and</c><00:37:27.079><c> accessible</c>

00:37:27.710 --> 00:37:27.720 align:start position:0%
way more productive and accessible
 

00:37:27.720 --> 00:37:29.430 align:start position:0%
way more productive and accessible
massively<00:37:28.040><c> accelerating</c><00:37:28.839><c> then</c><00:37:28.960><c> the</c><00:37:29.119><c> package</c>

00:37:29.430 --> 00:37:29.440 align:start position:0%
massively accelerating then the package
 

00:37:29.440 --> 00:37:32.829 align:start position:0%
massively accelerating then the package
managers<00:37:29.960><c> so</c><00:37:30.599><c> um</c><00:37:30.800><c> pii</c><00:37:31.280><c> for</c><00:37:31.480><c> Python</c><00:37:32.000><c> and</c><00:37:32.160><c> npm</c>

00:37:32.829 --> 00:37:32.839 align:start position:0%
managers so um pii for Python and npm
 

00:37:32.839 --> 00:37:35.309 align:start position:0%
managers so um pii for Python and npm
for<00:37:33.200><c> JavaScript</c><00:37:33.760><c> and</c><00:37:33.920><c> I</c><00:37:34.000><c> mean</c><00:37:34.240><c> the</c><00:37:34.440><c> the</c><00:37:34.640><c> OG</c><00:37:35.119><c> of</c>

00:37:35.309 --> 00:37:35.319 align:start position:0%
for JavaScript and I mean the the OG of
 

00:37:35.319 --> 00:37:38.150 align:start position:0%
for JavaScript and I mean the the OG of
that<00:37:35.599><c> was</c><00:37:35.920><c> um</c><00:37:36.160><c> was</c><00:37:36.319><c> cpan</c><00:37:36.839><c> for</c><00:37:37.079><c> Pearl</c><00:37:37.839><c> which</c><00:37:38.000><c> was</c>

00:37:38.150 --> 00:37:38.160 align:start position:0%
that was um was cpan for Pearl which was
 

00:37:38.160 --> 00:37:40.550 align:start position:0%
that was um was cpan for Pearl which was
up<00:37:38.280><c> and</c><00:37:38.440><c> running</c><00:37:38.920><c> in</c><00:37:39.000><c> the</c><00:37:39.119><c> late</c><00:37:39.319><c> 90s</c><00:37:40.240><c> and</c><00:37:40.359><c> it's</c>

00:37:40.550 --> 00:37:40.560 align:start position:0%
up and running in the late 90s and it's
 

00:37:40.560 --> 00:37:43.670 align:start position:0%
up and running in the late 90s and it's
where<00:37:40.880><c> we</c><00:37:41.040><c> we</c><00:37:41.160><c> owe</c><00:37:41.520><c> so</c><00:37:41.800><c> much</c><00:37:42.119><c> to</c><00:37:42.720><c> to</c><00:37:42.920><c> cpan</c><00:37:43.520><c> and</c>

00:37:43.670 --> 00:37:43.680 align:start position:0%
where we we owe so much to to cpan and
 

00:37:43.680 --> 00:37:45.870 align:start position:0%
where we we owe so much to to cpan and
sort<00:37:43.880><c> of</c><00:37:44.599><c> H</c><00:37:44.800><c> how</c><00:37:44.920><c> it</c><00:37:45.079><c> made</c><00:37:45.319><c> that</c><00:37:45.440><c> kind</c><00:37:45.560><c> of</c><00:37:45.720><c> thing</c>

00:37:45.870 --> 00:37:45.880 align:start position:0%
sort of H how it made that kind of thing
 

00:37:45.880 --> 00:37:48.309 align:start position:0%
sort of H how it made that kind of thing
happen<00:37:46.319><c> you</c><00:37:46.440><c> know</c><00:37:46.599><c> today</c><00:37:47.599><c> the</c><00:37:47.839><c> productivity</c>

00:37:48.309 --> 00:37:48.319 align:start position:0%
happen you know today the productivity
 

00:37:48.319 --> 00:37:49.630 align:start position:0%
happen you know today the productivity
boost<00:37:48.599><c> you</c><00:37:48.680><c> get</c><00:37:48.800><c> from</c><00:37:48.920><c> just</c><00:37:49.040><c> being</c><00:37:49.240><c> able</c><00:37:49.400><c> to</c>

00:37:49.630 --> 00:37:49.640 align:start position:0%
boost you get from just being able to
 

00:37:49.640 --> 00:37:51.829 align:start position:0%
boost you get from just being able to
pip<00:37:49.880><c> install</c><00:37:50.280><c> or</c><00:37:50.440><c> npm</c><00:37:50.920><c> install</c><00:37:51.319><c> a</c><00:37:51.520><c> thing</c><00:37:51.720><c> that</c>

00:37:51.829 --> 00:37:51.839 align:start position:0%
pip install or npm install a thing that
 

00:37:51.839 --> 00:37:54.870 align:start position:0%
pip install or npm install a thing that
solves<00:37:52.160><c> your</c><00:37:52.400><c> problem</c><00:37:53.400><c> I</c><00:37:53.640><c> think</c><00:37:54.240><c> my</c><00:37:54.440><c> my</c><00:37:54.560><c> hunch</c>

00:37:54.870 --> 00:37:54.880 align:start position:0%
solves your problem I think my my hunch
 

00:37:54.880 --> 00:37:56.790 align:start position:0%
solves your problem I think my my hunch
is<00:37:55.079><c> that</c><00:37:55.400><c> developers</c><00:37:55.880><c> who</c><00:37:56.040><c> crew</c><00:37:56.319><c> grew</c><00:37:56.520><c> up</c><00:37:56.680><c> with</c>

00:37:56.790 --> 00:37:56.800 align:start position:0%
is that developers who crew grew up with
 

00:37:56.800 --> 00:37:59.510 align:start position:0%
is that developers who crew grew up with
that<00:37:56.960><c> already</c><00:37:57.560><c> B</c><00:37:58.160><c> have</c><00:37:58.480><c> no</c><00:37:58.800><c> idea</c><00:37:59.160><c> how</c><00:37:59.280><c> much</c><00:37:59.400><c> of</c>

00:37:59.510 --> 00:37:59.520 align:start position:0%
that already B have no idea how much of
 

00:37:59.520 --> 00:38:01.750 align:start position:0%
that already B have no idea how much of
a<00:37:59.640><c> difference</c><00:38:00.000><c> that</c><00:38:00.160><c> makes</c><00:38:01.079><c> like</c><00:38:01.359><c> when</c><00:38:01.480><c> I</c><00:38:01.599><c> did</c>

00:38:01.750 --> 00:38:01.760 align:start position:0%
a difference that makes like when I did
 

00:38:01.760 --> 00:38:03.870 align:start position:0%
a difference that makes like when I did
it<00:38:02.000><c> my</c><00:38:02.359><c> my</c><00:38:02.480><c> software</c><00:38:02.800><c> engineering</c><00:38:03.200><c> degree</c><00:38:03.560><c> 20</c>

00:38:03.870 --> 00:38:03.880 align:start position:0%
it my my software engineering degree 20
 

00:38:03.880 --> 00:38:06.309 align:start position:0%
it my my software engineering degree 20
years<00:38:04.079><c> ago</c><00:38:04.680><c> um</c><00:38:05.119><c> the</c><00:38:05.280><c> big</c><00:38:05.680><c> one</c><00:38:05.800><c> of</c><00:38:05.920><c> the</c><00:38:06.119><c> big</c>

00:38:06.309 --> 00:38:06.319 align:start position:0%
years ago um the big one of the big
 

00:38:06.319 --> 00:38:08.069 align:start position:0%
years ago um the big one of the big
challenges<00:38:06.760><c> everyone</c><00:38:07.000><c> talked</c><00:38:07.200><c> about</c><00:38:07.400><c> was</c><00:38:07.839><c> was</c>

00:38:08.069 --> 00:38:08.079 align:start position:0%
challenges everyone talked about was was
 

00:38:08.079 --> 00:38:10.710 align:start position:0%
challenges everyone talked about was was
was<00:38:08.280><c> software</c><00:38:08.960><c> reusability</c><00:38:09.960><c> right</c><00:38:10.359><c> like</c><00:38:10.599><c> why</c>

00:38:10.710 --> 00:38:10.720 align:start position:0%
was software reusability right like why
 

00:38:10.720 --> 00:38:12.069 align:start position:0%
was software reusability right like why
are<00:38:10.839><c> we</c><00:38:11.000><c> writing</c><00:38:11.280><c> the</c><00:38:11.400><c> same</c><00:38:11.599><c> software</c><00:38:11.960><c> over</c>

00:38:12.069 --> 00:38:12.079 align:start position:0%
are we writing the same software over
 

00:38:12.079 --> 00:38:14.470 align:start position:0%
are we writing the same software over
and<00:38:12.240><c> over</c><00:38:12.520><c> again</c><00:38:13.040><c> and</c><00:38:13.480><c> at</c><00:38:13.599><c> the</c><00:38:13.760><c> time</c><00:38:14.240><c> people</c>

00:38:14.470 --> 00:38:14.480 align:start position:0%
and over again and at the time people
 

00:38:14.480 --> 00:38:16.670 align:start position:0%
and over again and at the time people
thought<00:38:14.760><c> oop</c><00:38:15.680><c> was</c><00:38:15.839><c> the</c><00:38:15.960><c> answer</c><00:38:16.280><c> they're</c><00:38:16.440><c> like</c>

00:38:16.670 --> 00:38:16.680 align:start position:0%
thought oop was the answer they're like
 

00:38:16.680 --> 00:38:18.349 align:start position:0%
thought oop was the answer they're like
oh<00:38:16.920><c> if</c><00:38:17.000><c> we</c><00:38:17.119><c> do</c><00:38:17.280><c> everything</c><00:38:17.480><c> as</c><00:38:17.720><c> classes</c><00:38:18.119><c> in</c>

00:38:18.349 --> 00:38:18.359 align:start position:0%
oh if we do everything as classes in
 

00:38:18.359 --> 00:38:20.430 align:start position:0%
oh if we do everything as classes in
Java<00:38:18.920><c> then</c><00:38:19.040><c> we</c><00:38:19.119><c> can</c><00:38:19.319><c> subclass</c><00:38:19.920><c> those</c><00:38:20.079><c> classes</c>

00:38:20.430 --> 00:38:20.440 align:start position:0%
Java then we can subclass those classes
 

00:38:20.440 --> 00:38:22.030 align:start position:0%
Java then we can subclass those classes
and<00:38:20.640><c> that's</c><00:38:20.839><c> how</c><00:38:21.000><c> we'll</c><00:38:21.160><c> solve</c><00:38:21.520><c> reusable</c>

00:38:22.030 --> 00:38:22.040 align:start position:0%
and that's how we'll solve reusable
 

00:38:22.040 --> 00:38:24.390 align:start position:0%
and that's how we'll solve reusable
software<00:38:22.800><c> with</c><00:38:22.960><c> Hite</c><00:38:23.760><c> that</c><00:38:23.839><c> wasn't</c><00:38:24.079><c> the</c><00:38:24.200><c> fix</c>

00:38:24.390 --> 00:38:24.400 align:start position:0%
software with Hite that wasn't the fix
 

00:38:24.400 --> 00:38:26.589 align:start position:0%
software with Hite that wasn't the fix
the<00:38:24.520><c> fix</c><00:38:24.720><c> was</c><00:38:24.880><c> open</c><00:38:25.119><c> source</c><00:38:25.560><c> the</c><00:38:25.680><c> fix</c><00:38:26.079><c> was</c>

00:38:26.589 --> 00:38:26.599 align:start position:0%
the fix was open source the fix was
 

00:38:26.599 --> 00:38:29.230 align:start position:0%
the fix was open source the fix was
having<00:38:26.960><c> a</c><00:38:27.520><c> diverse</c><00:38:28.040><c> and</c><00:38:28.319><c> vibrant</c><00:38:28.680><c> open</c><00:38:28.960><c> source</c>

00:38:29.230 --> 00:38:29.240 align:start position:0%
having a diverse and vibrant open source
 

00:38:29.240 --> 00:38:31.150 align:start position:0%
having a diverse and vibrant open source
Community<00:38:29.920><c> releasing</c><00:38:30.520><c> software</c><00:38:30.920><c> that's</c>

00:38:31.150 --> 00:38:31.160 align:start position:0%
Community releasing software that's
 

00:38:31.160 --> 00:38:32.430 align:start position:0%
Community releasing software that's
documented<00:38:31.599><c> and</c><00:38:31.680><c> you</c><00:38:31.800><c> can</c><00:38:31.960><c> package</c><00:38:32.240><c> and</c>

00:38:32.430 --> 00:38:32.440 align:start position:0%
documented and you can package and
 

00:38:32.440 --> 00:38:34.670 align:start position:0%
documented and you can package and
install<00:38:32.760><c> and</c><00:38:32.920><c> all</c><00:38:33.040><c> of</c><00:38:33.200><c> those</c><00:38:33.359><c> kinds</c><00:38:33.520><c> of</c><00:38:33.680><c> things</c>

00:38:34.670 --> 00:38:34.680 align:start position:0%
install and all of those kinds of things
 

00:38:34.680 --> 00:38:36.589 align:start position:0%
install and all of those kinds of things
that's<00:38:34.880><c> been</c><00:38:35.040><c> incredible</c><00:38:35.760><c> like</c><00:38:36.040><c> that</c><00:38:36.280><c> that</c>

00:38:36.589 --> 00:38:36.599 align:start position:0%
that's been incredible like that that
 

00:38:36.599 --> 00:38:39.589 align:start position:0%
that's been incredible like that that
the<00:38:36.839><c> um</c><00:38:37.480><c> the</c><00:38:37.680><c> the</c><00:38:37.920><c> the</c><00:38:38.160><c> the</c><00:38:38.640><c> cost</c><00:38:39.000><c> of</c><00:38:39.200><c> building</c>

00:38:39.589 --> 00:38:39.599 align:start position:0%
the um the the the the cost of building
 

00:38:39.599 --> 00:38:41.630 align:start position:0%
the um the the the the cost of building
software<00:38:40.000><c> today</c><00:38:40.319><c> is</c><00:38:40.480><c> a</c><00:38:40.800><c> fraction</c><00:38:41.200><c> of</c><00:38:41.359><c> what</c><00:38:41.480><c> it</c>

00:38:41.630 --> 00:38:41.640 align:start position:0%
software today is a fraction of what it
 

00:38:41.640 --> 00:38:44.470 align:start position:0%
software today is a fraction of what it
was<00:38:41.839><c> 20</c><00:38:42.119><c> years</c><00:38:42.319><c> ago</c><00:38:43.040><c> purely</c><00:38:43.599><c> thanks</c><00:38:43.800><c> to</c><00:38:44.040><c> open</c>

00:38:44.470 --> 00:38:44.480 align:start position:0%
was 20 years ago purely thanks to open
 

00:38:44.480 --> 00:38:46.390 align:start position:0%
was 20 years ago purely thanks to open
source<00:38:45.480><c> it's</c><00:38:45.640><c> interesting</c><00:38:46.079><c> because</c><00:38:46.280><c> like</c>

00:38:46.390 --> 00:38:46.400 align:start position:0%
source it's interesting because like
 

00:38:46.400 --> 00:38:47.309 align:start position:0%
source it's interesting because like
when<00:38:46.480><c> we</c><00:38:46.599><c> talk</c><00:38:46.720><c> about</c><00:38:46.880><c> developer</c>

00:38:47.309 --> 00:38:47.319 align:start position:0%
when we talk about developer
 

00:38:47.319 --> 00:38:49.950 align:start position:0%
when we talk about developer
productivity<00:38:47.920><c> like</c><00:38:48.119><c> it's</c><00:38:48.480><c> it's</c><00:38:48.599><c> a</c><00:38:49.520><c> topic</c><00:38:49.839><c> that</c>

00:38:49.950 --> 00:38:49.960 align:start position:0%
productivity like it's it's a topic that
 

00:38:49.960 --> 00:38:51.470 align:start position:0%
productivity like it's it's a topic that
will<00:38:50.200><c> come</c><00:38:50.440><c> back</c><00:38:50.599><c> and</c><00:38:50.760><c> obviously</c><00:38:51.040><c> it's</c><00:38:51.200><c> very</c>

00:38:51.470 --> 00:38:51.480 align:start position:0%
will come back and obviously it's very
 

00:38:51.480 --> 00:38:53.750 align:start position:0%
will come back and obviously it's very
popular<00:38:52.079><c> very</c><00:38:52.319><c> important</c><00:38:52.880><c> for</c><00:38:53.400><c> people</c><00:38:53.599><c> in</c>

00:38:53.750 --> 00:38:53.760 align:start position:0%
popular very important for people in
 

00:38:53.760 --> 00:38:55.470 align:start position:0%
popular very important for people in
leadership<00:38:54.240><c> positions</c><00:38:54.640><c> you</c><00:38:54.760><c> know</c><00:38:54.920><c> who</c><00:38:55.040><c> are</c>

00:38:55.470 --> 00:38:55.480 align:start position:0%
leadership positions you know who are
 

00:38:55.480 --> 00:38:57.190 align:start position:0%
leadership positions you know who are
hiring<00:38:56.000><c> certain</c><00:38:56.280><c> number</c><00:38:56.480><c> of</c><00:38:56.680><c> people</c><00:38:56.920><c> and</c>

00:38:57.190 --> 00:38:57.200 align:start position:0%
hiring certain number of people and
 

00:38:57.200 --> 00:39:01.710 align:start position:0%
hiring certain number of people and
there<00:38:57.920><c> their</c><00:38:58.920><c> um</c><00:38:59.200><c> CEOs</c><00:38:59.760><c> and</c><00:39:00.240><c> will</c><00:39:00.520><c> ask</c><00:39:01.160><c> how</c><00:39:01.480><c> are</c>

00:39:01.710 --> 00:39:01.720 align:start position:0%
there their um CEOs and will ask how are
 

00:39:01.720 --> 00:39:03.309 align:start position:0%
there their um CEOs and will ask how are
these<00:39:01.920><c> people</c><00:39:02.160><c> used</c><00:39:02.720><c> and</c><00:39:02.880><c> right</c><00:39:03.000><c> now</c><00:39:03.119><c> there's</c>

00:39:03.309 --> 00:39:03.319 align:start position:0%
these people used and right now there's
 

00:39:03.319 --> 00:39:06.670 align:start position:0%
these people used and right now there's
a<00:39:03.560><c> big</c><00:39:03.880><c> big</c><00:39:04.480><c> you</c><00:39:04.599><c> know</c><00:39:04.800><c> push</c><00:39:05.000><c> to</c><00:39:05.160><c> say</c><00:39:05.599><c> that</c><00:39:05.839><c> geni</c>

00:39:06.670 --> 00:39:06.680 align:start position:0%
a big big you know push to say that geni
 

00:39:06.680 --> 00:39:08.349 align:start position:0%
a big big you know push to say that geni
is<00:39:06.960><c> adding</c><00:39:07.319><c> this</c><00:39:07.440><c> and</c><00:39:07.640><c> this</c><00:39:07.839><c> much</c>

00:39:08.349 --> 00:39:08.359 align:start position:0%
is adding this and this much
 

00:39:08.359 --> 00:39:10.510 align:start position:0%
is adding this and this much
productivity<00:39:09.359><c> but</c><00:39:09.560><c> it's</c><00:39:10.079><c> two</c><00:39:10.200><c> things</c><00:39:10.359><c> are</c>

00:39:10.510 --> 00:39:10.520 align:start position:0%
productivity but it's two things are
 

00:39:10.520 --> 00:39:12.030 align:start position:0%
productivity but it's two things are
interesting<00:39:10.960><c> one</c><00:39:11.119><c> is</c><00:39:11.400><c> that</c><00:39:11.560><c> we</c><00:39:11.680><c> don't</c><00:39:11.839><c> really</c>

00:39:12.030 --> 00:39:12.040 align:start position:0%
interesting one is that we don't really
 

00:39:12.040 --> 00:39:13.829 align:start position:0%
interesting one is that we don't really
talk<00:39:12.240><c> about</c><00:39:12.480><c> how</c><00:39:12.640><c> much</c><00:39:13.079><c> just</c><00:39:13.280><c> having</c><00:39:13.560><c> open</c>

00:39:13.829 --> 00:39:13.839 align:start position:0%
talk about how much just having open
 

00:39:13.839 --> 00:39:15.710 align:start position:0%
talk about how much just having open
source<00:39:14.079><c> or</c><00:39:14.319><c> not</c><00:39:14.520><c> having</c><00:39:14.720><c> to</c><00:39:14.880><c> do</c><00:39:15.040><c> it</c><00:39:15.240><c> ads</c><00:39:15.560><c> we</c>

00:39:15.710 --> 00:39:15.720 align:start position:0%
source or not having to do it ads we
 

00:39:15.720 --> 00:39:18.030 align:start position:0%
source or not having to do it ads we
just<00:39:16.119><c> I</c><00:39:16.200><c> guess</c><00:39:16.359><c> we</c><00:39:16.520><c> just</c><00:39:16.680><c> take</c><00:39:16.800><c> it</c><00:39:16.920><c> for</c><00:39:17.079><c> granted</c>

00:39:18.030 --> 00:39:18.040 align:start position:0%
just I guess we just take it for granted
 

00:39:18.040 --> 00:39:19.069 align:start position:0%
just I guess we just take it for granted
and<00:39:18.200><c> the</c><00:39:18.280><c> other</c><00:39:18.440><c> thing</c><00:39:18.560><c> that</c><00:39:18.640><c> I</c><00:39:18.720><c> want</c><00:39:18.800><c> to</c><00:39:18.960><c> ask</c>

00:39:19.069 --> 00:39:19.079 align:start position:0%
and the other thing that I want to ask
 

00:39:19.079 --> 00:39:20.670 align:start position:0%
and the other thing that I want to ask
you<00:39:19.200><c> I</c><00:39:19.280><c> want</c><00:39:19.400><c> to</c><00:39:19.520><c> ask</c><00:39:19.640><c> you</c><00:39:19.800><c> like</c><00:39:20.040><c> how</c><00:39:20.240><c> much</c><00:39:20.440><c> more</c>

00:39:20.670 --> 00:39:20.680 align:start position:0%
you I want to ask you like how much more
 

00:39:20.680 --> 00:39:21.829 align:start position:0%
you I want to ask you like how much more
productive<00:39:21.040><c> do</c><00:39:21.119><c> you</c><00:39:21.240><c> think</c><00:39:21.480><c> with</c><00:39:21.680><c> this</c>

00:39:21.829 --> 00:39:21.839 align:start position:0%
productive do you think with this
 

00:39:21.839 --> 00:39:23.109 align:start position:0%
productive do you think with this
current<00:39:22.119><c> workflow</c><00:39:22.560><c> you</c><00:39:22.640><c> have</c><00:39:22.839><c> which</c><00:39:22.920><c> is</c>

00:39:23.109 --> 00:39:23.119 align:start position:0%
current workflow you have which is
 

00:39:23.119 --> 00:39:24.790 align:start position:0%
current workflow you have which is
pretty<00:39:23.400><c> Advanced</c><00:39:24.000><c> it</c><00:39:24.119><c> sounds</c><00:39:24.359><c> like</c><00:39:24.480><c> it</c><00:39:24.640><c> you're</c>

00:39:24.790 --> 00:39:24.800 align:start position:0%
pretty Advanced it sounds like it you're
 

00:39:24.800 --> 00:39:26.589 align:start position:0%
pretty Advanced it sounds like it you're
using<00:39:25.079><c> a</c><00:39:25.160><c> bunch</c><00:39:25.319><c> of</c><00:39:25.440><c> different</c><00:39:25.680><c> tools</c><00:39:26.079><c> you</c>

00:39:26.589 --> 00:39:26.599 align:start position:0%
using a bunch of different tools you
 

00:39:26.599 --> 00:39:28.150 align:start position:0%
using a bunch of different tools you
spend<00:39:26.880><c> a</c><00:39:26.960><c> lot</c><00:39:27.040><c> of</c><00:39:27.160><c> time</c><00:39:27.400><c> tweaking</c><00:39:27.760><c> it</c><00:39:27.880><c> so</c><00:39:28.000><c> I'm</c>

00:39:28.150 --> 00:39:28.160 align:start position:0%
spend a lot of time tweaking it so I'm
 

00:39:28.160 --> 00:39:31.190 align:start position:0%
spend a lot of time tweaking it so I'm
going<00:39:28.240><c> to</c><00:39:28.760><c> assume</c><00:39:29.119><c> you're</c><00:39:29.359><c> one</c><00:39:29.480><c> of</c><00:39:29.720><c> the</c><00:39:30.200><c> the</c>

00:39:31.190 --> 00:39:31.200 align:start position:0%
going to assume you're one of the the
 

00:39:31.200 --> 00:39:33.230 align:start position:0%
going to assume you're one of the the
software<00:39:31.560><c> Engineers</c><00:39:31.960><c> who</c><00:39:32.079><c> are</c><00:39:32.200><c> using</c><00:39:32.560><c> it</c><00:39:32.839><c> more</c>

00:39:33.230 --> 00:39:33.240 align:start position:0%
software Engineers who are using it more
 

00:39:33.240 --> 00:39:35.270 align:start position:0%
software Engineers who are using it more
efficiently<00:39:33.760><c> to</c><00:39:33.960><c> your</c><00:39:34.160><c> own</c><00:39:34.800><c> personal</c>

00:39:35.270 --> 00:39:35.280 align:start position:0%
efficiently to your own personal
 

00:39:35.280 --> 00:39:38.150 align:start position:0%
efficiently to your own personal
productivity<00:39:36.280><c> how</c><00:39:36.400><c> do</c><00:39:36.560><c> you</c><00:39:36.680><c> feel</c><00:39:37.680><c> like</c><00:39:38.040><c> how</c>

00:39:38.150 --> 00:39:38.160 align:start position:0%
productivity how do you feel like how
 

00:39:38.160 --> 00:39:40.069 align:start position:0%
productivity how do you feel like how
much<00:39:38.280><c> more</c><00:39:38.480><c> productiv</c><00:39:38.839><c> this</c><00:39:38.920><c> makes</c><00:39:39.119><c> you</c><00:39:39.400><c> and</c>

00:39:40.069 --> 00:39:40.079 align:start position:0%
much more productiv this makes you and
 

00:39:40.079 --> 00:39:41.589 align:start position:0%
much more productiv this makes you and
and<00:39:40.160><c> you</c><00:39:40.240><c> know</c><00:39:40.359><c> there's</c><00:39:40.560><c> a</c><00:39:40.680><c> kave</c><00:39:41.119><c> here</c>

00:39:41.589 --> 00:39:41.599 align:start position:0%
and you know there's a kave here
 

00:39:41.599 --> 00:39:44.030 align:start position:0%
and you know there's a kave here
obviously<00:39:42.040><c> it's</c><00:39:42.200><c> hard</c><00:39:42.400><c> to</c><00:39:42.880><c> you</c><00:39:43.000><c> know</c><00:39:43.599><c> like</c><00:39:43.760><c> be</c>

00:39:44.030 --> 00:39:44.040 align:start position:0%
obviously it's hard to you know like be
 

00:39:44.040 --> 00:39:46.710 align:start position:0%
obviously it's hard to you know like be
honest<00:39:44.800><c> about</c><00:39:45.079><c> yourself</c><00:39:45.560><c> but</c><00:39:46.160><c> right</c><00:39:46.319><c> now</c><00:39:46.560><c> the</c>

00:39:46.710 --> 00:39:46.720 align:start position:0%
honest about yourself but right now the
 

00:39:46.720 --> 00:39:48.670 align:start position:0%
honest about yourself but right now the
good<00:39:46.880><c> thing</c><00:39:47.040><c> is</c><00:39:47.240><c> we</c><00:39:47.319><c> don't</c><00:39:47.560><c> have</c><00:39:47.760><c> any</c><00:39:48.319><c> like</c><00:39:48.480><c> any</c>

00:39:48.670 --> 00:39:48.680 align:start position:0%
good thing is we don't have any like any
 

00:39:48.680 --> 00:39:51.150 align:start position:0%
good thing is we don't have any like any
polls<00:39:49.440><c> vendors</c><00:39:49.920><c> will</c><00:39:50.160><c> obviously</c><00:39:50.560><c> have</c><00:39:50.640><c> a</c><00:39:50.800><c> bias</c>

00:39:51.150 --> 00:39:51.160 align:start position:0%
polls vendors will obviously have a bias
 

00:39:51.160 --> 00:39:53.829 align:start position:0%
polls vendors will obviously have a bias
to<00:39:51.359><c> say</c><00:39:52.160><c> AI</c><00:39:52.440><c> vendors</c><00:39:52.800><c> that</c><00:39:52.960><c> it's</c><00:39:53.160><c> helping</c><00:39:53.520><c> them</c>

00:39:53.829 --> 00:39:53.839 align:start position:0%
to say AI vendors that it's helping them
 

00:39:53.839 --> 00:39:56.150 align:start position:0%
to say AI vendors that it's helping them
more<00:39:54.240><c> and</c><00:39:54.560><c> you</c><00:39:54.640><c> know</c><00:39:54.880><c> people</c><00:39:55.160><c> who</c><00:39:55.760><c> might</c><00:39:55.960><c> not</c>

00:39:56.150 --> 00:39:56.160 align:start position:0%
more and you know people who might not
 

00:39:56.160 --> 00:39:57.630 align:start position:0%
more and you know people who might not
like<00:39:56.359><c> these</c><00:39:56.480><c> tools</c><00:39:56.800><c> they</c><00:39:56.880><c> might</c><00:39:57.000><c> have</c><00:39:57.079><c> a</c><00:39:57.520><c> to</c>

00:39:57.630 --> 00:39:57.640 align:start position:0%
like these tools they might have a to
 

00:39:57.640 --> 00:39:59.309 align:start position:0%
like these tools they might have a to
say<00:39:57.800><c> like</c><00:39:58.000><c> ah</c><00:39:58.119><c> it's</c><00:39:58.280><c> not</c><00:39:58.480><c> not</c><00:39:58.599><c> even</c><00:39:58.800><c> helping</c><00:39:59.119><c> me</c>

00:39:59.309 --> 00:39:59.319 align:start position:0%
say like ah it's not not even helping me
 

00:39:59.319 --> 00:40:01.309 align:start position:0%
say like ah it's not not even helping me
so<00:39:59.560><c> I</c><00:39:59.760><c> I</c><00:39:59.839><c> think</c><00:40:00.079><c> we're</c><00:40:00.280><c> we</c><00:40:00.599><c> the</c><00:40:00.760><c> best</c><00:40:00.960><c> answer</c><00:40:01.200><c> we</c>

00:40:01.309 --> 00:40:01.319 align:start position:0%
so I I think we're we the best answer we
 

00:40:01.319 --> 00:40:02.870 align:start position:0%
so I I think we're we the best answer we
can<00:40:01.560><c> probably</c><00:40:01.800><c> get</c><00:40:02.040><c> right</c><00:40:02.160><c> now</c><00:40:02.319><c> is</c><00:40:02.480><c> just</c><00:40:02.640><c> from</c>

00:40:02.870 --> 00:40:02.880 align:start position:0%
can probably get right now is just from
 

00:40:02.880 --> 00:40:04.510 align:start position:0%
can probably get right now is just from
like<00:40:03.160><c> people</c><00:40:03.440><c> like</c><00:40:03.560><c> you</c><00:40:03.760><c> looking</c><00:40:04.000><c> honestly</c><00:40:04.359><c> at</c>

00:40:04.510 --> 00:40:04.520 align:start position:0%
like people like you looking honestly at
 

00:40:04.520 --> 00:40:07.470 align:start position:0%
like people like you looking honestly at
yourself<00:40:04.880><c> and</c><00:40:05.480><c> like</c><00:40:06.480><c> okay</c><00:40:07.000><c> so</c><00:40:07.119><c> I</c><00:40:07.200><c> think</c><00:40:07.319><c> I've</c>

00:40:07.470 --> 00:40:07.480 align:start position:0%
yourself and like okay so I think I've
 

00:40:07.480 --> 00:40:10.550 align:start position:0%
yourself and like okay so I think I've
got<00:40:07.960><c> two</c><00:40:08.359><c> answers</c><00:40:08.720><c> to</c><00:40:08.960><c> this</c><00:40:09.480><c> um</c><00:40:09.920><c> I</c><00:40:10.160><c> it's</c>

00:40:10.550 --> 00:40:10.560 align:start position:0%
got two answers to this um I it's
 

00:40:10.560 --> 00:40:13.109 align:start position:0%
got two answers to this um I it's
difficult<00:40:10.680><c> to</c><00:40:10.920><c> like</c><00:40:11.119><c> quantify</c><00:40:11.839><c> this</c><00:40:12.240><c> but</c><00:40:12.560><c> um</c>

00:40:13.109 --> 00:40:13.119 align:start position:0%
difficult to like quantify this but um
 

00:40:13.119 --> 00:40:15.870 align:start position:0%
difficult to like quantify this but um
my<00:40:13.359><c> guess</c><00:40:13.720><c> for</c><00:40:13.920><c> a</c><00:40:14.079><c> while</c><00:40:14.440><c> has</c><00:40:14.599><c> been</c><00:40:15.319><c> that</c><00:40:15.640><c> I've</c>

00:40:15.870 --> 00:40:15.880 align:start position:0%
my guess for a while has been that I've
 

00:40:15.880 --> 00:40:17.950 align:start position:0%
my guess for a while has been that I've
had<00:40:16.079><c> a</c><00:40:16.440><c> giant</c><00:40:16.800><c> productivity</c><00:40:17.319><c> boost</c><00:40:17.599><c> in</c><00:40:17.720><c> the</c>

00:40:17.950 --> 00:40:17.960 align:start position:0%
had a giant productivity boost in the
 

00:40:17.960 --> 00:40:19.990 align:start position:0%
had a giant productivity boost in the
portion<00:40:18.280><c> of</c><00:40:18.440><c> my</c><00:40:18.680><c> job</c><00:40:18.920><c> which</c><00:40:19.040><c> is</c><00:40:19.280><c> typing</c><00:40:19.680><c> code</c>

00:40:19.990 --> 00:40:20.000 align:start position:0%
portion of my job which is typing code
 

00:40:20.000 --> 00:40:22.750 align:start position:0%
portion of my job which is typing code
at<00:40:20.119><c> a</c><00:40:20.599><c> at</c><00:40:21.000><c> at</c><00:40:21.079><c> a</c><00:40:21.200><c> computer</c><00:40:22.079><c> and</c><00:40:22.240><c> I</c><00:40:22.400><c> I</c><00:40:22.560><c> I</c><00:40:22.599><c> would</c>

00:40:22.750 --> 00:40:22.760 align:start position:0%
at a at at a computer and I I I would
 

00:40:22.760 --> 00:40:24.870 align:start position:0%
at a at at a computer and I I I would
estimate<00:40:23.160><c> I</c><00:40:23.240><c> am</c><00:40:23.480><c> two</c><00:40:23.680><c> to</c><00:40:23.920><c> three</c><00:40:24.200><c> times</c><00:40:24.640><c> more</c>

00:40:24.870 --> 00:40:24.880 align:start position:0%
estimate I am two to three times more
 

00:40:24.880 --> 00:40:27.950 align:start position:0%
estimate I am two to three times more
produ<00:40:25.359><c> like</c><00:40:25.599><c> faster</c><00:40:26.319><c> at</c><00:40:26.920><c> turning</c><00:40:27.599><c> thoughts</c>

00:40:27.950 --> 00:40:27.960 align:start position:0%
produ like faster at turning thoughts
 

00:40:27.960 --> 00:40:30.109 align:start position:0%
produ like faster at turning thoughts
into<00:40:28.359><c> working</c><00:40:28.760><c> code</c><00:40:29.040><c> than</c><00:40:29.160><c> I</c><00:40:29.280><c> was</c><00:40:29.480><c> before</c><00:40:29.960><c> but</c>

00:40:30.109 --> 00:40:30.119 align:start position:0%
into working code than I was before but
 

00:40:30.119 --> 00:40:31.910 align:start position:0%
into working code than I was before but
that's<00:40:30.319><c> only</c><00:40:30.560><c> 10%</c><00:40:31.040><c> of</c><00:40:31.160><c> my</c><00:40:31.319><c> job</c><00:40:31.599><c> like</c><00:40:31.720><c> as</c><00:40:31.800><c> a</c>

00:40:31.910 --> 00:40:31.920 align:start position:0%
that's only 10% of my job like as a
 

00:40:31.920 --> 00:40:33.670 align:start position:0%
that's only 10% of my job like as a
software<00:40:32.240><c> engineer</c><00:40:32.880><c> as</c><00:40:33.240><c> once</c><00:40:33.359><c> you're</c><00:40:33.560><c> once</c>

00:40:33.670 --> 00:40:33.680 align:start position:0%
software engineer as once you're once
 

00:40:33.680 --> 00:40:35.069 align:start position:0%
software engineer as once you're once
you're<00:40:33.880><c> sort</c><00:40:34.000><c> of</c><00:40:34.200><c> more</c><00:40:34.480><c> senior</c><00:40:34.800><c> software</c>

00:40:35.069 --> 00:40:35.079 align:start position:0%
you're sort of more senior software
 

00:40:35.079 --> 00:40:36.950 align:start position:0%
you're sort of more senior software
engineer<00:40:35.640><c> the</c><00:40:35.800><c> typing</c><00:40:36.079><c> in</c><00:40:36.200><c> the</c><00:40:36.319><c> code</c><00:40:36.520><c> bit</c><00:40:36.760><c> is</c>

00:40:36.950 --> 00:40:36.960 align:start position:0%
engineer the typing in the code bit is
 

00:40:36.960 --> 00:40:38.870 align:start position:0%
engineer the typing in the code bit is
is<00:40:37.119><c> not</c><00:40:37.359><c> near</c><00:40:37.599><c> you</c><00:40:37.760><c> spend</c><00:40:38.040><c> way</c><00:40:38.200><c> more</c><00:40:38.400><c> time</c>

00:40:38.870 --> 00:40:38.880 align:start position:0%
is not near you spend way more time
 

00:40:38.880 --> 00:40:40.550 align:start position:0%
is not near you spend way more time
researching<00:40:39.640><c> and</c><00:40:39.880><c> figuring</c><00:40:40.200><c> out</c><00:40:40.359><c> what</c><00:40:40.480><c> the</c>

00:40:40.550 --> 00:40:40.560 align:start position:0%
researching and figuring out what the
 

00:40:40.560 --> 00:40:42.349 align:start position:0%
researching and figuring out what the
requirements<00:40:41.000><c> for</c><00:40:41.119><c> the</c><00:40:41.280><c> thing</c><00:40:41.480><c> are</c><00:40:41.760><c> and</c><00:40:42.200><c> all</c>

00:40:42.349 --> 00:40:42.359 align:start position:0%
requirements for the thing are and all
 

00:40:42.359 --> 00:40:45.910 align:start position:0%
requirements for the thing are and all
of<00:40:42.520><c> those</c><00:40:42.720><c> other</c><00:40:42.960><c> activities</c><00:40:43.920><c> um</c><00:40:44.680><c> so</c><00:40:45.640><c> huge</c>

00:40:45.910 --> 00:40:45.920 align:start position:0%
of those other activities um so huge
 

00:40:45.920 --> 00:40:48.349 align:start position:0%
of those other activities um so huge
boost<00:40:46.240><c> for</c><00:40:46.480><c> for</c><00:40:46.760><c> typing</c><00:40:47.280><c> for</c><00:40:47.520><c> for</c><00:40:47.680><c> for</c><00:40:47.880><c> typing</c>

00:40:48.349 --> 00:40:48.359 align:start position:0%
boost for for typing for for for typing
 

00:40:48.359 --> 00:40:52.030 align:start position:0%
boost for for typing for for for typing
code<00:40:49.200><c> the</c><00:40:49.359><c> other</c><00:40:49.640><c> thing</c><00:40:50.160><c> that's</c><00:40:50.839><c> and</c><00:40:51.079><c> and</c><00:40:51.680><c> it</c>

00:40:52.030 --> 00:40:52.040 align:start position:0%
code the other thing that's and and it
 

00:40:52.040 --> 00:40:53.349 align:start position:0%
code the other thing that's and and it
does<00:40:52.280><c> speed</c><00:40:52.560><c> up</c><00:40:52.720><c> a</c><00:40:52.800><c> lot</c><00:40:52.920><c> of</c><00:40:53.040><c> the</c><00:40:53.160><c> other</c>

00:40:53.349 --> 00:40:53.359 align:start position:0%
does speed up a lot of the other
 

00:40:53.359 --> 00:40:55.349 align:start position:0%
does speed up a lot of the other
activities<00:40:53.880><c> the</c><00:40:54.040><c> research</c><00:40:54.599><c> activity</c><00:40:55.160><c> in</c>

00:40:55.349 --> 00:40:55.359 align:start position:0%
activities the research activity in
 

00:40:55.359 --> 00:40:57.990 align:start position:0%
activities the research activity in
particular<00:40:56.160><c> like</c><00:40:56.800><c> if</c><00:40:56.960><c> I</c><00:40:57.359><c> need</c><00:40:57.599><c> a</c><00:40:57.720><c> little</c>

00:40:57.990 --> 00:40:58.000 align:start position:0%
particular like if I need a little
 

00:40:58.000 --> 00:41:00.309 align:start position:0%
particular like if I need a little
JavaScript<00:40:58.560><c> library</c><00:40:59.079><c> to</c><00:40:59.359><c> solve</c><00:40:59.680><c> a</c><00:40:59.880><c> particular</c>

00:41:00.309 --> 00:41:00.319 align:start position:0%
JavaScript library to solve a particular
 

00:41:00.319 --> 00:41:02.670 align:start position:0%
JavaScript library to solve a particular
problem<00:41:01.280><c> because</c><00:41:01.520><c> I</c><00:41:01.640><c> have</c><00:41:01.800><c> a</c><00:41:02.119><c> I</c><00:41:02.280><c> I</c><00:41:02.400><c> I</c><00:41:02.480><c> have</c><00:41:02.560><c> a</c>

00:41:02.670 --> 00:41:02.680 align:start position:0%
problem because I have a I I I have a
 

00:41:02.680 --> 00:41:04.670 align:start position:0%
problem because I have a I I I have a
bias<00:41:02.920><c> towards</c><00:41:03.160><c> boring</c><00:41:03.560><c> technology</c><00:41:04.040><c> anyway</c><00:41:04.560><c> if</c>

00:41:04.670 --> 00:41:04.680 align:start position:0%
bias towards boring technology anyway if
 

00:41:04.680 --> 00:41:07.870 align:start position:0%
bias towards boring technology anyway if
I<00:41:04.839><c> ask</c><00:41:05.280><c> Claude</c><00:41:05.560><c> or</c><00:41:05.839><c> gp4</c><00:41:06.839><c> it</c><00:41:07.000><c> will</c><00:41:07.240><c> I</c><00:41:07.400><c> always</c><00:41:07.640><c> ask</c>

00:41:07.870 --> 00:41:07.880 align:start position:0%
I ask Claude or gp4 it will I always ask
 

00:41:07.880 --> 00:41:09.950 align:start position:0%
I ask Claude or gp4 it will I always ask
for<00:41:08.079><c> options</c><00:41:08.520><c> I</c><00:41:08.640><c> always</c><00:41:08.839><c> say</c><00:41:09.200><c> give</c><00:41:09.359><c> me</c><00:41:09.599><c> options</c>

00:41:09.950 --> 00:41:09.960 align:start position:0%
for options I always say give me options
 

00:41:09.960 --> 00:41:12.069 align:start position:0%
for options I always say give me options
for<00:41:10.200><c> solving</c><00:41:10.640><c> this</c><00:41:10.880><c> problem</c><00:41:11.560><c> and</c><00:41:11.680><c> it</c><00:41:11.760><c> spits</c>

00:41:12.069 --> 00:41:12.079 align:start position:0%
for solving this problem and it spits
 

00:41:12.079 --> 00:41:13.910 align:start position:0%
for solving this problem and it spits
out<00:41:12.240><c> three</c><00:41:12.400><c> or</c><00:41:12.560><c> four</c><00:41:13.040><c> and</c><00:41:13.200><c> then</c><00:41:13.480><c> I</c><00:41:13.560><c> can</c><00:41:13.680><c> go</c><00:41:13.800><c> and</c>

00:41:13.910 --> 00:41:13.920 align:start position:0%
out three or four and then I can go and
 

00:41:13.920 --> 00:41:15.270 align:start position:0%
out three or four and then I can go and
look<00:41:14.040><c> at</c><00:41:14.160><c> those</c><00:41:14.359><c> and</c><00:41:14.440><c> it's</c><00:41:14.640><c> effectively</c><00:41:15.000><c> using</c>

00:41:15.270 --> 00:41:15.280 align:start position:0%
look at those and it's effectively using
 

00:41:15.280 --> 00:41:17.630 align:start position:0%
look at those and it's effectively using
as<00:41:15.400><c> a</c><00:41:15.599><c> slightly</c><00:41:16.520><c> better</c><00:41:16.839><c> slightly</c><00:41:17.200><c> faster</c><00:41:17.480><c> and</c>

00:41:17.630 --> 00:41:17.640 align:start position:0%
as a slightly better slightly faster and
 

00:41:17.640 --> 00:41:19.349 align:start position:0%
as a slightly better slightly faster and
more<00:41:17.839><c> productive</c><00:41:18.240><c> Google</c><00:41:18.520><c> search</c><00:41:19.160><c> because</c>

00:41:19.349 --> 00:41:19.359 align:start position:0%
more productive Google search because
 

00:41:19.359 --> 00:41:20.750 align:start position:0%
more productive Google search because
you<00:41:19.480><c> can</c><00:41:19.640><c> say</c><00:41:19.839><c> things</c><00:41:20.000><c> to</c><00:41:20.119><c> it</c><00:41:20.240><c> like</c><00:41:20.480><c> okay</c><00:41:20.640><c> now</c>

00:41:20.750 --> 00:41:20.760 align:start position:0%
you can say things to it like okay now
 

00:41:20.760 --> 00:41:23.309 align:start position:0%
you can say things to it like okay now
show<00:41:20.960><c> me</c><00:41:21.440><c> an</c><00:41:21.640><c> ex</c><00:41:22.000><c> example</c><00:41:22.400><c> code</c><00:41:22.800><c> that</c><00:41:22.920><c> uses</c>

00:41:23.309 --> 00:41:23.319 align:start position:0%
show me an ex example code that uses
 

00:41:23.319 --> 00:41:24.990 align:start position:0%
show me an ex example code that uses
that<00:41:23.480><c> option</c><00:41:23.960><c> if</c><00:41:24.040><c> you're</c><00:41:24.160><c> using</c><00:41:24.400><c> Claude</c><00:41:24.720><c> sonit</c>

00:41:24.990 --> 00:41:25.000 align:start position:0%
that option if you're using Claude sonit
 

00:41:25.000 --> 00:41:26.430 align:start position:0%
that option if you're using Claude sonit
you<00:41:25.079><c> can</c><00:41:25.200><c> say</c><00:41:25.440><c> show</c><00:41:25.680><c> me</c><00:41:25.800><c> the</c><00:41:25.920><c> interactive</c>

00:41:26.430 --> 00:41:26.440 align:start position:0%
you can say show me the interactive
 

00:41:26.440 --> 00:41:28.710 align:start position:0%
you can say show me the interactive
prototype<00:41:26.880><c> of</c><00:41:26.960><c> that</c><00:41:27.079><c> opt</c>

00:41:28.710 --> 00:41:28.720 align:start position:0%
prototype of that opt
 

00:41:28.720 --> 00:41:31.670 align:start position:0%
prototype of that opt
um<00:41:29.720><c> all</c><00:41:29.839><c> of</c><00:41:30.079><c> that</c><00:41:30.280><c> so</c><00:41:30.880><c> that</c><00:41:31.079><c> that</c><00:41:31.240><c> research</c>

00:41:31.670 --> 00:41:31.680 align:start position:0%
um all of that so that that research
 

00:41:31.680 --> 00:41:34.470 align:start position:0%
um all of that so that that research
stuff<00:41:31.880><c> happens</c><00:41:32.240><c> more</c><00:41:32.400><c> quickly</c><00:41:32.720><c> for</c><00:41:32.960><c> me</c><00:41:33.680><c> um</c>

00:41:34.470 --> 00:41:34.480 align:start position:0%
stuff happens more quickly for me um
 

00:41:34.480 --> 00:41:35.710 align:start position:0%
stuff happens more quickly for me um
there's<00:41:34.640><c> a</c><00:41:34.760><c> whole</c><00:41:34.880><c> bunch</c><00:41:35.040><c> of</c><00:41:35.200><c> those</c><00:41:35.359><c> sort</c><00:41:35.520><c> of</c>

00:41:35.710 --> 00:41:35.720 align:start position:0%
there's a whole bunch of those sort of
 

00:41:35.720 --> 00:41:37.829 align:start position:0%
there's a whole bunch of those sort of
smaller<00:41:36.200><c> productivity</c><00:41:36.720><c> boosts</c><00:41:37.359><c> the</c><00:41:37.520><c> bigger</c>

00:41:37.829 --> 00:41:37.839 align:start position:0%
smaller productivity boosts the bigger
 

00:41:37.839 --> 00:41:40.030 align:start position:0%
smaller productivity boosts the bigger
one<00:41:38.119><c> the</c><00:41:38.240><c> more</c><00:41:38.440><c> interesting</c><00:41:38.880><c> one</c><00:41:39.040><c> for</c><00:41:39.240><c> me</c><00:41:39.680><c> is</c>

00:41:40.030 --> 00:41:40.040 align:start position:0%
one the more interesting one for me is
 

00:41:40.040 --> 00:41:42.470 align:start position:0%
one the more interesting one for me is
um<00:41:40.599><c> I</c><00:41:40.720><c> can</c><00:41:40.880><c> take</c><00:41:41.280><c> I</c><00:41:41.480><c> can</c><00:41:41.640><c> take</c><00:41:41.839><c> on</c><00:41:42.040><c> much</c><00:41:42.200><c> more</c>

00:41:42.470 --> 00:41:42.480 align:start position:0%
um I can take I can take on much more
 

00:41:42.480 --> 00:41:44.390 align:start position:0%
um I can take I can take on much more
ambitious<00:41:42.960><c> project</c><00:41:43.480><c> because</c><00:41:43.680><c> I'm</c><00:41:43.839><c> no</c><00:41:44.040><c> longer</c>

00:41:44.390 --> 00:41:44.400 align:start position:0%
ambitious project because I'm no longer
 

00:41:44.400 --> 00:41:46.790 align:start position:0%
ambitious project because I'm no longer
limited<00:41:45.079><c> to</c><00:41:45.760><c> the</c><00:41:45.920><c> things</c><00:41:46.200><c> that</c><00:41:46.359><c> I</c><00:41:46.520><c> already</c>

00:41:46.790 --> 00:41:46.800 align:start position:0%
limited to the things that I already
 

00:41:46.800 --> 00:41:49.309 align:start position:0%
limited to the things that I already
know<00:41:47.040><c> all</c><00:41:47.200><c> of</c><00:41:47.319><c> the</c><00:41:47.480><c> trivia</c><00:41:48.119><c> about</c><00:41:48.839><c> and</c><00:41:48.960><c> I</c><00:41:49.079><c> feel</c>

00:41:49.309 --> 00:41:49.319 align:start position:0%
know all of the trivia about and I feel
 

00:41:49.319 --> 00:41:51.309 align:start position:0%
know all of the trivia about and I feel
like<00:41:49.560><c> this</c><00:41:49.680><c> is</c><00:41:49.880><c> one</c><00:41:50.000><c> of</c><00:41:50.119><c> the</c><00:41:50.319><c> most</c><00:41:50.599><c> important</c>

00:41:51.309 --> 00:41:51.319 align:start position:0%
like this is one of the most important
 

00:41:51.319 --> 00:41:53.910 align:start position:0%
like this is one of the most important
aspects<00:41:51.640><c> of</c><00:41:51.800><c> all</c><00:41:51.920><c> of</c><00:41:52.079><c> this</c><00:41:52.440><c> is</c><00:41:53.200><c> if</c><00:41:53.319><c> you</c><00:41:53.480><c> want</c><00:41:53.640><c> to</c>

00:41:53.910 --> 00:41:53.920 align:start position:0%
aspects of all of this is if you want to
 

00:41:53.920 --> 00:41:56.309 align:start position:0%
aspects of all of this is if you want to
program<00:41:54.319><c> in</c><00:41:54.560><c> Python</c><00:41:54.839><c> or</c><00:41:55.040><c> JavaScript</c><00:41:55.560><c> or</c><00:41:55.760><c> go</c><00:41:56.160><c> or</c>

00:41:56.309 --> 00:41:56.319 align:start position:0%
program in Python or JavaScript or go or
 

00:41:56.319 --> 00:41:58.630 align:start position:0%
program in Python or JavaScript or go or
bash<00:41:56.720><c> or</c><00:41:56.880><c> whatever</c><00:41:57.480><c> there's</c><00:41:57.680><c> a</c><00:41:57.920><c> baseline</c><00:41:58.440><c> of</c>

00:41:58.630 --> 00:41:58.640 align:start position:0%
bash or whatever there's a baseline of
 

00:41:58.640 --> 00:42:00.430 align:start position:0%
bash or whatever there's a baseline of
trivia<00:41:59.079><c> that</c><00:41:59.160><c> you</c><00:41:59.280><c> need</c><00:41:59.440><c> to</c><00:41:59.680><c> have</c><00:42:00.200><c> at</c><00:42:00.359><c> the</c>

00:42:00.430 --> 00:42:00.440 align:start position:0%
trivia that you need to have at the
 

00:42:00.440 --> 00:42:01.670 align:start position:0%
trivia that you need to have at the
front<00:42:00.680><c> of</c><00:42:00.800><c> your</c><00:42:00.920><c> mind</c><00:42:01.119><c> you</c><00:42:01.200><c> need</c><00:42:01.319><c> to</c><00:42:01.400><c> know</c><00:42:01.560><c> how</c>

00:42:01.670 --> 00:42:01.680 align:start position:0%
front of your mind you need to know how
 

00:42:01.680 --> 00:42:03.309 align:start position:0%
front of your mind you need to know how
for<00:42:01.920><c> loops</c><00:42:02.200><c> work</c><00:42:02.359><c> and</c><00:42:02.480><c> how</c><00:42:02.760><c> conditionals</c><00:42:03.119><c> work</c>

00:42:03.309 --> 00:42:03.319 align:start position:0%
for loops work and how conditionals work
 

00:42:03.319 --> 00:42:05.630 align:start position:0%
for loops work and how conditionals work
and<00:42:03.680><c> all</c><00:42:03.800><c> of</c><00:42:04.000><c> that</c><00:42:04.160><c> kind</c><00:42:04.319><c> of</c><00:42:04.520><c> stuff</c><00:42:04.960><c> and</c><00:42:05.160><c> so</c><00:42:05.560><c> I</c>

00:42:05.630 --> 00:42:05.640 align:start position:0%
and all of that kind of stuff and so I
 

00:42:05.640 --> 00:42:07.150 align:start position:0%
and all of that kind of stuff and so I
think<00:42:05.800><c> there</c><00:42:05.920><c> is</c><00:42:06.040><c> a</c><00:42:06.280><c> limit</c><00:42:06.599><c> on</c><00:42:06.720><c> the</c><00:42:06.839><c> number</c><00:42:07.040><c> of</c>

00:42:07.150 --> 00:42:07.160 align:start position:0%
think there is a limit on the number of
 

00:42:07.160 --> 00:42:09.109 align:start position:0%
think there is a limit on the number of
programming<00:42:07.560><c> languages</c><00:42:08.000><c> most</c><00:42:08.280><c> people</c><00:42:08.640><c> can</c>

00:42:09.109 --> 00:42:09.119 align:start position:0%
programming languages most people can
 

00:42:09.119 --> 00:42:11.670 align:start position:0%
programming languages most people can
work<00:42:09.440><c> in</c><00:42:09.760><c> like</c><00:42:09.960><c> I've</c><00:42:10.119><c> found</c><00:42:10.720><c> personally</c><00:42:11.520><c> I</c>

00:42:11.670 --> 00:42:11.680 align:start position:0%
work in like I've found personally I
 

00:42:11.680 --> 00:42:13.309 align:start position:0%
work in like I've found personally I
Capt<00:42:11.960><c> out</c><00:42:12.119><c> at</c><00:42:12.240><c> about</c><00:42:12.440><c> four</c><00:42:12.680><c> or</c><00:42:12.880><c> five</c>

00:42:13.309 --> 00:42:13.319 align:start position:0%
Capt out at about four or five
 

00:42:13.319 --> 00:42:15.630 align:start position:0%
Capt out at about four or five
programming<00:42:13.760><c> languages</c><00:42:14.480><c> and</c><00:42:14.599><c> if</c><00:42:14.720><c> I</c><00:42:14.839><c> want</c><00:42:15.040><c> to</c>

00:42:15.630 --> 00:42:15.640 align:start position:0%
programming languages and if I want to
 

00:42:15.640 --> 00:42:17.589 align:start position:0%
programming languages and if I want to
start<00:42:15.920><c> using</c><00:42:16.240><c> another</c><00:42:16.520><c> one</c><00:42:16.839><c> there's</c><00:42:17.000><c> a</c><00:42:17.280><c> like</c><00:42:17.440><c> a</c>

00:42:17.589 --> 00:42:17.599 align:start position:0%
start using another one there's a like a
 

00:42:17.599 --> 00:42:19.670 align:start position:0%
start using another one there's a like a
month<00:42:17.880><c> potentially</c><00:42:18.240><c> a</c><00:42:18.319><c> monthl</c><00:42:18.599><c> long</c><00:42:18.800><c> spin</c><00:42:19.079><c> up</c>

00:42:19.670 --> 00:42:19.680 align:start position:0%
month potentially a monthl long spin up
 

00:42:19.680 --> 00:42:21.910 align:start position:0%
month potentially a monthl long spin up
for<00:42:19.839><c> me</c><00:42:20.000><c> to</c><00:42:20.200><c> start</c><00:42:20.720><c> get</c><00:42:20.920><c> get</c><00:42:21.319><c> and</c><00:42:21.480><c> that</c><00:42:21.599><c> means</c><00:42:21.839><c> I</c>

00:42:21.910 --> 00:42:21.920 align:start position:0%
for me to start get get and that means I
 

00:42:21.920 --> 00:42:24.270 align:start position:0%
for me to start get get and that means I
won't<00:42:22.160><c> do</c><00:42:22.319><c> it</c><00:42:22.599><c> right</c><00:42:22.839><c> why</c><00:42:22.960><c> would</c><00:42:23.119><c> I</c><00:42:23.280><c> use</c><00:42:23.559><c> go</c><00:42:24.119><c> to</c>

00:42:24.270 --> 00:42:24.280 align:start position:0%
won't do it right why would I use go to
 

00:42:24.280 --> 00:42:26.230 align:start position:0%
won't do it right why would I use go to
solve<00:42:24.520><c> a</c><00:42:24.720><c> problem</c><00:42:25.359><c> if</c><00:42:25.480><c> I</c><00:42:25.680><c> have</c><00:42:25.800><c> to</c><00:42:25.920><c> spend</c><00:42:26.119><c> a</c>

00:42:26.230 --> 00:42:26.240 align:start position:0%
solve a problem if I have to spend a
 

00:42:26.240 --> 00:42:27.950 align:start position:0%
solve a problem if I have to spend a
month<00:42:26.440><c> spinning</c><00:42:26.800><c> up</c><00:42:26.880><c> on</c><00:42:27.280><c> go</c><00:42:27.599><c> when</c><00:42:27.720><c> I</c><00:42:27.839><c> could</c>

00:42:27.950 --> 00:42:27.960 align:start position:0%
month spinning up on go when I could
 

00:42:27.960 --> 00:42:30.950 align:start position:0%
month spinning up on go when I could
solve<00:42:28.119><c> it</c><00:42:28.240><c> with</c><00:42:28.359><c> python</c><00:42:28.880><c> today</c><00:42:29.880><c> that</c><00:42:30.160><c> is</c><00:42:30.400><c> gone</c>

00:42:30.950 --> 00:42:30.960 align:start position:0%
solve it with python today that is gone
 

00:42:30.960 --> 00:42:33.829 align:start position:0%
solve it with python today that is gone
like<00:42:31.240><c> I</c><00:42:32.000><c> am</c><00:42:32.160><c> using</c><00:42:32.440><c> a</c><00:42:32.680><c> much</c><00:42:33.000><c> wider</c><00:42:33.440><c> range</c><00:42:33.720><c> of</c>

00:42:33.829 --> 00:42:33.839 align:start position:0%
like I am using a much wider range of
 

00:42:33.839 --> 00:42:35.030 align:start position:0%
like I am using a much wider range of
programming<00:42:34.200><c> languages</c><00:42:34.520><c> and</c><00:42:34.640><c> tools</c><00:42:34.920><c> right</c>

00:42:35.030 --> 00:42:35.040 align:start position:0%
programming languages and tools right
 

00:42:35.040 --> 00:42:37.430 align:start position:0%
programming languages and tools right
now<00:42:35.400><c> because</c><00:42:36.240><c> I</c><00:42:36.319><c> don't</c><00:42:36.520><c> need</c><00:42:36.720><c> to</c><00:42:36.839><c> know</c><00:42:37.000><c> how</c><00:42:37.119><c> for</c>

00:42:37.430 --> 00:42:37.440 align:start position:0%
now because I don't need to know how for
 

00:42:37.440 --> 00:42:39.950 align:start position:0%
now because I don't need to know how for
loops<00:42:37.680><c> and</c><00:42:37.839><c> go</c><00:42:38.079><c> work</c><00:42:38.440><c> I</c><00:42:38.559><c> need</c><00:42:38.720><c> to</c><00:42:39.280><c> understand</c>

00:42:39.950 --> 00:42:39.960 align:start position:0%
loops and go work I need to understand
 

00:42:39.960 --> 00:42:41.750 align:start position:0%
loops and go work I need to understand
the<00:42:40.079><c> sort</c><00:42:40.280><c> of</c><00:42:40.440><c> higher</c><00:42:40.720><c> level</c><00:42:40.960><c> concepts</c><00:42:41.319><c> of</c><00:42:41.480><c> go</c>

00:42:41.750 --> 00:42:41.760 align:start position:0%
the sort of higher level concepts of go
 

00:42:41.760 --> 00:42:43.549 align:start position:0%
the sort of higher level concepts of go
like<00:42:41.920><c> memory</c><00:42:42.240><c> management</c><00:42:42.800><c> and</c><00:42:43.040><c> co</c><00:42:43.359><c> go</c>

00:42:43.549 --> 00:42:43.559 align:start position:0%
like memory management and co go
 

00:42:43.559 --> 00:42:45.150 align:start position:0%
like memory management and co go
routines<00:42:43.920><c> and</c><00:42:44.040><c> all</c><00:42:44.160><c> of</c><00:42:44.359><c> that</c><00:42:44.480><c> kind</c><00:42:44.640><c> of</c><00:42:44.800><c> stuff</c>

00:42:45.150 --> 00:42:45.160 align:start position:0%
routines and all of that kind of stuff
 

00:42:45.160 --> 00:42:47.630 align:start position:0%
routines and all of that kind of stuff
but<00:42:45.280><c> I</c><00:42:45.359><c> don't</c><00:42:45.599><c> have</c><00:42:45.680><c> to</c><00:42:45.920><c> memorize</c><00:42:46.440><c> the</c><00:42:46.640><c> trivia</c>

00:42:47.630 --> 00:42:47.640 align:start position:0%
but I don't have to memorize the trivia
 

00:42:47.640 --> 00:42:50.309 align:start position:0%
but I don't have to memorize the trivia
so<00:42:48.480><c> given</c><00:42:48.839><c> that</c><00:42:49.079><c> I've</c><00:42:49.280><c> actually</c><00:42:49.559><c> shipped</c><00:42:50.040><c> go</c>

00:42:50.309 --> 00:42:50.319 align:start position:0%
so given that I've actually shipped go
 

00:42:50.319 --> 00:42:52.510 align:start position:0%
so given that I've actually shipped go
codes<00:42:50.680><c> to</c><00:42:50.960><c> production</c><00:42:51.680><c> despite</c><00:42:52.040><c> not</c><00:42:52.200><c> being</c><00:42:52.400><c> a</c>

00:42:52.510 --> 00:42:52.520 align:start position:0%
codes to production despite not being a
 

00:42:52.520 --> 00:42:54.270 align:start position:0%
codes to production despite not being a
go<00:42:52.800><c> programmer</c><00:42:53.359><c> just</c><00:42:53.520><c> sort</c><00:42:53.640><c> of</c><00:42:53.800><c> six</c><00:42:54.000><c> months</c>

00:42:54.270 --> 00:42:54.280 align:start position:0%
go programmer just sort of six months
 

00:42:54.280 --> 00:42:56.069 align:start position:0%
go programmer just sort of six months
ago<00:42:54.800><c> that's</c><00:42:55.000><c> been</c><00:42:55.160><c> running</c><00:42:55.520><c> happily</c><00:42:55.880><c> every</c>

00:42:56.069 --> 00:42:56.079 align:start position:0%
ago that's been running happily every
 

00:42:56.079 --> 00:42:57.790 align:start position:0%
ago that's been running happily every
day<00:42:56.359><c> and</c><00:42:56.480><c> it</c><00:42:56.559><c> has</c><00:42:56.720><c> unit</c><00:42:57.200><c> test</c><00:42:57.440><c> and</c><00:42:57.520><c> it</c><00:42:57.640><c> has</c>

00:42:57.790 --> 00:42:57.800 align:start position:0%
day and it has unit test and it has
 

00:42:57.800 --> 00:42:59.430 align:start position:0%
day and it has unit test and it has
continuous<00:42:58.240><c> integration</c><00:42:58.839><c> and</c><00:42:59.000><c> continuous</c>

00:42:59.430 --> 00:42:59.440 align:start position:0%
continuous integration and continuous
 

00:42:59.440 --> 00:43:01.230 align:start position:0%
continuous integration and continuous
deployment<00:42:59.920><c> and</c><00:43:00.280><c> all</c><00:43:00.440><c> of</c><00:43:00.599><c> the</c><00:43:00.800><c> stuff</c><00:43:01.000><c> that</c><00:43:01.160><c> I</c>

00:43:01.230 --> 00:43:01.240 align:start position:0%
deployment and all of the stuff that I
 

00:43:01.240 --> 00:43:04.430 align:start position:0%
deployment and all of the stuff that I
think<00:43:01.400><c> is</c><00:43:01.599><c> important</c><00:43:02.000><c> for</c><00:43:02.480><c> code</c><00:43:03.480><c> and</c><00:43:04.119><c> I</c><00:43:04.240><c> could</c>

00:43:04.430 --> 00:43:04.440 align:start position:0%
think is important for code and I could
 

00:43:04.440 --> 00:43:06.030 align:start position:0%
think is important for code and I could
do<00:43:04.680><c> that</c><00:43:04.920><c> because</c><00:43:05.160><c> the</c><00:43:05.280><c> language</c><00:43:05.599><c> model</c><00:43:05.880><c> could</c>

00:43:06.030 --> 00:43:06.040 align:start position:0%
do that because the language model could
 

00:43:06.040 --> 00:43:07.589 align:start position:0%
do that because the language model could
fill<00:43:06.280><c> in</c><00:43:06.480><c> all</c><00:43:06.599><c> of</c><00:43:06.800><c> those</c><00:43:07.040><c> little</c><00:43:07.280><c> sort</c><00:43:07.440><c> of</c>

00:43:07.589 --> 00:43:07.599 align:start position:0%
fill in all of those little sort of
 

00:43:07.599 --> 00:43:09.670 align:start position:0%
fill in all of those little sort of
trivia<00:43:07.960><c> bits</c><00:43:08.240><c> for</c><00:43:08.400><c> me</c><00:43:09.040><c> this</c><00:43:09.240><c> episode</c><00:43:09.559><c> is</c>

00:43:09.670 --> 00:43:09.680 align:start position:0%
trivia bits for me this episode is
 

00:43:09.680 --> 00:43:12.549 align:start position:0%
trivia bits for me this episode is
sponsored<00:43:10.079><c> by</c><00:43:10.319><c> tldr</c><00:43:11.319><c> tldr</c><00:43:11.880><c> is</c><00:43:11.960><c> a</c><00:43:12.040><c> free</c><00:43:12.280><c> daily</c>

00:43:12.549 --> 00:43:12.559 align:start position:0%
sponsored by tldr tldr is a free daily
 

00:43:12.559 --> 00:43:14.109 align:start position:0%
sponsored by tldr tldr is a free daily
newsletter<00:43:13.160><c> covering</c><00:43:13.400><c> the</c><00:43:13.559><c> most</c><00:43:13.760><c> interesting</c>

00:43:14.109 --> 00:43:14.119 align:start position:0%
newsletter covering the most interesting
 

00:43:14.119 --> 00:43:16.549 align:start position:0%
newsletter covering the most interesting
stores<00:43:14.440><c> in</c><00:43:14.599><c> Tech</c><00:43:14.960><c> startups</c><00:43:15.359><c> and</c><00:43:15.559><c> programming</c>

00:43:16.549 --> 00:43:16.559 align:start position:0%
stores in Tech startups and programming
 

00:43:16.559 --> 00:43:18.150 align:start position:0%
stores in Tech startups and programming
join<00:43:16.839><c> more</c><00:43:17.000><c> than</c><00:43:17.160><c> 1</c><00:43:17.319><c> million</c><00:43:17.599><c> readers</c><00:43:18.040><c> and</c>

00:43:18.150 --> 00:43:18.160 align:start position:0%
join more than 1 million readers and
 

00:43:18.160 --> 00:43:21.309 align:start position:0%
join more than 1 million readers and
sign<00:43:18.359><c> up</c><00:43:18.480><c> at</c><00:43:18.640><c> tldr</c><00:43:19.280><c> dotech</c><00:43:20.280><c> that</c><00:43:20.400><c> is</c>

00:43:21.309 --> 00:43:21.319 align:start position:0%
sign up at tldr dotech that is
 

00:43:21.319 --> 00:43:24.589 align:start position:0%
sign up at tldr dotech that is
tldr<00:43:22.359><c> dotech</c><00:43:23.359><c> I</c><00:43:23.680><c> sometimes</c><00:43:23.880><c> dread</c><00:43:24.240><c> going</c><00:43:24.480><c> back</c>

00:43:24.589 --> 00:43:24.599 align:start position:0%
tldr dotech I sometimes dread going back
 

00:43:24.599 --> 00:43:26.109 align:start position:0%
tldr dotech I sometimes dread going back
to<00:43:24.720><c> certain</c><00:43:25.079><c> side</c><00:43:25.359><c> projects</c><00:43:25.680><c> where</c><00:43:25.760><c> it</c><00:43:25.920><c> takes</c>

00:43:26.109 --> 00:43:26.119 align:start position:0%
to certain side projects where it takes
 

00:43:26.119 --> 00:43:28.470 align:start position:0%
to certain side projects where it takes
me<00:43:26.280><c> a</c><00:43:26.440><c> while</c><00:43:26.839><c> to</c><00:43:27.160><c> spin</c><00:43:27.359><c> up</c><00:43:27.480><c> and</c><00:43:27.680><c> remember</c><00:43:28.359><c> and</c>

00:43:28.470 --> 00:43:28.480 align:start position:0%
me a while to spin up and remember and
 

00:43:28.480 --> 00:43:31.190 align:start position:0%
me a while to spin up and remember and
it's<00:43:28.599><c> in</c><00:43:28.720><c> a</c><00:43:28.920><c> language</c><00:43:29.319><c> or</c><00:43:29.640><c> an</c><00:43:30.040><c> outdated</c><00:43:31.040><c> uh</c>

00:43:31.190 --> 00:43:31.200 align:start position:0%
it's in a language or an outdated uh
 

00:43:31.200 --> 00:43:32.910 align:start position:0%
it's in a language or an outdated uh
framework<00:43:31.880><c> that</c><00:43:32.040><c> that</c><00:43:32.160><c> I</c><00:43:32.280><c> just</c><00:43:32.440><c> don't</c><00:43:32.599><c> want</c><00:43:32.720><c> to</c>

00:43:32.910 --> 00:43:32.920 align:start position:0%
framework that that I just don't want to
 

00:43:32.920 --> 00:43:35.349 align:start position:0%
framework that that I just don't want to
touch<00:43:33.720><c> and</c><00:43:34.160><c> it</c><00:43:34.480><c> like</c><00:43:34.800><c> what</c><00:43:34.920><c> you</c><00:43:35.079><c> said</c><00:43:35.240><c> the</c>

00:43:35.349 --> 00:43:35.359 align:start position:0%
touch and it like what you said the
 

00:43:35.359 --> 00:43:36.870 align:start position:0%
touch and it like what you said the
confidence<00:43:35.800><c> is</c><00:43:36.000><c> is</c><00:43:36.200><c> higher</c><00:43:36.520><c> and</c><00:43:36.640><c> I</c><00:43:36.720><c> can</c>

00:43:36.870 --> 00:43:36.880 align:start position:0%
confidence is is higher and I can
 

00:43:36.880 --> 00:43:39.150 align:start position:0%
confidence is is higher and I can
actually<00:43:37.319><c> just</c><00:43:37.880><c> paste</c><00:43:38.160><c> Parts</c><00:43:38.359><c> into</c><00:43:38.599><c> chat</c><00:43:38.760><c> GPC</c>

00:43:39.150 --> 00:43:39.160 align:start position:0%
actually just paste Parts into chat GPC
 

00:43:39.160 --> 00:43:41.309 align:start position:0%
actually just paste Parts into chat GPC
or<00:43:39.240><c> turn</c><00:43:39.400><c> on</c><00:43:39.599><c> GitHub</c><00:43:39.920><c> copile</c><00:43:40.599><c> and</c><00:43:40.760><c> it'll</c><00:43:41.079><c> like</c>

00:43:41.309 --> 00:43:41.319 align:start position:0%
or turn on GitHub copile and it'll like
 

00:43:41.319 --> 00:43:43.630 align:start position:0%
or turn on GitHub copile and it'll like
I<00:43:41.480><c> know</c><00:43:42.000><c> what</c><00:43:42.200><c> good</c><00:43:42.480><c> looks</c><00:43:42.800><c> like</c><00:43:43.079><c> so</c><00:43:43.280><c> I</c><00:43:43.359><c> think</c>

00:43:43.630 --> 00:43:43.640 align:start position:0%
I know what good looks like so I think
 

00:43:43.640 --> 00:43:45.750 align:start position:0%
I know what good looks like so I think
when<00:43:43.800><c> when</c><00:43:43.920><c> you</c><00:43:44.040><c> know</c><00:43:44.359><c> that</c><00:43:44.839><c> even</c><00:43:45.119><c> a</c><00:43:45.240><c> different</c>

00:43:45.750 --> 00:43:45.760 align:start position:0%
when when you know that even a different
 

00:43:45.760 --> 00:43:48.150 align:start position:0%
when when you know that even a different
you<00:43:45.880><c> need</c><00:43:46.040><c> to</c><00:43:46.280><c> have</c><00:43:46.599><c> that</c><00:43:46.960><c> experience</c><00:43:47.599><c> like</c><00:43:48.000><c> if</c>

00:43:48.150 --> 00:43:48.160 align:start position:0%
you need to have that experience like if
 

00:43:48.160 --> 00:43:50.589 align:start position:0%
you need to have that experience like if
I<00:43:48.280><c> was</c><00:43:48.440><c> a</c><00:43:48.880><c> a</c><00:43:49.040><c> brand</c><00:43:49.280><c> new</c><00:43:49.480><c> programmer</c><00:43:50.319><c> I</c><00:43:50.400><c> don't</c>

00:43:50.589 --> 00:43:50.599 align:start position:0%
I was a a brand new programmer I don't
 

00:43:50.599 --> 00:43:52.230 align:start position:0%
I was a a brand new programmer I don't
think<00:43:50.760><c> it</c><00:43:50.880><c> would</c><00:43:51.200><c> I'd</c><00:43:51.359><c> be</c><00:43:51.520><c> using</c><00:43:51.760><c> it</c><00:43:51.880><c> to</c><00:43:52.040><c> write</c>

00:43:52.230 --> 00:43:52.240 align:start position:0%
think it would I'd be using it to write
 

00:43:52.240 --> 00:43:54.430 align:start position:0%
think it would I'd be using it to write
go<00:43:52.520><c> despite</c><00:43:52.880><c> not</c><00:43:53.240><c> knowing</c><00:43:53.640><c> go</c><00:43:53.960><c> but</c><00:43:54.200><c> I've</c><00:43:54.319><c> got</c>

00:43:54.430 --> 00:43:54.440 align:start position:0%
go despite not knowing go but I've got
 

00:43:54.440 --> 00:43:57.109 align:start position:0%
go despite not knowing go but I've got
20<00:43:54.720><c> years</c><00:43:54.839><c> of</c><00:43:55.000><c> experience</c><00:43:56.000><c> I</c><00:43:56.240><c> I</c><00:43:56.359><c> can</c><00:43:56.559><c> look</c><00:43:56.839><c> I</c>

00:43:57.109 --> 00:43:57.119 align:start position:0%
20 years of experience I I can look I
 

00:43:57.119 --> 00:43:58.670 align:start position:0%
20 years of experience I I can look I
can<00:43:57.240><c> read</c><00:43:57.559><c> code</c><00:43:57.800><c> that</c><00:43:57.920><c> it's</c><00:43:58.119><c> written</c><00:43:58.440><c> in</c><00:43:58.520><c> a</c>

00:43:58.670 --> 00:43:58.680 align:start position:0%
can read code that it's written in a
 

00:43:58.680 --> 00:44:00.390 align:start position:0%
can read code that it's written in a
language<00:43:59.000><c> that</c><00:43:59.079><c> I</c><00:43:59.200><c> don't</c><00:43:59.400><c> know</c><00:43:59.640><c> very</c><00:43:59.839><c> well</c><00:44:00.240><c> and</c>

00:44:00.390 --> 00:44:00.400 align:start position:0%
language that I don't know very well and
 

00:44:00.400 --> 00:44:02.870 align:start position:0%
language that I don't know very well and
I<00:44:00.480><c> can</c><00:44:00.720><c> still</c><00:44:01.040><c> make</c><00:44:01.160><c> a</c><00:44:01.480><c> pretty</c><00:44:01.880><c> good</c><00:44:02.680><c> like</c>

00:44:02.870 --> 00:44:02.880 align:start position:0%
I can still make a pretty good like
 

00:44:02.880 --> 00:44:04.470 align:start position:0%
I can still make a pretty good like
evaluation<00:44:03.400><c> of</c><00:44:03.599><c> if</c><00:44:03.760><c> that's</c><00:44:04.000><c> doing</c><00:44:04.280><c> what</c><00:44:04.400><c> I</c>

00:44:04.470 --> 00:44:04.480 align:start position:0%
evaluation of if that's doing what I
 

00:44:04.480 --> 00:44:06.190 align:start position:0%
evaluation of if that's doing what I
needed<00:44:04.760><c> to</c><00:44:04.880><c> do</c><00:44:05.079><c> and</c><00:44:05.200><c> if</c><00:44:05.359><c> that</c><00:44:05.480><c> looks</c><00:44:05.760><c> like</c><00:44:05.920><c> it's</c>

00:44:06.190 --> 00:44:06.200 align:start position:0%
needed to do and if that looks like it's
 

00:44:06.200 --> 00:44:09.510 align:start position:0%
needed to do and if that looks like it's
good<00:44:07.079><c> um</c><00:44:07.920><c> I</c><00:44:08.000><c> guess</c><00:44:08.200><c> there's</c><00:44:08.359><c> an</c><00:44:09.240><c> important</c>

00:44:09.510 --> 00:44:09.520 align:start position:0%
good um I guess there's an important
 

00:44:09.520 --> 00:44:10.950 align:start position:0%
good um I guess there's an important
disclaimer<00:44:10.040><c> right</c><00:44:10.200><c> that</c><00:44:10.440><c> the</c><00:44:10.559><c> more</c><00:44:10.720><c> you</c><00:44:10.839><c> look</c>

00:44:10.950 --> 00:44:10.960 align:start position:0%
disclaimer right that the more you look
 

00:44:10.960 --> 00:44:12.270 align:start position:0%
disclaimer right that the more you look
at<00:44:11.119><c> languages</c><00:44:11.559><c> as</c><00:44:11.720><c> long</c><00:44:11.880><c> as</c><00:44:12.000><c> it's</c><00:44:12.119><c> an</c>

00:44:12.270 --> 00:44:12.280 align:start position:0%
at languages as long as it's an
 

00:44:12.280 --> 00:44:15.150 align:start position:0%
at languages as long as it's an
imperative<00:44:12.760><c> language</c><00:44:13.359><c> like</c><00:44:14.359><c> you</c><00:44:14.520><c> can</c><00:44:14.720><c> read</c><00:44:14.920><c> it</c>

00:44:15.150 --> 00:44:15.160 align:start position:0%
imperative language like you can read it
 

00:44:15.160 --> 00:44:16.670 align:start position:0%
imperative language like you can read it
right<00:44:15.559><c> I</c><00:44:15.640><c> think</c><00:44:15.760><c> it</c><00:44:15.839><c> will</c><00:44:15.960><c> be</c><00:44:16.119><c> a</c><00:44:16.240><c> bit</c><00:44:16.400><c> different</c>

00:44:16.670 --> 00:44:16.680 align:start position:0%
right I think it will be a bit different
 

00:44:16.680 --> 00:44:18.910 align:start position:0%
right I think it will be a bit different
if<00:44:16.839><c> you</c><00:44:17.720><c> we</c><00:44:17.839><c> we</c><00:44:17.960><c> don't</c><00:44:18.079><c> really</c><00:44:18.200><c> to</c><00:44:18.319><c> use</c><00:44:18.760><c> some</c>

00:44:18.910 --> 00:44:18.920 align:start position:0%
if you we we don't really to use some
 

00:44:18.920 --> 00:44:20.390 align:start position:0%
if you we we don't really to use some
languages<00:44:19.319><c> are</c><00:44:19.480><c> not</c><00:44:19.640><c> as</c><00:44:19.839><c> popular</c><00:44:20.200><c> like</c>

00:44:20.390 --> 00:44:20.400 align:start position:0%
languages are not as popular like
 

00:44:20.400 --> 00:44:22.910 align:start position:0%
languages are not as popular like
prologue<00:44:20.880><c> and</c><00:44:21.160><c> SML</c><00:44:21.599><c> and</c><00:44:21.800><c> some</c><00:44:21.960><c> of</c><00:44:22.280><c> these</c>

00:44:22.910 --> 00:44:22.920 align:start position:0%
prologue and SML and some of these
 

00:44:22.920 --> 00:44:25.950 align:start position:0%
prologue and SML and some of these
really<00:44:23.920><c> trust</c><00:44:24.359><c> myself</c><00:44:25.359><c> yeah</c><00:44:25.559><c> I</c><00:44:25.640><c> would</c><00:44:25.760><c> not</c>

00:44:25.950 --> 00:44:25.960 align:start position:0%
really trust myself yeah I would not
 

00:44:25.960 --> 00:44:27.950 align:start position:0%
really trust myself yeah I would not
trust<00:44:26.240><c> myself</c><00:44:26.520><c> to</c><00:44:26.640><c> just</c><00:44:26.760><c> look</c><00:44:27.280><c> prologue</c><00:44:27.720><c> code</c>

00:44:27.950 --> 00:44:27.960 align:start position:0%
trust myself to just look prologue code
 

00:44:27.960 --> 00:44:30.030 align:start position:0%
trust myself to just look prologue code
that<00:44:28.079><c> it</c><00:44:28.200><c> had</c><00:44:28.319><c> written</c><00:44:28.640><c> me</c><00:44:28.960><c> and</c><00:44:29.319><c> make</c><00:44:29.599><c> a</c>

00:44:30.030 --> 00:44:30.040 align:start position:0%
that it had written me and make a
 

00:44:30.040 --> 00:44:31.349 align:start position:0%
that it had written me and make a
judgment<00:44:30.520><c> as</c><00:44:30.640><c> to</c><00:44:30.800><c> whether</c><00:44:30.960><c> that</c><00:44:31.040><c> was</c><00:44:31.200><c> good</c>

00:44:31.349 --> 00:44:31.359 align:start position:0%
judgment as to whether that was good
 

00:44:31.359 --> 00:44:33.109 align:start position:0%
judgment as to whether that was good
prologue<00:44:31.760><c> code</c><00:44:32.079><c> but</c><00:44:32.240><c> I</c><00:44:32.319><c> feel</c><00:44:32.520><c> like</c><00:44:32.680><c> I</c><00:44:32.760><c> can</c><00:44:32.920><c> do</c>

00:44:33.109 --> 00:44:33.119 align:start position:0%
prologue code but I feel like I can do
 

00:44:33.119 --> 00:44:34.589 align:start position:0%
prologue code but I feel like I can do
that<00:44:33.359><c> with</c><00:44:33.599><c> with</c><00:44:33.800><c> with</c><00:44:33.920><c> languages</c><00:44:34.280><c> like</c><00:44:34.440><c> go</c>

00:44:34.589 --> 00:44:34.599 align:start position:0%
that with with with languages like go
 

00:44:34.599 --> 00:44:37.750 align:start position:0%
that with with with languages like go
and<00:44:34.760><c> rust</c><00:44:35.160><c> you</c><00:44:35.319><c> know</c><00:44:35.760><c> yeah</c><00:44:36.680><c> so</c><00:44:37.000><c> so</c><00:44:37.359><c> with</c><00:44:37.559><c> with</c>

00:44:37.750 --> 00:44:37.760 align:start position:0%
and rust you know yeah so so with with
 

00:44:37.760 --> 00:44:40.150 align:start position:0%
and rust you know yeah so so with with
that<00:44:38.200><c> I</c><00:44:38.319><c> think</c><00:44:38.480><c> it's</c><00:44:39.040><c> good</c><00:44:39.640><c> by</c><00:44:39.760><c> the</c><00:44:39.839><c> way</c><00:44:39.960><c> thanks</c>

00:44:40.150 --> 00:44:40.160 align:start position:0%
that I think it's good by the way thanks
 

00:44:40.160 --> 00:44:41.470 align:start position:0%
that I think it's good by the way thanks
for<00:44:40.280><c> sharing</c><00:44:40.680><c> I</c><00:44:40.760><c> think</c><00:44:40.839><c> it's</c><00:44:40.960><c> great</c><00:44:41.119><c> to</c><00:44:41.240><c> see</c>

00:44:41.470 --> 00:44:41.480 align:start position:0%
for sharing I think it's great to see
 

00:44:41.480 --> 00:44:43.349 align:start position:0%
for sharing I think it's great to see
that<00:44:41.760><c> you</c><00:44:41.920><c> are</c><00:44:42.160><c> getting</c><00:44:42.480><c> productivity</c><00:44:43.040><c> and</c>

00:44:43.349 --> 00:44:43.359 align:start position:0%
that you are getting productivity and
 

00:44:43.359 --> 00:44:45.630 align:start position:0%
that you are getting productivity and
but<00:44:43.480><c> it</c><00:44:43.640><c> also</c><00:44:43.839><c> took</c><00:44:44.000><c> a</c><00:44:44.119><c> lot</c><00:44:44.240><c> of</c><00:44:44.400><c> work</c><00:44:44.800><c> I</c><00:44:44.960><c> I</c><00:44:45.079><c> think</c>

00:44:45.630 --> 00:44:45.640 align:start position:0%
but it also took a lot of work I I think
 

00:44:45.640 --> 00:44:48.589 align:start position:0%
but it also took a lot of work I I think
like<00:44:45.920><c> a</c><00:44:46.119><c> big</c><00:44:46.319><c> takeaway</c><00:44:46.839><c> for</c><00:44:47.119><c> for</c><00:44:47.280><c> me</c><00:44:47.839><c> would</c><00:44:48.040><c> be</c>

00:44:48.589 --> 00:44:48.599 align:start position:0%
like a big takeaway for for me would be
 

00:44:48.599 --> 00:44:50.390 align:start position:0%
like a big takeaway for for me would be
anyone<00:44:48.920><c> who's</c><00:44:49.079><c> trying</c><00:44:49.400><c> out</c><00:44:49.640><c> is</c><00:44:49.839><c> like</c><00:44:50.079><c> like</c><00:44:50.240><c> put</c>

00:44:50.390 --> 00:44:50.400 align:start position:0%
anyone who's trying out is like like put
 

00:44:50.400 --> 00:44:52.270 align:start position:0%
anyone who's trying out is like like put
in<00:44:50.520><c> the</c><00:44:50.680><c> work</c><00:44:50.960><c> and</c><00:44:51.240><c> experiment</c><00:44:51.640><c> to</c><00:44:51.800><c> figure</c><00:44:52.000><c> out</c>

00:44:52.270 --> 00:44:52.280 align:start position:0%
in the work and experiment to figure out
 

00:44:52.280 --> 00:44:53.990 align:start position:0%
in the work and experiment to figure out
what<00:44:52.760><c> what</c><00:44:52.960><c> workflow</c><00:44:53.400><c> works</c><00:44:53.599><c> for</c><00:44:53.720><c> yourself</c>

00:44:53.990 --> 00:44:54.000 align:start position:0%
what what workflow works for yourself
 

00:44:54.000 --> 00:44:55.549 align:start position:0%
what what workflow works for yourself
and<00:44:54.119><c> that</c><00:44:54.280><c> there's</c><00:44:54.440><c> just</c><00:44:54.680><c> no</c><00:44:55.000><c> answers</c><00:44:55.400><c> I</c><00:44:55.440><c> mean</c>

00:44:55.549 --> 00:44:55.559 align:start position:0%
and that there's just no answers I mean
 

00:44:55.559 --> 00:44:57.470 align:start position:0%
and that there's just no answers I mean
you've<00:44:55.720><c> been</c><00:44:56.520><c> I</c><00:44:56.640><c> I</c><00:44:56.720><c> think</c><00:44:56.839><c> you</c><00:44:57.040><c> you've</c><00:44:57.200><c> been</c>

00:44:57.470 --> 00:44:57.480 align:start position:0%
you've been I I think you you've been
 

00:44:57.480 --> 00:44:58.950 align:start position:0%
you've been I I think you you've been
experimenting<00:44:58.079><c> a</c><00:44:58.200><c> lot</c><00:44:58.359><c> more</c><00:44:58.559><c> than</c><00:44:58.760><c> most</c>

00:44:58.950 --> 00:44:58.960 align:start position:0%
experimenting a lot more than most
 

00:44:58.960 --> 00:45:01.109 align:start position:0%
experimenting a lot more than most
people<00:44:59.280><c> have</c><00:44:59.880><c> and</c><00:45:00.079><c> and</c><00:45:00.240><c> still</c><00:45:00.640><c> sounds</c><00:45:00.960><c> like</c>

00:45:01.109 --> 00:45:01.119 align:start position:0%
people have and and still sounds like
 

00:45:01.119 --> 00:45:03.349 align:start position:0%
people have and and still sounds like
it's<00:45:01.240><c> it's</c><00:45:01.359><c> a</c><00:45:01.440><c> working</c><00:45:01.839><c> progress</c><00:45:02.720><c> oh</c><00:45:03.160><c> with</c>

00:45:03.349 --> 00:45:03.359 align:start position:0%
it's it's a working progress oh with
 

00:45:03.359 --> 00:45:06.150 align:start position:0%
it's it's a working progress oh with
this<00:45:04.359><c> I</c><00:45:04.520><c> I</c><00:45:04.680><c> I</c><00:45:04.760><c> really</c><00:45:04.960><c> want</c><00:45:05.079><c> to</c><00:45:05.200><c> touch</c><00:45:05.440><c> on</c>

00:45:06.150 --> 00:45:06.160 align:start position:0%
this I I I really want to touch on
 

00:45:06.160 --> 00:45:08.630 align:start position:0%
this I I I really want to touch on
misconceptions<00:45:07.160><c> and</c><00:45:07.440><c> and</c><00:45:07.680><c> doubts</c><00:45:08.359><c> they</c><00:45:08.480><c> might</c>

00:45:08.630 --> 00:45:08.640 align:start position:0%
misconceptions and and doubts they might
 

00:45:08.640 --> 00:45:10.030 align:start position:0%
misconceptions and and doubts they might
not<00:45:08.720><c> be</c><00:45:08.880><c> misconceptions</c><00:45:09.400><c> there</c><00:45:09.599><c> doubts</c><00:45:09.880><c> and</c>

00:45:10.030 --> 00:45:10.040 align:start position:0%
not be misconceptions there doubts and
 

00:45:10.040 --> 00:45:11.589 align:start position:0%
not be misconceptions there doubts and
questions<00:45:10.440><c> that</c><00:45:10.599><c> a</c><00:45:10.720><c> lot</c><00:45:10.839><c> of</c><00:45:11.079><c> people</c><00:45:11.359><c> have</c>

00:45:11.589 --> 00:45:11.599 align:start position:0%
questions that a lot of people have
 

00:45:11.599 --> 00:45:14.030 align:start position:0%
questions that a lot of people have
about<00:45:12.040><c> these</c><00:45:12.400><c> tools</c><00:45:13.400><c> let's</c><00:45:13.640><c> talk</c><00:45:13.800><c> about</c>

00:45:14.030 --> 00:45:14.040 align:start position:0%
about these tools let's talk about
 

00:45:14.040 --> 00:45:15.470 align:start position:0%
about these tools let's talk about
resistance<00:45:14.480><c> a</c><00:45:14.599><c> little</c><00:45:14.800><c> bit</c><00:45:15.000><c> because</c><00:45:15.200><c> I</c><00:45:15.280><c> feel</c>

00:45:15.470 --> 00:45:15.480 align:start position:0%
resistance a little bit because I feel
 

00:45:15.480 --> 00:45:17.309 align:start position:0%
resistance a little bit because I feel
like<00:45:15.760><c> the</c><00:45:15.960><c> resistance</c><00:45:16.440><c> lots</c><00:45:16.640><c> of</c><00:45:16.920><c> I</c><00:45:17.000><c> see</c><00:45:17.160><c> so</c>

00:45:17.309 --> 00:45:17.319 align:start position:0%
like the resistance lots of I see so
 

00:45:17.319 --> 00:45:19.030 align:start position:0%
like the resistance lots of I see so
much<00:45:17.480><c> resistance</c><00:45:17.880><c> to</c><00:45:18.000><c> this</c><00:45:18.119><c> and</c><00:45:18.200><c> it's</c><00:45:18.319><c> a</c><00:45:18.640><c> very</c>

00:45:19.030 --> 00:45:19.040 align:start position:0%
much resistance to this and it's a very
 

00:45:19.040 --> 00:45:20.710 align:start position:0%
much resistance to this and it's a very
natural<00:45:19.440><c> and</c><00:45:19.640><c> very</c><00:45:20.119><c> understandable</c><00:45:20.440><c> thing</c>

00:45:20.710 --> 00:45:20.720 align:start position:0%
natural and very understandable thing
 

00:45:20.720 --> 00:45:23.190 align:start position:0%
natural and very understandable thing
this<00:45:20.839><c> stuff</c><00:45:21.160><c> is</c><00:45:21.520><c> really</c><00:45:21.960><c> weird</c><00:45:22.680><c> you</c><00:45:22.800><c> know</c><00:45:23.000><c> it's</c>

00:45:23.190 --> 00:45:23.200 align:start position:0%
this stuff is really weird you know it's
 

00:45:23.200 --> 00:45:25.510 align:start position:0%
this stuff is really weird you know it's
weird<00:45:23.680><c> and</c><00:45:23.800><c> it</c><00:45:23.920><c> is</c><00:45:24.119><c> uncomfortable</c><00:45:24.880><c> and</c><00:45:25.319><c> the</c>

00:45:25.510 --> 00:45:25.520 align:start position:0%
weird and it is uncomfortable and the
 

00:45:25.520 --> 00:45:27.829 align:start position:0%
weird and it is uncomfortable and the
ethics<00:45:25.880><c> around</c><00:45:26.160><c> it</c><00:45:26.280><c> are</c><00:45:26.440><c> so</c><00:45:26.680><c> mer</c><00:45:27.400><c> like</c><00:45:27.680><c> these</c>

00:45:27.829 --> 00:45:27.839 align:start position:0%
ethics around it are so mer like these
 

00:45:27.839 --> 00:45:29.630 align:start position:0%
ethics around it are so mer like these
models<00:45:28.160><c> were</c><00:45:28.359><c> trained</c><00:45:28.680><c> on</c><00:45:28.960><c> vast</c><00:45:29.240><c> quantities</c>

00:45:29.630 --> 00:45:29.640 align:start position:0%
models were trained on vast quantities
 

00:45:29.640 --> 00:45:32.710 align:start position:0%
models were trained on vast quantities
of<00:45:29.800><c> unlicensed</c><00:45:30.400><c> copyrighted</c><00:45:31.000><c> data</c><00:45:32.000><c> and</c>

00:45:32.710 --> 00:45:32.720 align:start position:0%
of unlicensed copyrighted data and
 

00:45:32.720 --> 00:45:34.950 align:start position:0%
of unlicensed copyrighted data and
whether<00:45:32.920><c> or</c><00:45:33.079><c> not</c><00:45:33.280><c> that's</c><00:45:33.559><c> legal</c><00:45:34.119><c> and</c><00:45:34.720><c> I</c><00:45:34.839><c> I'm</c>

00:45:34.950 --> 00:45:34.960 align:start position:0%
whether or not that's legal and I I'm
 

00:45:34.960 --> 00:45:36.230 align:start position:0%
whether or not that's legal and I I'm
not<00:45:35.079><c> a</c><00:45:35.200><c> lawyer</c><00:45:35.440><c> I'm</c><00:45:35.520><c> not</c><00:45:35.640><c> going</c><00:45:35.720><c> to</c><00:45:35.839><c> go</c><00:45:35.960><c> into</c>

00:45:36.230 --> 00:45:36.240 align:start position:0%
not a lawyer I'm not going to go into
 

00:45:36.240 --> 00:45:39.030 align:start position:0%
not a lawyer I'm not going to go into
that<00:45:36.559><c> the</c><00:45:36.920><c> the</c><00:45:37.480><c> morality</c><00:45:38.040><c> the</c><00:45:38.240><c> ethics</c><00:45:38.559><c> of</c><00:45:38.760><c> that</c>

00:45:39.030 --> 00:45:39.040 align:start position:0%
that the the morality the ethics of that
 

00:45:39.040 --> 00:45:40.750 align:start position:0%
that the the morality the ethics of that
like<00:45:39.280><c> especially</c><00:45:40.000><c> when</c><00:45:40.119><c> you</c><00:45:40.240><c> look</c><00:45:40.359><c> at</c><00:45:40.480><c> things</c>

00:45:40.750 --> 00:45:40.760 align:start position:0%
like especially when you look at things
 

00:45:40.760 --> 00:45:42.710 align:start position:0%
like especially when you look at things
like<00:45:41.079><c> um</c><00:45:41.559><c> image</c><00:45:41.839><c> models</c><00:45:42.240><c> like</c><00:45:42.359><c> stable</c>

00:45:42.710 --> 00:45:42.720 align:start position:0%
like um image models like stable
 

00:45:42.720 --> 00:45:45.589 align:start position:0%
like um image models like stable
diffusion<00:45:43.520><c> which</c><00:45:44.079><c> are</c><00:45:44.359><c> now</c><00:45:44.960><c> when</c><00:45:45.200><c> now</c><00:45:45.400><c> being</c>

00:45:45.589 --> 00:45:45.599 align:start position:0%
diffusion which are now when now being
 

00:45:45.599 --> 00:45:47.150 align:start position:0%
diffusion which are now when now being
used<00:45:45.960><c> when</c><00:45:46.160><c> you</c><00:45:46.280><c> would</c><00:45:46.400><c> have</c><00:45:46.559><c> commissioned</c><00:45:47.000><c> an</c>

00:45:47.150 --> 00:45:47.160 align:start position:0%
used when you would have commissioned an
 

00:45:47.160 --> 00:45:49.510 align:start position:0%
used when you would have commissioned an
artist<00:45:47.720><c> instead</c><00:45:48.720><c> and</c><00:45:48.960><c> they</c><00:45:49.040><c> were</c><00:45:49.160><c> trained</c><00:45:49.440><c> on</c>

00:45:49.510 --> 00:45:49.520 align:start position:0%
artist instead and they were trained on
 

00:45:49.520 --> 00:45:51.109 align:start position:0%
artist instead and they were trained on
that<00:45:49.640><c> artist</c><00:45:50.000><c> work</c><00:45:50.319><c> like</c><00:45:50.480><c> that's</c><00:45:50.839><c> I</c><00:45:50.960><c> don't</c>

00:45:51.109 --> 00:45:51.119 align:start position:0%
that artist work like that's I don't
 

00:45:51.119 --> 00:45:52.710 align:start position:0%
that artist work like that's I don't
care<00:45:51.240><c> if</c><00:45:51.359><c> that's</c><00:45:51.520><c> legal</c><00:45:51.880><c> that's</c><00:45:52.040><c> blatantly</c>

00:45:52.710 --> 00:45:52.720 align:start position:0%
care if that's legal that's blatantly
 

00:45:52.720 --> 00:45:54.870 align:start position:0%
care if that's legal that's blatantly
unfair<00:45:53.599><c> right</c><00:45:53.760><c> if</c><00:45:53.920><c> something</c><00:45:54.480><c> trained</c><00:45:54.800><c> on</c>

00:45:54.870 --> 00:45:54.880 align:start position:0%
unfair right if something trained on
 

00:45:54.880 --> 00:45:57.589 align:start position:0%
unfair right if something trained on
your<00:45:55.000><c> work</c><00:45:55.880><c> one</c><00:45:56.079><c> person</c><00:45:57.040><c> there's</c><00:45:57.200><c> a</c><00:45:57.359><c> person</c>

00:45:57.589 --> 00:45:57.599 align:start position:0%
your work one person there's a person
 

00:45:57.599 --> 00:45:59.230 align:start position:0%
your work one person there's a person
who<00:45:57.760><c> who</c><00:45:57.880><c> wrote</c><00:45:58.160><c> just</c><00:45:58.400><c> this</c><00:45:58.680><c> that</c><00:45:58.880><c> they</c><00:45:59.000><c> tried</c>

00:45:59.230 --> 00:45:59.240 align:start position:0%
who who wrote just this that they tried
 

00:45:59.240 --> 00:46:00.790 align:start position:0%
who who wrote just this that they tried
it<00:45:59.319><c> out</c><00:45:59.520><c> didn't</c><00:45:59.760><c> work</c><00:45:59.960><c> that</c><00:46:00.119><c> well</c><00:46:00.440><c> plus</c><00:46:00.680><c> they</c>

00:46:00.790 --> 00:46:00.800 align:start position:0%
it out didn't work that well plus they
 

00:46:00.800 --> 00:46:02.150 align:start position:0%
it out didn't work that well plus they
don't<00:46:00.920><c> want</c><00:46:01.040><c> to</c><00:46:01.200><c> use</c><00:46:01.359><c> it</c><00:46:01.680><c> because</c><00:46:01.960><c> they</c>

00:46:02.150 --> 00:46:02.160 align:start position:0%
don't want to use it because they
 

00:46:02.160 --> 00:46:04.270 align:start position:0%
don't want to use it because they
disagree<00:46:02.640><c> fundamentally</c><00:46:03.240><c> with</c><00:46:03.440><c> this</c><00:46:03.839><c> and</c>

00:46:04.270 --> 00:46:04.280 align:start position:0%
disagree fundamentally with this and
 

00:46:04.280 --> 00:46:06.790 align:start position:0%
disagree fundamentally with this and
honestly<00:46:04.760><c> I</c><00:46:05.040><c> respect</c><00:46:05.599><c> that</c><00:46:05.839><c> position</c><00:46:06.520><c> I</c><00:46:06.720><c> I</c>

00:46:06.790 --> 00:46:06.800 align:start position:0%
honestly I respect that position I I
 

00:46:06.800 --> 00:46:08.710 align:start position:0%
honestly I respect that position I I
think<00:46:06.960><c> that</c><00:46:07.119><c> is's</c><00:46:07.280><c> a</c><00:46:07.440><c> it's</c><00:46:07.839><c> I</c><00:46:08.040><c> I</c><00:46:08.280><c> I've</c><00:46:08.400><c> compared</c>

00:46:08.710 --> 00:46:08.720 align:start position:0%
think that is's a it's I I I've compared
 

00:46:08.720 --> 00:46:10.549 align:start position:0%
think that is's a it's I I I've compared
it<00:46:08.800><c> to</c><00:46:08.920><c> being</c><00:46:09.160><c> vegan</c><00:46:09.559><c> in</c><00:46:09.680><c> the</c><00:46:09.880><c> past</c><00:46:10.240><c> right</c><00:46:10.440><c> the</c>

00:46:10.549 --> 00:46:10.559 align:start position:0%
it to being vegan in the past right the
 

00:46:10.559 --> 00:46:12.270 align:start position:0%
it to being vegan in the past right the
veganism<00:46:11.079><c> I</c><00:46:11.160><c> think</c><00:46:11.280><c> there's</c><00:46:11.400><c> a</c><00:46:11.640><c> very</c><00:46:12.079><c> strong</c>

00:46:12.270 --> 00:46:12.280 align:start position:0%
veganism I think there's a very strong
 

00:46:12.280 --> 00:46:14.510 align:start position:0%
veganism I think there's a very strong
argument<00:46:12.800><c> that</c><00:46:13.079><c> for</c><00:46:13.400><c> for</c><00:46:13.720><c> for</c><00:46:14.040><c> why</c><00:46:14.200><c> you</c><00:46:14.280><c> should</c>

00:46:14.510 --> 00:46:14.520 align:start position:0%
argument that for for for why you should
 

00:46:14.520 --> 00:46:16.069 align:start position:0%
argument that for for for why you should
be<00:46:14.640><c> a</c><00:46:14.760><c> vegan</c><00:46:15.359><c> and</c><00:46:15.480><c> I</c><00:46:15.800><c> understand</c><00:46:15.960><c> that</c>

00:46:16.069 --> 00:46:16.079 align:start position:0%
be a vegan and I understand that
 

00:46:16.079 --> 00:46:18.150 align:start position:0%
be a vegan and I understand that
argument<00:46:16.480><c> and</c><00:46:16.640><c> I'm</c><00:46:16.839><c> not</c><00:46:16.960><c> a</c><00:46:17.119><c> vegan</c><00:46:17.680><c> so</c><00:46:17.880><c> I</c><00:46:17.960><c> have</c>

00:46:18.150 --> 00:46:18.160 align:start position:0%
argument and I'm not a vegan so I have
 

00:46:18.160 --> 00:46:20.190 align:start position:0%
argument and I'm not a vegan so I have
made<00:46:18.559><c> that</c><00:46:18.760><c> sort</c><00:46:18.920><c> of</c><00:46:19.160><c> personal</c><00:46:19.720><c> ethical</c>

00:46:20.190 --> 00:46:20.200 align:start position:0%
made that sort of personal ethical
 

00:46:20.200 --> 00:46:22.390 align:start position:0%
made that sort of personal ethical
choice<00:46:20.960><c> and</c><00:46:21.200><c> all</c><00:46:21.319><c> of</c><00:46:21.480><c> this</c><00:46:21.599><c> stuff</c><00:46:21.800><c> does</c><00:46:21.960><c> t</c><00:46:22.200><c> come</c>

00:46:22.390 --> 00:46:22.400 align:start position:0%
choice and all of this stuff does t come
 

00:46:22.400 --> 00:46:24.349 align:start position:0%
choice and all of this stuff does t come
down<00:46:22.520><c> to</c><00:46:22.640><c> personal</c><00:46:22.960><c> ethical</c><00:46:23.240><c> choices</c><00:46:23.880><c> if</c><00:46:24.040><c> you</c>

00:46:24.349 --> 00:46:24.359 align:start position:0%
down to personal ethical choices if you
 

00:46:24.359 --> 00:46:27.069 align:start position:0%
down to personal ethical choices if you
say<00:46:25.359><c> I</c><00:46:25.440><c> am</c><00:46:25.599><c> not</c><00:46:25.800><c> going</c><00:46:25.920><c> to</c><00:46:26.079><c> use</c><00:46:26.280><c> these</c><00:46:26.440><c> models</c>

00:46:27.069 --> 00:46:27.079 align:start position:0%
say I am not going to use these models
 

00:46:27.079 --> 00:46:28.390 align:start position:0%
say I am not going to use these models
until<00:46:27.400><c> somebody</c><00:46:27.720><c> produces</c><00:46:28.079><c> one</c><00:46:28.200><c> that</c><00:46:28.280><c> was</c>

00:46:28.390 --> 00:46:28.400 align:start position:0%
until somebody produces one that was
 

00:46:28.400 --> 00:46:30.870 align:start position:0%
until somebody produces one that was
trained<00:46:28.640><c> on</c><00:46:28.839><c> entirely</c><00:46:29.559><c> like</c><00:46:30.040><c> like</c><00:46:30.400><c> licensed</c>

00:46:30.870 --> 00:46:30.880 align:start position:0%
trained on entirely like like licensed
 

00:46:30.880 --> 00:46:33.349 align:start position:0%
trained on entirely like like licensed
data<00:46:31.480><c> I</c><00:46:31.720><c> absolutely</c><00:46:32.240><c> respect</c><00:46:32.599><c> that</c><00:46:32.880><c> I</c><00:46:33.040><c> I</c><00:46:33.119><c> think</c>

00:46:33.349 --> 00:46:33.359 align:start position:0%
data I absolutely respect that I I think
 

00:46:33.359 --> 00:46:35.829 align:start position:0%
data I absolutely respect that I I think
that's<00:46:33.680><c> a</c><00:46:33.880><c> very</c><00:46:34.520><c> like</c><00:46:34.720><c> I</c><00:46:35.040><c> I've</c><00:46:35.240><c> not</c><00:46:35.440><c> made</c><00:46:35.680><c> that</c>

00:46:35.829 --> 00:46:35.839 align:start position:0%
that's a very like I I've not made that
 

00:46:35.839 --> 00:46:38.230 align:start position:0%
that's a very like I I've not made that
decision<00:46:36.319><c> myself</c><00:46:37.079><c> um</c><00:46:37.599><c> and</c><00:46:37.680><c> you</c><00:46:37.800><c> know</c><00:46:37.920><c> for</c><00:46:38.040><c> the</c>

00:46:38.230 --> 00:46:38.240 align:start position:0%
decision myself um and you know for the
 

00:46:38.240 --> 00:46:40.589 align:start position:0%
decision myself um and you know for the
code<00:46:38.640><c> stuff</c><00:46:39.240><c> um</c><00:46:39.720><c> it's</c><00:46:39.839><c> all</c><00:46:40.119><c> it's</c><00:46:40.280><c> basically</c>

00:46:40.589 --> 00:46:40.599 align:start position:0%
code stuff um it's all it's basically
 

00:46:40.599 --> 00:46:42.670 align:start position:0%
code stuff um it's all it's basically
trained<00:46:40.920><c> on</c><00:46:41.240><c> on</c><00:46:41.480><c> every</c><00:46:41.839><c> piece</c><00:46:42.000><c> of</c><00:46:42.160><c> Open</c><00:46:42.440><c> Source</c>

00:46:42.670 --> 00:46:42.680 align:start position:0%
trained on on every piece of Open Source
 

00:46:42.680 --> 00:46:44.030 align:start position:0%
trained on on every piece of Open Source
Code<00:46:42.920><c> they</c><00:46:43.040><c> could</c><00:46:43.200><c> get</c><00:46:43.319><c> on</c><00:46:43.640><c> but</c><00:46:43.760><c> it</c><00:46:43.880><c> is</c>

00:46:44.030 --> 00:46:44.040 align:start position:0%
Code they could get on but it is
 

00:46:44.040 --> 00:46:45.510 align:start position:0%
Code they could get on but it is
ignoring<00:46:44.440><c> the</c><00:46:44.599><c> license</c><00:46:44.960><c> terms</c><00:46:45.200><c> you</c><00:46:45.280><c> know</c><00:46:45.400><c> the</c>

00:46:45.510 --> 00:46:45.520 align:start position:0%
ignoring the license terms you know the
 

00:46:45.520 --> 00:46:47.990 align:start position:0%
ignoring the license terms you know the
GP<00:46:46.480><c> licenses</c><00:46:46.880><c> that</c><00:46:47.040><c> say</c><00:46:47.359><c> attribution</c><00:46:47.839><c> is</c>

00:46:47.990 --> 00:46:48.000 align:start position:0%
GP licenses that say attribution is
 

00:46:48.000 --> 00:46:49.710 align:start position:0%
GP licenses that say attribution is
important<00:46:48.480><c> you</c><00:46:48.680><c> can't</c><00:46:49.000><c> attribute</c><00:46:49.440><c> what</c><00:46:49.559><c> comes</c>

00:46:49.710 --> 00:46:49.720 align:start position:0%
important you can't attribute what comes
 

00:46:49.720 --> 00:46:50.870 align:start position:0%
important you can't attribute what comes
out<00:46:49.839><c> of</c><00:46:49.920><c> a</c><00:46:50.040><c> model</c><00:46:50.280><c> because</c><00:46:50.440><c> it's</c><00:46:50.559><c> been</c>

00:46:50.870 --> 00:46:50.880 align:start position:0%
out of a model because it's been
 

00:46:50.880 --> 00:46:52.950 align:start position:0%
out of a model because it's been
scrambled<00:46:51.400><c> with</c><00:46:51.599><c> everything</c><00:46:51.920><c> else</c><00:46:52.599><c> so</c><00:46:52.800><c> yeah</c>

00:46:52.950 --> 00:46:52.960 align:start position:0%
scrambled with everything else so yeah
 

00:46:52.960 --> 00:46:54.750 align:start position:0%
scrambled with everything else so yeah
there<00:46:53.160><c> the</c><00:46:53.280><c> ethical</c><00:46:53.599><c> concerns</c><00:46:54.079><c> I</c><00:46:54.240><c> completely</c>

00:46:54.750 --> 00:46:54.760 align:start position:0%
there the ethical concerns I completely
 

00:46:54.760 --> 00:46:58.069 align:start position:0%
there the ethical concerns I completely
respect<00:46:55.480><c> um</c><00:46:56.079><c> but</c><00:46:56.240><c> then</c><00:46:56.359><c> there's</c><00:46:56.559><c> also</c><00:46:56.920><c> so</c><00:46:57.920><c> it's</c>

00:46:58.069 --> 00:46:58.079 align:start position:0%
respect um but then there's also so it's
 

00:46:58.079 --> 00:47:00.549 align:start position:0%
respect um but then there's also so it's
scary<00:46:58.520><c> right</c><00:46:58.680><c> it</c><00:46:58.800><c> is</c><00:46:59.000><c> scary</c><00:46:59.599><c> when</c><00:46:59.800><c> you</c><00:47:00.000><c> think</c>

00:47:00.549 --> 00:47:00.559 align:start position:0%
scary right it is scary when you think
 

00:47:00.559 --> 00:47:03.030 align:start position:0%
scary right it is scary when you think
okay<00:47:01.000><c> I</c><00:47:01.160><c> earn</c><00:47:01.400><c> a</c><00:47:01.640><c> very</c><00:47:01.880><c> good</c><00:47:02.119><c> salary</c><00:47:02.640><c> because</c><00:47:02.920><c> I</c>

00:47:03.030 --> 00:47:03.040 align:start position:0%
okay I earn a very good salary because I
 

00:47:03.040 --> 00:47:05.030 align:start position:0%
okay I earn a very good salary because I
have<00:47:03.200><c> worked</c><00:47:03.520><c> through</c><00:47:03.760><c> the</c><00:47:03.920><c> trivia</c><00:47:04.559><c> of</c>

00:47:05.030 --> 00:47:05.040 align:start position:0%
have worked through the trivia of
 

00:47:05.040 --> 00:47:06.349 align:start position:0%
have worked through the trivia of
understanding<00:47:05.319><c> Python</c><00:47:05.559><c> and</c><00:47:05.720><c> JavaScript</c><00:47:06.240><c> and</c>

00:47:06.349 --> 00:47:06.359 align:start position:0%
understanding Python and JavaScript and
 

00:47:06.359 --> 00:47:07.750 align:start position:0%
understanding Python and JavaScript and
I'm<00:47:06.559><c> better</c><00:47:06.760><c> at</c><00:47:06.880><c> that</c><00:47:07.000><c> trivia</c><00:47:07.359><c> than</c><00:47:07.520><c> most</c>

00:47:07.750 --> 00:47:07.760 align:start position:0%
I'm better at that trivia than most
 

00:47:07.760 --> 00:47:09.829 align:start position:0%
I'm better at that trivia than most
other<00:47:08.000><c> people</c><00:47:08.599><c> and</c><00:47:08.720><c> that</c><00:47:08.880><c> gets</c><00:47:09.200><c> that</c><00:47:09.400><c> that</c><00:47:09.680><c> and</c>

00:47:09.829 --> 00:47:09.839 align:start position:0%
other people and that gets that that and
 

00:47:09.839 --> 00:47:11.430 align:start position:0%
other people and that gets that that and
now<00:47:10.200><c> you've</c><00:47:10.440><c> got</c><00:47:10.599><c> this</c><00:47:10.760><c> machine</c><00:47:11.079><c> that</c><00:47:11.240><c> comes</c>

00:47:11.430 --> 00:47:11.440 align:start position:0%
now you've got this machine that comes
 

00:47:11.440 --> 00:47:13.270 align:start position:0%
now you've got this machine that comes
along<00:47:11.839><c> and</c><00:47:11.960><c> it's</c><00:47:12.160><c> better</c><00:47:12.359><c> at</c><00:47:12.480><c> the</c><00:47:12.599><c> trivia</c><00:47:13.040><c> than</c>

00:47:13.270 --> 00:47:13.280 align:start position:0%
along and it's better at the trivia than
 

00:47:13.280 --> 00:47:15.910 align:start position:0%
along and it's better at the trivia than
I<00:47:13.400><c> am</c><00:47:13.839><c> like</c><00:47:14.000><c> it</c><00:47:14.240><c> knows</c><00:47:15.200><c> the</c><00:47:15.359><c> things</c><00:47:15.599><c> that</c><00:47:15.760><c> I</c>

00:47:15.910 --> 00:47:15.920 align:start position:0%
I am like it knows the things that I
 

00:47:15.920 --> 00:47:19.270 align:start position:0%
I am like it knows the things that I
know<00:47:16.680><c> it</c><00:47:16.920><c> I</c><00:47:17.000><c> mean</c><00:47:17.200><c> knows</c><00:47:17.640><c> in</c><00:47:17.800><c> scare</c><00:47:18.200><c> quotes</c><00:47:18.760><c> um</c>

00:47:19.270 --> 00:47:19.280 align:start position:0%
know it I mean knows in scare quotes um
 

00:47:19.280 --> 00:47:22.349 align:start position:0%
know it I mean knows in scare quotes um
that<00:47:19.640><c> that</c><00:47:19.800><c> is</c><00:47:20.200><c> disconcerting</c><00:47:21.200><c> and</c><00:47:21.480><c> um</c><00:47:22.000><c> there</c>

00:47:22.349 --> 00:47:22.359 align:start position:0%
that that is disconcerting and um there
 

00:47:22.359 --> 00:47:23.750 align:start position:0%
that that is disconcerting and um there
there<00:47:22.559><c> I</c><00:47:22.640><c> feel</c><00:47:22.800><c> like</c><00:47:22.920><c> there's</c><00:47:23.079><c> a</c><00:47:23.280><c> pessimistic</c>

00:47:23.750 --> 00:47:23.760 align:start position:0%
there I feel like there's a pessimistic
 

00:47:23.760 --> 00:47:25.549 align:start position:0%
there I feel like there's a pessimistic
and<00:47:23.920><c> an</c><00:47:24.079><c> optimistic</c><00:47:24.640><c> way</c><00:47:24.760><c> of</c><00:47:24.880><c> taking</c><00:47:25.200><c> on</c><00:47:25.440><c> the</c>

00:47:25.549 --> 00:47:25.559 align:start position:0%
and an optimistic way of taking on the
 

00:47:25.559 --> 00:47:27.349 align:start position:0%
and an optimistic way of taking on the
pessimistic<00:47:26.079><c> way</c><00:47:26.280><c> is</c><00:47:26.400><c> saying</c>

00:47:27.349 --> 00:47:27.359 align:start position:0%
pessimistic way is saying
 

00:47:27.359 --> 00:47:29.990 align:start position:0%
pessimistic way is saying
okay<00:47:28.359><c> I</c><00:47:28.480><c> better</c><00:47:28.720><c> learn</c><00:47:28.880><c> to</c><00:47:29.040><c> be</c><00:47:29.319><c> I</c><00:47:29.480><c> I</c><00:47:29.559><c> need</c><00:47:29.680><c> to</c><00:47:29.880><c> go</c>

00:47:29.990 --> 00:47:30.000 align:start position:0%
okay I better learn to be I I need to go
 

00:47:30.000 --> 00:47:31.549 align:start position:0%
okay I better learn to be I I need to go
into<00:47:30.160><c> the</c><00:47:30.240><c> trades</c><00:47:30.559><c> I</c><00:47:30.640><c> need</c><00:47:30.760><c> to</c><00:47:30.839><c> learn</c><00:47:31.040><c> Plumbing</c>

00:47:31.549 --> 00:47:31.559 align:start position:0%
into the trades I need to learn Plumbing
 

00:47:31.559 --> 00:47:33.150 align:start position:0%
into the trades I need to learn Plumbing
because<00:47:31.800><c> my</c><00:47:32.000><c> job</c><00:47:32.200><c> is</c><00:47:32.319><c> not</c><00:47:32.480><c> going</c><00:47:32.640><c> to</c><00:47:32.839><c> exist</c><00:47:33.079><c> in</c>

00:47:33.150 --> 00:47:33.160 align:start position:0%
because my job is not going to exist in
 

00:47:33.160 --> 00:47:35.950 align:start position:0%
because my job is not going to exist in
a<00:47:33.280><c> few</c><00:47:33.440><c> years</c><00:47:33.720><c> time</c><00:47:34.119><c> yeah</c><00:47:34.640><c> um</c><00:47:35.200><c> the</c><00:47:35.400><c> optimistic</c>

00:47:35.950 --> 00:47:35.960 align:start position:0%
a few years time yeah um the optimistic
 

00:47:35.960 --> 00:47:38.510 align:start position:0%
a few years time yeah um the optimistic
version<00:47:36.240><c> the</c><00:47:36.359><c> version</c><00:47:36.640><c> I</c><00:47:36.800><c> take</c><00:47:37.000><c> on</c><00:47:37.359><c> is</c><00:47:38.200><c> I</c><00:47:38.319><c> can</c>

00:47:38.510 --> 00:47:38.520 align:start position:0%
version the version I take on is I can
 

00:47:38.520 --> 00:47:40.630 align:start position:0%
version the version I take on is I can
use<00:47:38.800><c> these</c><00:47:38.960><c> tools</c><00:47:39.319><c> better</c><00:47:39.599><c> than</c><00:47:39.839><c> anyone</c><00:47:40.280><c> else</c>

00:47:40.630 --> 00:47:40.640 align:start position:0%
use these tools better than anyone else
 

00:47:40.640 --> 00:47:42.950 align:start position:0%
use these tools better than anyone else
for<00:47:40.920><c> programming</c><00:47:41.559><c> I</c><00:47:41.680><c> know</c><00:47:42.119><c> I</c><00:47:42.319><c> I</c><00:47:42.400><c> can</c><00:47:42.559><c> take</c><00:47:42.720><c> my</c>

00:47:42.950 --> 00:47:42.960 align:start position:0%
for programming I know I I can take my
 

00:47:42.960 --> 00:47:44.510 align:start position:0%
for programming I know I I can take my
existing<00:47:43.240><c> programming</c><00:47:43.599><c> knowledge</c><00:47:44.040><c> and</c><00:47:44.359><c> when</c>

00:47:44.510 --> 00:47:44.520 align:start position:0%
existing programming knowledge and when
 

00:47:44.520 --> 00:47:46.750 align:start position:0%
existing programming knowledge and when
I<00:47:44.760><c> combine</c><00:47:45.079><c> it</c><00:47:45.200><c> with</c><00:47:45.319><c> these</c><00:47:45.480><c> tools</c><00:47:46.079><c> I</c><00:47:46.160><c> will</c><00:47:46.359><c> run</c>

00:47:46.750 --> 00:47:46.760 align:start position:0%
I combine it with these tools I will run
 

00:47:46.760 --> 00:47:49.349 align:start position:0%
I combine it with these tools I will run
circles<00:47:47.359><c> around</c><00:47:47.920><c> somebody</c><00:47:48.440><c> who's</c><00:47:49.040><c> never</c>

00:47:49.349 --> 00:47:49.359 align:start position:0%
circles around somebody who's never
 

00:47:49.359 --> 00:47:50.549 align:start position:0%
circles around somebody who's never
written<00:47:49.599><c> a</c><00:47:49.720><c> code</c><00:47:49.920><c> line</c><00:47:50.040><c> of</c><00:47:50.160><c> code</c><00:47:50.359><c> in</c><00:47:50.400><c> their</c>

00:47:50.549 --> 00:47:50.559 align:start position:0%
written a code line of code in their
 

00:47:50.559 --> 00:47:52.309 align:start position:0%
written a code line of code in their
life<00:47:50.680><c> and</c><00:47:50.760><c> is</c><00:47:50.920><c> trying</c><00:47:51.160><c> to</c><00:47:51.359><c> build</c><00:47:51.720><c> an</c><00:47:51.920><c> iPhone</c>

00:47:52.309 --> 00:47:52.319 align:start position:0%
life and is trying to build an iPhone
 

00:47:52.319 --> 00:47:54.510 align:start position:0%
life and is trying to build an iPhone
app<00:47:52.559><c> using</c><00:47:52.800><c> chat</c><00:47:53.079><c> GPT</c><00:47:53.680><c> I</c><00:47:53.760><c> can</c><00:47:53.960><c> just</c><00:47:54.119><c> do</c><00:47:54.359><c> this</c>

00:47:54.510 --> 00:47:54.520 align:start position:0%
app using chat GPT I can just do this
 

00:47:54.520 --> 00:47:56.430 align:start position:0%
app using chat GPT I can just do this
stuff<00:47:54.800><c> better</c><00:47:55.359><c> so</c><00:47:55.559><c> we've</c><00:47:55.760><c> essentially</c><00:47:56.200><c> got</c>

00:47:56.430 --> 00:47:56.440 align:start position:0%
stuff better so we've essentially got
 

00:47:56.440 --> 00:47:57.549 align:start position:0%
stuff better so we've essentially got
these<00:47:56.720><c> um</c>

00:47:57.549 --> 00:47:57.559 align:start position:0%
these um
 

00:47:57.559 --> 00:47:59.549 align:start position:0%
these um
tools<00:47:58.000><c> that</c><00:47:58.200><c> are</c><00:47:58.760><c> they're</c><00:47:59.000><c> actually</c><00:47:59.280><c> power</c>

00:47:59.549 --> 00:47:59.559 align:start position:0%
tools that are they're actually power
 

00:47:59.559 --> 00:48:01.150 align:start position:0%
tools that are they're actually power
user<00:47:59.880><c> tools</c><00:48:00.280><c> right</c><00:48:00.400><c> you</c><00:48:00.559><c> have</c><00:48:00.680><c> to</c><00:48:00.800><c> put</c><00:48:00.960><c> a</c><00:48:01.040><c> lot</c>

00:48:01.150 --> 00:48:01.160 align:start position:0%
user tools right you have to put a lot
 

00:48:01.160 --> 00:48:03.750 align:start position:0%
user tools right you have to put a lot
of<00:48:01.319><c> work</c><00:48:01.599><c> into</c><00:48:02.079><c> mastering</c><00:48:02.559><c> them</c><00:48:03.359><c> and</c><00:48:03.599><c> when</c>

00:48:03.750 --> 00:48:03.760 align:start position:0%
of work into mastering them and when
 

00:48:03.760 --> 00:48:05.990 align:start position:0%
of work into mastering them and when
you've<00:48:04.079><c> got</c><00:48:04.440><c> that</c><00:48:04.880><c> when</c><00:48:05.000><c> you</c><00:48:05.200><c> combine</c>

00:48:05.990 --> 00:48:06.000 align:start position:0%
you've got that when you combine
 

00:48:06.000 --> 00:48:07.950 align:start position:0%
you've got that when you combine
expertise<00:48:06.480><c> in</c><00:48:06.599><c> using</c><00:48:07.000><c> tools</c><00:48:07.319><c> with</c><00:48:07.480><c> expertise</c>

00:48:07.950 --> 00:48:07.960 align:start position:0%
expertise in using tools with expertise
 

00:48:07.960 --> 00:48:10.950 align:start position:0%
expertise in using tools with expertise
in<00:48:08.079><c> a</c><00:48:08.280><c> subject</c><00:48:08.599><c> matter</c><00:48:09.240><c> you</c><00:48:09.400><c> can</c><00:48:09.640><c> operate</c><00:48:10.240><c> so</c>

00:48:10.950 --> 00:48:10.960 align:start position:0%
in a subject matter you can operate so
 

00:48:10.960 --> 00:48:13.150 align:start position:0%
in a subject matter you can operate so
far<00:48:11.319><c> above</c><00:48:11.720><c> other</c><00:48:12.000><c> people</c><00:48:12.680><c> and</c><00:48:12.920><c> like</c><00:48:13.040><c> the</c>

00:48:13.150 --> 00:48:13.160 align:start position:0%
far above other people and like the
 

00:48:13.160 --> 00:48:14.270 align:start position:0%
far above other people and like the
competitive<00:48:13.640><c> Advantage</c><00:48:13.960><c> you</c><00:48:14.079><c> get</c><00:48:14.160><c> is</c>

00:48:14.270 --> 00:48:14.280 align:start position:0%
competitive Advantage you get is
 

00:48:14.280 --> 00:48:16.190 align:start position:0%
competitive Advantage you get is
enormous<00:48:14.839><c> that's</c><00:48:15.000><c> something</c><00:48:15.280><c> that</c><00:48:15.520><c> actually</c>

00:48:16.190 --> 00:48:16.200 align:start position:0%
enormous that's something that actually
 

00:48:16.200 --> 00:48:18.109 align:start position:0%
enormous that's something that actually
does<00:48:16.440><c> worry</c><00:48:16.720><c> me</c><00:48:16.920><c> most</c><00:48:17.160><c> about</c><00:48:17.359><c> the</c><00:48:17.520><c> resistance</c>

00:48:18.109 --> 00:48:18.119 align:start position:0%
does worry me most about the resistance
 

00:48:18.119 --> 00:48:20.470 align:start position:0%
does worry me most about the resistance
is<00:48:18.599><c> I</c><00:48:18.800><c> like</c><00:48:19.160><c> people</c><00:48:19.440><c> who</c><00:48:19.599><c> are</c><00:48:19.760><c> resisting</c><00:48:20.280><c> this</c>

00:48:20.470 --> 00:48:20.480 align:start position:0%
is I like people who are resisting this
 

00:48:20.480 --> 00:48:22.430 align:start position:0%
is I like people who are resisting this
stuff<00:48:20.880><c> right</c><00:48:21.079><c> I</c><00:48:21.240><c> like</c><00:48:21.480><c> that</c><00:48:21.680><c> they're</c><00:48:22.359><c> not</c>

00:48:22.430 --> 00:48:22.440 align:start position:0%
stuff right I like that they're not
 

00:48:22.440 --> 00:48:24.230 align:start position:0%
stuff right I like that they're not
falling<00:48:22.720><c> for</c><00:48:22.880><c> the</c><00:48:23.000><c> hype</c><00:48:23.280><c> I</c><00:48:23.400><c> like</c><00:48:23.599><c> that</c><00:48:23.760><c> they're</c>

00:48:24.230 --> 00:48:24.240 align:start position:0%
falling for the hype I like that they're
 

00:48:24.240 --> 00:48:26.109 align:start position:0%
falling for the hype I like that they're
care<00:48:24.480><c> about</c><00:48:24.640><c> the</c><00:48:24.760><c> ethics</c><00:48:25.079><c> of</c><00:48:25.240><c> it</c><00:48:25.720><c> I</c><00:48:25.839><c> like</c><00:48:26.000><c> that</c>

00:48:26.109 --> 00:48:26.119 align:start position:0%
care about the ethics of it I like that
 

00:48:26.119 --> 00:48:27.430 align:start position:0%
care about the ethics of it I like that
they're<00:48:26.280><c> questioning</c>

00:48:27.430 --> 00:48:27.440 align:start position:0%
they're questioning
 

00:48:27.440 --> 00:48:29.870 align:start position:0%
they're questioning
I<00:48:27.599><c> don't</c><00:48:28.160><c> I</c><00:48:28.359><c> it</c><00:48:28.520><c> it</c><00:48:28.599><c> would</c><00:48:28.839><c> upset</c><00:48:29.240><c> me</c><00:48:29.559><c> if</c><00:48:29.720><c> that</c>

00:48:29.870 --> 00:48:29.880 align:start position:0%
I don't I it it would upset me if that
 

00:48:29.880 --> 00:48:31.549 align:start position:0%
I don't I it it would upset me if that
put<00:48:30.040><c> them</c><00:48:30.160><c> at</c><00:48:30.280><c> a</c><00:48:30.480><c> serious</c><00:48:31.079><c> professional</c>

00:48:31.549 --> 00:48:31.559 align:start position:0%
put them at a serious professional
 

00:48:31.559 --> 00:48:33.630 align:start position:0%
put them at a serious professional
advantage<00:48:32.040><c> over</c><00:48:32.200><c> the</c><00:48:32.319><c> next</c><00:48:32.520><c> few</c><00:48:32.760><c> years</c><00:48:33.400><c> as</c>

00:48:33.630 --> 00:48:33.640 align:start position:0%
advantage over the next few years as
 

00:48:33.640 --> 00:48:34.990 align:start position:0%
advantage over the next few years as
other<00:48:33.880><c> people</c><00:48:34.119><c> who</c><00:48:34.280><c> don't</c><00:48:34.440><c> share</c><00:48:34.800><c> their</c>

00:48:34.990 --> 00:48:35.000 align:start position:0%
other people who don't share their
 

00:48:35.000 --> 00:48:37.030 align:start position:0%
other people who don't share their
ethics<00:48:35.520><c> start</c><00:48:35.880><c> being</c><00:48:36.079><c> able</c><00:48:36.319><c> to</c><00:48:36.440><c> churn</c><00:48:36.800><c> out</c>

00:48:37.030 --> 00:48:37.040 align:start position:0%
ethics start being able to churn out
 

00:48:37.040 --> 00:48:38.950 align:start position:0%
ethics start being able to churn out
more<00:48:37.359><c> stuff</c><00:48:37.760><c> because</c><00:48:38.000><c> they've</c><00:48:38.200><c> got</c><00:48:38.440><c> this</c><00:48:38.680><c> this</c>

00:48:38.950 --> 00:48:38.960 align:start position:0%
more stuff because they've got this this
 

00:48:38.960 --> 00:48:40.829 align:start position:0%
more stuff because they've got this this
this<00:48:39.160><c> additional</c><00:48:39.839><c> it's</c><00:48:40.040><c> like</c><00:48:40.160><c> if</c><00:48:40.280><c> you</c><00:48:40.359><c> were</c><00:48:40.520><c> to</c>

00:48:40.829 --> 00:48:40.839 align:start position:0%
this additional it's like if you were to
 

00:48:40.839 --> 00:48:44.150 align:start position:0%
this additional it's like if you were to
say<00:48:41.880><c> I</c><00:48:42.880><c> don't</c><00:48:43.119><c> like</c><00:48:43.440><c> I</c><00:48:43.520><c> don't</c><00:48:43.680><c> like</c><00:48:43.839><c> search</c>

00:48:44.150 --> 00:48:44.160 align:start position:0%
say I don't like I don't like search
 

00:48:44.160 --> 00:48:45.710 align:start position:0%
say I don't like I don't like search
engines<00:48:44.640><c> I'm</c><00:48:44.760><c> never</c><00:48:44.960><c> going</c><00:48:45.119><c> to</c><00:48:45.240><c> search</c><00:48:45.480><c> for</c><00:48:45.599><c> an</c>

00:48:45.710 --> 00:48:45.720 align:start position:0%
engines I'm never going to search for an
 

00:48:45.720 --> 00:48:47.069 align:start position:0%
engines I'm never going to search for an
answer<00:48:45.920><c> to</c><00:48:46.000><c> my</c><00:48:46.160><c> programming</c><00:48:46.640><c> problem</c><00:48:46.960><c> that</c>

00:48:47.069 --> 00:48:47.079 align:start position:0%
answer to my programming problem that
 

00:48:47.079 --> 00:48:49.150 align:start position:0%
answer to my programming problem that
would<00:48:47.200><c> set</c><00:48:47.440><c> you</c><00:48:47.599><c> back</c><00:48:47.800><c> enormously</c><00:48:48.440><c> right</c><00:48:48.599><c> now</c>

00:48:49.150 --> 00:48:49.160 align:start position:0%
would set you back enormously right now
 

00:48:49.160 --> 00:48:50.549 align:start position:0%
would set you back enormously right now
and<00:48:49.280><c> it's</c><00:48:49.480><c> I</c><00:48:49.559><c> feel</c><00:48:49.720><c> like</c><00:48:49.880><c> it's</c><00:48:50.000><c> a</c><00:48:50.160><c> it's</c><00:48:50.280><c> in</c><00:48:50.400><c> a</c>

00:48:50.549 --> 00:48:50.559 align:start position:0%
and it's I feel like it's a it's in a
 

00:48:50.559 --> 00:48:54.069 align:start position:0%
and it's I feel like it's a it's in a
similar<00:48:50.920><c> kind</c><00:48:51.079><c> of</c><00:48:51.200><c> space</c><00:48:51.440><c> to</c><00:48:52.079><c> that</c><00:48:53.079><c> yeah</c><00:48:53.400><c> and</c>

00:48:54.069 --> 00:48:54.079 align:start position:0%
similar kind of space to that yeah and
 

00:48:54.079 --> 00:48:57.510 align:start position:0%
similar kind of space to that yeah and
so<00:48:55.079><c> another</c><00:48:56.079><c> I</c><00:48:56.240><c> guess</c>

00:48:57.510 --> 00:48:57.520 align:start position:0%
so another I guess
 

00:48:57.520 --> 00:49:00.829 align:start position:0%
so another I guess
cons<00:48:58.440><c> opinion</c><00:48:58.839><c> I</c><00:48:59.000><c> hear</c><00:48:59.240><c> a</c><00:48:59.359><c> lot</c><00:48:59.960><c> is</c><00:49:00.319><c> well</c><00:49:00.680><c> it</c>

00:49:00.829 --> 00:49:00.839 align:start position:0%
cons opinion I hear a lot is well it
 

00:49:00.839 --> 00:49:02.309 align:start position:0%
cons opinion I hear a lot is well it
seems<00:49:01.160><c> like</c><00:49:01.319><c> this</c><00:49:01.480><c> whole</c><00:49:01.680><c> technology</c><00:49:02.160><c> is</c>

00:49:02.309 --> 00:49:02.319 align:start position:0%
seems like this whole technology is
 

00:49:02.319 --> 00:49:04.510 align:start position:0%
seems like this whole technology is
pling<00:49:03.079><c> like</c><00:49:03.200><c> if</c><00:49:03.319><c> we</c><00:49:03.440><c> look</c><00:49:03.599><c> at</c><00:49:03.760><c> the</c><00:49:03.960><c> past</c><00:49:04.160><c> 18</c>

00:49:04.510 --> 00:49:04.520 align:start position:0%
pling like if we look at the past 18
 

00:49:04.520 --> 00:49:08.190 align:start position:0%
pling like if we look at the past 18
months<00:49:05.240><c> chat</c><00:49:05.559><c> GPT</c><00:49:06.400><c> 4</c><00:49:07.119><c> is</c><00:49:07.480><c> okay</c><00:49:07.680><c> Cloud</c><00:49:08.000><c> might</c><00:49:08.119><c> be</c>

00:49:08.190 --> 00:49:08.200 align:start position:0%
months chat GPT 4 is okay Cloud might be
 

00:49:08.200 --> 00:49:10.190 align:start position:0%
months chat GPT 4 is okay Cloud might be
a<00:49:08.280><c> little</c><00:49:08.440><c> bit</c><00:49:08.559><c> better</c><00:49:08.760><c> Sonet</c><00:49:09.319><c> okay</c><00:49:09.559><c> cool</c><00:49:09.799><c> but</c>

00:49:10.190 --> 00:49:10.200 align:start position:0%
a little bit better Sonet okay cool but
 

00:49:10.200 --> 00:49:11.589 align:start position:0%
a little bit better Sonet okay cool but
like<00:49:10.359><c> you</c><00:49:10.440><c> know</c><00:49:10.599><c> Let's</c><00:49:10.799><c> ignore</c><00:49:11.119><c> that</c><00:49:11.240><c> for</c><00:49:11.440><c> just</c>

00:49:11.589 --> 00:49:11.599 align:start position:0%
like you know Let's ignore that for just
 

00:49:11.599 --> 00:49:13.910 align:start position:0%
like you know Let's ignore that for just
a<00:49:11.760><c> second</c><00:49:12.440><c> gith</c><00:49:12.640><c> up</c><00:49:12.839><c> co-pilot</c><00:49:13.359><c> hasn't</c><00:49:13.559><c> changed</c>

00:49:13.910 --> 00:49:13.920 align:start position:0%
a second gith up co-pilot hasn't changed
 

00:49:13.920 --> 00:49:16.630 align:start position:0%
a second gith up co-pilot hasn't changed
all<00:49:14.200><c> all</c><00:49:14.359><c> that</c><00:49:14.559><c> much</c><00:49:15.119><c> so</c><00:49:15.440><c> I</c><00:49:15.559><c> I</c><00:49:15.680><c> do</c><00:49:15.799><c> see</c><00:49:16.040><c> a</c><00:49:16.319><c> sense</c>

00:49:16.630 --> 00:49:16.640 align:start position:0%
all all that much so I I do see a sense
 

00:49:16.640 --> 00:49:17.870 align:start position:0%
all all that much so I I do see a sense
especially<00:49:17.000><c> for</c><00:49:17.319><c> for</c><00:49:17.480><c> people</c><00:49:17.680><c> who</c><00:49:17.760><c> are</c>

00:49:17.870 --> 00:49:17.880 align:start position:0%
especially for for people who are
 

00:49:17.880 --> 00:49:19.990 align:start position:0%
especially for for people who are
managing<00:49:18.640><c> uh</c><00:49:18.799><c> engineers</c><00:49:19.280><c> and</c><00:49:19.400><c> they're</c><00:49:19.599><c> also</c>

00:49:19.990 --> 00:49:20.000 align:start position:0%
managing uh engineers and they're also
 

00:49:20.000 --> 00:49:21.710 align:start position:0%
managing uh engineers and they're also
playing<00:49:20.319><c> with</c><00:49:20.520><c> this</c><00:49:20.760><c> tool</c><00:49:21.000><c> saying</c><00:49:21.280><c> like</c><00:49:21.520><c> well</c>

00:49:21.710 --> 00:49:21.720 align:start position:0%
playing with this tool saying like well
 

00:49:21.720 --> 00:49:23.069 align:start position:0%
playing with this tool saying like well
it<00:49:21.839><c> sounds</c><00:49:22.160><c> like</c><00:49:22.359><c> this</c><00:49:22.480><c> is</c><00:49:22.680><c> what</c><00:49:22.880><c> what</c><00:49:22.960><c> it's</c>

00:49:23.069 --> 00:49:23.079 align:start position:0%
it sounds like this is what what it's
 

00:49:23.079 --> 00:49:26.150 align:start position:0%
it sounds like this is what what it's
going<00:49:23.200><c> to</c><00:49:23.359><c> be</c><00:49:24.359><c> you</c><00:49:24.480><c> know</c><00:49:24.880><c> like</c><00:49:25.359><c> we</c><00:49:25.559><c> just</c><00:49:25.760><c> use</c><00:49:25.960><c> it</c>

00:49:26.150 --> 00:49:26.160 align:start position:0%
going to be you know like we just use it
 

00:49:26.160 --> 00:49:29.430 align:start position:0%
going to be you know like we just use it
as<00:49:26.359><c> is</c><00:49:27.160><c> is</c><00:49:27.440><c> is</c><00:49:27.640><c> is</c><00:49:27.760><c> this</c><00:49:27.960><c> all</c><00:49:28.760><c> like</c><00:49:29.240><c> you're</c>

00:49:29.430 --> 00:49:29.440 align:start position:0%
as is is is is this all like you're
 

00:49:29.440 --> 00:49:32.069 align:start position:0%
as is is is is this all like you're
you're<00:49:29.599><c> more</c><00:49:29.760><c> in</c><00:49:29.920><c> the</c><00:49:30.079><c> whis</c><00:49:30.640><c> do</c><00:49:30.720><c> you</c><00:49:31.079><c> see</c>

00:49:32.069 --> 00:49:32.079 align:start position:0%
you're more in the whis do you see
 

00:49:32.079 --> 00:49:33.829 align:start position:0%
you're more in the whis do you see
improvements<00:49:32.599><c> or</c><00:49:32.799><c> drastic</c><00:49:33.240><c> improvements</c><00:49:33.640><c> or</c>

00:49:33.829 --> 00:49:33.839 align:start position:0%
improvements or drastic improvements or
 

00:49:33.839 --> 00:49:34.870 align:start position:0%
improvements or drastic improvements or
little

00:49:34.870 --> 00:49:34.880 align:start position:0%
little
 

00:49:34.880 --> 00:49:36.950 align:start position:0%
little
improvements<00:49:35.880><c> that's</c><00:49:36.040><c> a</c><00:49:36.200><c> really</c><00:49:36.440><c> interesting</c>

00:49:36.950 --> 00:49:36.960 align:start position:0%
improvements that's a really interesting
 

00:49:36.960 --> 00:49:39.150 align:start position:0%
improvements that's a really interesting
question<00:49:37.359><c> I</c><00:49:37.400><c> mean</c><00:49:37.599><c> from</c><00:49:37.799><c> my</c><00:49:38.000><c> perspective</c><00:49:38.839><c> I'd</c>

00:49:39.150 --> 00:49:39.160 align:start position:0%
question I mean from my perspective I'd
 

00:49:39.160 --> 00:49:41.230 align:start position:0%
question I mean from my perspective I'd
kind<00:49:39.319><c> of</c><00:49:39.520><c> Welcome</c><00:49:39.880><c> a</c><00:49:40.040><c> plateau</c><00:49:40.680><c> at</c><00:49:40.839><c> this</c><00:49:41.000><c> point</c>

00:49:41.230 --> 00:49:41.240 align:start position:0%
kind of Welcome a plateau at this point
 

00:49:41.240 --> 00:49:42.870 align:start position:0%
kind of Welcome a plateau at this point
it's<00:49:41.359><c> been</c><00:49:41.520><c> a</c><00:49:41.640><c> bit</c><00:49:41.839><c> exhausting</c><00:49:42.440><c> keeping</c><00:49:42.760><c> up</c>

00:49:42.870 --> 00:49:42.880 align:start position:0%
it's been a bit exhausting keeping up
 

00:49:42.880 --> 00:49:44.750 align:start position:0%
it's been a bit exhausting keeping up
with<00:49:43.000><c> the</c><00:49:43.079><c> stuff</c><00:49:43.280><c> over</c><00:49:43.440><c> the</c><00:49:43.599><c> last</c><00:49:43.760><c> two</c><00:49:44.000><c> years</c>

00:49:44.750 --> 00:49:44.760 align:start position:0%
with the stuff over the last two years
 

00:49:44.760 --> 00:49:46.950 align:start position:0%
with the stuff over the last two years
um<00:49:45.640><c> I</c><00:49:45.720><c> feel</c><00:49:46.000><c> like</c><00:49:46.280><c> if</c><00:49:46.440><c> there</c><00:49:46.559><c> were</c><00:49:46.760><c> no</c>

00:49:46.950 --> 00:49:46.960 align:start position:0%
um I feel like if there were no
 

00:49:46.960 --> 00:49:48.589 align:start position:0%
um I feel like if there were no
improvement<00:49:47.480><c> if</c><00:49:47.640><c> we</c><00:49:47.839><c> if</c><00:49:48.000><c> what</c><00:49:48.079><c> we</c><00:49:48.200><c> have</c><00:49:48.359><c> today</c>

00:49:48.589 --> 00:49:48.599 align:start position:0%
improvement if we if what we have today
 

00:49:48.599 --> 00:49:49.990 align:start position:0%
improvement if we if what we have today
is<00:49:48.799><c> what</c><00:49:48.920><c> we're</c><00:49:49.079><c> stuck</c><00:49:49.359><c> with</c><00:49:49.520><c> for</c><00:49:49.680><c> the</c><00:49:49.799><c> next</c>

00:49:49.990 --> 00:49:50.000 align:start position:0%
is what we're stuck with for the next
 

00:49:50.000 --> 00:49:52.349 align:start position:0%
is what we're stuck with for the next
two<00:49:50.240><c> years</c><00:49:51.040><c> it</c><00:49:51.160><c> would</c><00:49:51.359><c> still</c><00:49:51.640><c> get</c><00:49:51.920><c> better</c>

00:49:52.349 --> 00:49:52.359 align:start position:0%
two years it would still get better
 

00:49:52.359 --> 00:49:53.789 align:start position:0%
two years it would still get better
because<00:49:52.559><c> we'd</c><00:49:52.760><c> all</c><00:49:52.920><c> figure</c><00:49:53.160><c> out</c><00:49:53.359><c> better</c><00:49:53.599><c> ways</c>

00:49:53.789 --> 00:49:53.799 align:start position:0%
because we'd all figure out better ways
 

00:49:53.799 --> 00:49:56.270 align:start position:0%
because we'd all figure out better ways
to<00:49:53.960><c> use</c><00:49:54.160><c> it</c><00:49:55.040><c> you</c><00:49:55.160><c> know</c><00:49:55.319><c> a</c><00:49:55.440><c> lot</c><00:49:55.559><c> of</c><00:49:55.720><c> the</c><00:49:56.040><c> one</c><00:49:56.160><c> of</c>

00:49:56.270 --> 00:49:56.280 align:start position:0%
to use it you know a lot of the one of
 

00:49:56.280 --> 00:49:58.270 align:start position:0%
to use it you know a lot of the one of
the<00:49:56.400><c> most</c><00:49:56.880><c> one</c><00:49:57.000><c> of</c><00:49:57.160><c> my</c><00:49:57.359><c> favorite</c><00:49:57.680><c> advances</c><00:49:58.119><c> in</c>

00:49:58.270 --> 00:49:58.280 align:start position:0%
the most one of my favorite advances in
 

00:49:58.280 --> 00:49:59.829 align:start position:0%
the most one of my favorite advances in
language<00:49:58.599><c> models</c><00:49:59.119><c> is</c><00:49:59.280><c> this</c><00:49:59.400><c> thing</c><00:49:59.599><c> called</c>

00:49:59.829 --> 00:49:59.839 align:start position:0%
language models is this thing called
 

00:49:59.839 --> 00:50:02.190 align:start position:0%
language models is this thing called
Chain<00:50:00.079><c> of</c><00:50:00.359><c> Thought</c><00:50:00.720><c> prompting</c><00:50:01.720><c> right</c><00:50:01.880><c> this</c><00:50:02.000><c> is</c>

00:50:02.190 --> 00:50:02.200 align:start position:0%
Chain of Thought prompting right this is
 

00:50:02.200 --> 00:50:03.789 align:start position:0%
Chain of Thought prompting right this is
this<00:50:02.400><c> thing</c><00:50:02.680><c> where</c><00:50:03.160><c> if</c><00:50:03.240><c> you</c><00:50:03.359><c> say</c><00:50:03.559><c> to</c><00:50:03.680><c> a</c>

00:50:03.789 --> 00:50:03.799 align:start position:0%
this thing where if you say to a
 

00:50:03.799 --> 00:50:06.030 align:start position:0%
this thing where if you say to a
language<00:50:04.119><c> model</c><00:50:04.839><c> solve</c><00:50:05.160><c> this</c><00:50:05.319><c> puzzle</c><00:50:05.799><c> it'll</c>

00:50:06.030 --> 00:50:06.040 align:start position:0%
language model solve this puzzle it'll
 

00:50:06.040 --> 00:50:07.589 align:start position:0%
language model solve this puzzle it'll
often<00:50:06.240><c> get</c><00:50:06.319><c> it</c><00:50:06.440><c> wrong</c><00:50:06.599><c> and</c><00:50:06.720><c> if</c><00:50:06.799><c> you</c><00:50:06.920><c> say</c><00:50:07.280><c> solve</c>

00:50:07.589 --> 00:50:07.599 align:start position:0%
often get it wrong and if you say solve
 

00:50:07.599 --> 00:50:10.829 align:start position:0%
often get it wrong and if you say solve
this<00:50:07.760><c> puzzle</c><00:50:08.480><c> think</c><00:50:08.880><c> step</c><00:50:09.200><c> by</c><00:50:09.520><c> step</c><00:50:10.359><c> and</c><00:50:10.640><c> it'll</c>

00:50:10.829 --> 00:50:10.839 align:start position:0%
this puzzle think step by step and it'll
 

00:50:10.839 --> 00:50:12.910 align:start position:0%
this puzzle think step by step and it'll
then<00:50:11.000><c> say</c><00:50:11.440><c> Okay</c><00:50:11.640><c> step</c><00:50:11.880><c> one</c><00:50:12.119><c> this</c><00:50:12.280><c> step</c><00:50:12.480><c> two</c>

00:50:12.910 --> 00:50:12.920 align:start position:0%
then say Okay step one this step two
 

00:50:12.920 --> 00:50:14.630 align:start position:0%
then say Okay step one this step two
step<00:50:13.119><c> step</c><00:50:13.319><c> three</c><00:50:13.640><c> and</c><00:50:13.760><c> often</c><00:50:13.960><c> it'll</c><00:50:14.200><c> get</c><00:50:14.319><c> it</c>

00:50:14.630 --> 00:50:14.640 align:start position:0%
step step three and often it'll get it
 

00:50:14.640 --> 00:50:16.990 align:start position:0%
step step three and often it'll get it
right<00:50:15.559><c> and</c><00:50:15.760><c> the</c><00:50:15.960><c> wild</c><00:50:16.280><c> thing</c><00:50:16.440><c> about</c><00:50:16.599><c> Chain</c><00:50:16.839><c> of</c>

00:50:16.990 --> 00:50:17.000 align:start position:0%
right and the wild thing about Chain of
 

00:50:17.000 --> 00:50:19.030 align:start position:0%
right and the wild thing about Chain of
Thought<00:50:17.200><c> prompting</c><00:50:18.079><c> is</c><00:50:18.200><c> that</c><00:50:18.359><c> it</c><00:50:18.480><c> was</c>

00:50:19.030 --> 00:50:19.040 align:start position:0%
Thought prompting is that it was
 

00:50:19.040 --> 00:50:22.030 align:start position:0%
Thought prompting is that it was
discovered<00:50:19.799><c> against</c><00:50:20.440><c> gpt3</c><00:50:21.440><c> about</c><00:50:21.640><c> a</c><00:50:21.839><c> year</c>

00:50:22.030 --> 00:50:22.040 align:start position:0%
discovered against gpt3 about a year
 

00:50:22.040 --> 00:50:24.270 align:start position:0%
discovered against gpt3 about a year
after<00:50:22.280><c> gpt3</c><00:50:23.040><c> came</c><00:50:23.160><c> out</c><00:50:23.359><c> was</c><00:50:23.559><c> an</c><00:50:23.720><c> independent</c>

00:50:24.270 --> 00:50:24.280 align:start position:0%
after gpt3 came out was an independent
 

00:50:24.280 --> 00:50:25.910 align:start position:0%
after gpt3 came out was an independent
research<00:50:24.760><c> paper</c><00:50:25.200><c> that</c><00:50:25.319><c> was</c><00:50:25.440><c> put</c><00:50:25.559><c> out</c><00:50:25.680><c> saying</c>

00:50:25.910 --> 00:50:25.920 align:start position:0%
research paper that was put out saying
 

00:50:25.920 --> 00:50:27.150 align:start position:0%
research paper that was put out saying
heyy<00:50:26.079><c> it</c><00:50:26.160><c> turns</c><00:50:26.400><c> out</c>

00:50:27.150 --> 00:50:27.160 align:start position:0%
heyy it turns out
 

00:50:27.160 --> 00:50:28.630 align:start position:0%
heyy it turns out
take<00:50:27.359><c> this</c><00:50:27.480><c> model</c><00:50:27.720><c> and</c><00:50:27.839><c> say</c><00:50:28.000><c> think</c><00:50:28.240><c> step</c><00:50:28.480><c> by</c>

00:50:28.630 --> 00:50:28.640 align:start position:0%
take this model and say think step by
 

00:50:28.640 --> 00:50:30.549 align:start position:0%
take this model and say think step by
step<00:50:28.920><c> and</c><00:50:29.079><c> it</c><00:50:29.520><c> it</c><00:50:29.640><c> gets</c><00:50:29.880><c> better</c><00:50:30.160><c> at</c><00:50:30.319><c> all</c><00:50:30.400><c> of</c>

00:50:30.549 --> 00:50:30.559 align:start position:0%
step and it it gets better at all of
 

00:50:30.559 --> 00:50:32.349 align:start position:0%
step and it it gets better at all of
this<00:50:30.720><c> stuff</c><00:50:31.119><c> nobody</c><00:50:31.520><c> knew</c><00:50:31.839><c> that</c><00:50:32.119><c> right</c><00:50:32.240><c> the</c>

00:50:32.349 --> 00:50:32.359 align:start position:0%
this stuff nobody knew that right the
 

00:50:32.359 --> 00:50:33.950 align:start position:0%
this stuff nobody knew that right the
people<00:50:32.559><c> who</c><00:50:32.680><c> built</c><00:50:32.920><c> gpt3</c><00:50:33.559><c> didn't</c><00:50:33.720><c> know</c><00:50:33.880><c> that</c>

00:50:33.950 --> 00:50:33.960 align:start position:0%
people who built gpt3 didn't know that
 

00:50:33.960 --> 00:50:35.630 align:start position:0%
people who built gpt3 didn't know that
it<00:50:34.040><c> was</c><00:50:34.160><c> an</c><00:50:34.280><c> independent</c><00:50:35.000><c> Discovery</c><00:50:35.400><c> we've</c>

00:50:35.630 --> 00:50:35.640 align:start position:0%
it was an independent Discovery we've
 

00:50:35.640 --> 00:50:38.069 align:start position:0%
it was an independent Discovery we've
had<00:50:35.880><c> quite</c><00:50:36.040><c> a</c><00:50:36.160><c> few</c><00:50:36.440><c> examples</c><00:50:37.000><c> like</c><00:50:37.280><c> this</c><00:50:37.880><c> and</c>

00:50:38.069 --> 00:50:38.079 align:start position:0%
had quite a few examples like this and
 

00:50:38.079 --> 00:50:40.430 align:start position:0%
had quite a few examples like this and
so<00:50:39.040><c> if</c><00:50:39.200><c> we</c><00:50:39.480><c> are</c><00:50:39.599><c> in</c><00:50:39.680><c> a</c>

00:50:40.430 --> 00:50:40.440 align:start position:0%
so if we are in a
 

00:50:40.440 --> 00:50:42.789 align:start position:0%
so if we are in a
plateau<00:50:41.440><c> then</c><00:50:41.880><c> I</c><00:50:41.960><c> think</c><00:50:42.160><c> we'll</c><00:50:42.319><c> still</c><00:50:42.559><c> get</c>

00:50:42.789 --> 00:50:42.799 align:start position:0%
plateau then I think we'll still get
 

00:50:42.799 --> 00:50:44.470 align:start position:0%
plateau then I think we'll still get
lots<00:50:42.960><c> of</c><00:50:43.079><c> advances</c><00:50:43.520><c> from</c><00:50:43.720><c> just</c><00:50:44.119><c> people</c>

00:50:44.470 --> 00:50:44.480 align:start position:0%
lots of advances from just people
 

00:50:44.480 --> 00:50:46.430 align:start position:0%
lots of advances from just people
figuring<00:50:44.839><c> out</c><00:50:45.079><c> better</c><00:50:45.359><c> ways</c><00:50:45.599><c> to</c><00:50:45.799><c> use</c><00:50:46.000><c> the</c>

00:50:46.430 --> 00:50:46.440 align:start position:0%
figuring out better ways to use the
 

00:50:46.440 --> 00:50:49.549 align:start position:0%
figuring out better ways to use the
tooling<00:50:47.440><c> I</c><00:50:48.400><c> a</c><00:50:48.520><c> lot</c><00:50:48.640><c> of</c><00:50:48.839><c> this</c><00:50:49.000><c> also</c><00:50:49.200><c> comes</c><00:50:49.440><c> down</c>

00:50:49.549 --> 00:50:49.559 align:start position:0%
tooling I a lot of this also comes down
 

00:50:49.559 --> 00:50:50.829 align:start position:0%
tooling I a lot of this also comes down
to<00:50:49.720><c> whether</c><00:50:49.880><c> or</c><00:50:49.960><c> not</c><00:50:50.079><c> you</c><00:50:50.160><c> buy</c><00:50:50.319><c> into</c><00:50:50.480><c> the</c><00:50:50.599><c> whole</c>

00:50:50.829 --> 00:50:50.839 align:start position:0%
to whether or not you buy into the whole
 

00:50:50.839 --> 00:50:54.230 align:start position:0%
to whether or not you buy into the whole
AGI<00:50:51.559><c> thing</c><00:50:52.240><c> right</c><00:50:52.520><c> like</c><00:50:52.760><c> um</c><00:50:53.240><c> so</c><00:50:53.559><c> much</c><00:50:53.720><c> of</c><00:50:53.839><c> the</c>

00:50:54.230 --> 00:50:54.240 align:start position:0%
AGI thing right like um so much of the
 

00:50:54.240 --> 00:50:57.789 align:start position:0%
AGI thing right like um so much of the
kind<00:50:54.359><c> of</c><00:50:55.240><c> room</c><00:50:55.480><c> here</c><00:50:56.359><c> right</c><00:50:56.680><c> and</c><00:50:56.960><c> um</c><00:50:57.280><c> so</c><00:50:57.599><c> so</c>

00:50:57.789 --> 00:50:57.799 align:start position:0%
kind of room here right and um so so
 

00:50:57.799 --> 00:50:59.430 align:start position:0%
kind of room here right and um so so
much<00:50:58.119><c> like</c><00:50:58.520><c> it's</c><00:50:58.720><c> kind</c><00:50:58.839><c> of</c><00:50:58.920><c> like</c><00:50:59.040><c> Tesla</c>

00:50:59.430 --> 00:50:59.440 align:start position:0%
much like it's kind of like Tesla
 

00:50:59.440 --> 00:51:01.510 align:start position:0%
much like it's kind of like Tesla
self-driving<00:51:00.040><c> cars</c><00:51:00.520><c> right</c><00:51:00.680><c> you've</c><00:51:00.839><c> got</c><00:51:01.119><c> these</c>

00:51:01.510 --> 00:51:01.520 align:start position:0%
self-driving cars right you've got these
 

00:51:01.520 --> 00:51:03.150 align:start position:0%
self-driving cars right you've got these
the<00:51:01.799><c> the</c><00:51:01.960><c> CEOs</c><00:51:02.400><c> of</c><00:51:02.520><c> these</c><00:51:02.640><c> companies</c><00:51:02.920><c> go</c><00:51:03.040><c> and</c>

00:51:03.150 --> 00:51:03.160 align:start position:0%
the the CEOs of these companies go and
 

00:51:03.160 --> 00:51:05.109 align:start position:0%
the the CEOs of these companies go and
say<00:51:03.319><c> we're</c><00:51:03.440><c> going</c><00:51:03.559><c> to</c><00:51:03.640><c> have</c><00:51:03.760><c> AGI</c><00:51:04.240><c> in</c><00:51:04.359><c> two</c><00:51:04.799><c> in</c><00:51:04.960><c> in</c>

00:51:05.109 --> 00:51:05.119 align:start position:0%
say we're going to have AGI in two in in
 

00:51:05.119 --> 00:51:06.589 align:start position:0%
say we're going to have AGI in two in in
in<00:51:05.240><c> two</c><00:51:05.440><c> years</c><00:51:05.720><c> time</c><00:51:05.920><c> it's</c><00:51:06.079><c> coming</c><00:51:06.359><c> nobody</c>

00:51:06.589 --> 00:51:06.599 align:start position:0%
in two years time it's coming nobody
 

00:51:06.599 --> 00:51:09.390 align:start position:0%
in two years time it's coming nobody
will<00:51:06.720><c> ever</c><00:51:06.920><c> work</c><00:51:07.200><c> again</c><00:51:08.040><c> which</c><00:51:09.040><c> helps</c><00:51:09.280><c> you</c>

00:51:09.390 --> 00:51:09.400 align:start position:0%
will ever work again which helps you
 

00:51:09.400 --> 00:51:12.150 align:start position:0%
will ever work again which helps you
raise<00:51:09.599><c> a</c><00:51:09.720><c> lot</c><00:51:09.880><c> of</c><00:51:10.040><c> money</c><00:51:11.040><c> but</c><00:51:11.240><c> it's</c><00:51:11.440><c> also</c><00:51:11.960><c> it</c>

00:51:12.150 --> 00:51:12.160 align:start position:0%
raise a lot of money but it's also it
 

00:51:12.160 --> 00:51:15.150 align:start position:0%
raise a lot of money but it's also it
scares<00:51:12.720><c> I</c><00:51:12.760><c> mean</c><00:51:12.880><c> it</c><00:51:13.000><c> scares</c><00:51:13.440><c> me</c><00:51:14.119><c> like</c><00:51:14.359><c> I</c><00:51:14.599><c> I'm</c><00:51:14.920><c> I</c>

00:51:15.150 --> 00:51:15.160 align:start position:0%
scares I mean it scares me like I I'm I
 

00:51:15.160 --> 00:51:16.670 align:start position:0%
scares I mean it scares me like I I'm I
I'm<00:51:15.280><c> not</c><00:51:15.480><c> convinced</c><00:51:15.880><c> that</c><00:51:16.000><c> human</c><00:51:16.280><c> economies</c>

00:51:16.670 --> 00:51:16.680 align:start position:0%
I'm not convinced that human economies
 

00:51:16.680 --> 00:51:18.750 align:start position:0%
I'm not convinced that human economies
will<00:51:16.839><c> work</c><00:51:17.119><c> if</c><00:51:17.359><c> if</c><00:51:17.559><c> if</c><00:51:17.760><c> all</c><00:51:18.000><c> knowledge</c><00:51:18.359><c> work</c><00:51:18.599><c> is</c>

00:51:18.750 --> 00:51:18.760 align:start position:0%
will work if if if all knowledge work is
 

00:51:18.760 --> 00:51:21.750 align:start position:0%
will work if if if all knowledge work is
replaced<00:51:19.240><c> by</c><00:51:19.839><c> Ai</c><00:51:20.599><c> and</c><00:51:20.720><c> it</c><00:51:20.839><c> also</c><00:51:21.119><c> gives</c><00:51:21.319><c> a</c><00:51:21.520><c> very</c>

00:51:21.750 --> 00:51:21.760 align:start position:0%
replaced by Ai and it also gives a very
 

00:51:21.760 --> 00:51:23.390 align:start position:0%
replaced by Ai and it also gives a very
unrealistic<00:51:22.480><c> idea</c><00:51:22.760><c> of</c><00:51:22.880><c> what</c><00:51:23.040><c> these</c><00:51:23.200><c> things</c>

00:51:23.390 --> 00:51:23.400 align:start position:0%
unrealistic idea of what these things
 

00:51:23.400 --> 00:51:25.470 align:start position:0%
unrealistic idea of what these things
can<00:51:23.559><c> do</c><00:51:23.920><c> because</c><00:51:24.799><c> don't</c><00:51:24.880><c> forget</c><00:51:25.119><c> it's</c><00:51:25.280><c> also</c>

00:51:25.470 --> 00:51:25.480 align:start position:0%
can do because don't forget it's also
 

00:51:25.480 --> 00:51:26.789 align:start position:0%
can do because don't forget it's also
happening<00:51:25.760><c> with</c><00:51:25.880><c> software</c><00:51:26.160><c> engineers</c><00:51:26.640><c> right</c>

00:51:26.789 --> 00:51:26.799 align:start position:0%
happening with software engineers right
 

00:51:26.799 --> 00:51:28.109 align:start position:0%
happening with software engineers right
there<00:51:26.920><c> are</c><00:51:27.160><c> companies</c><00:51:27.599><c> out</c><00:51:27.760><c> there</c><00:51:27.880><c> whose</c>

00:51:28.109 --> 00:51:28.119 align:start position:0%
there are companies out there whose
 

00:51:28.119 --> 00:51:30.030 align:start position:0%
there are companies out there whose
pitches<00:51:28.640><c> we</c><00:51:28.760><c> will</c><00:51:29.040><c> replace</c><00:51:29.559><c> software</c>

00:51:30.030 --> 00:51:30.040 align:start position:0%
pitches we will replace software
 

00:51:30.040 --> 00:51:32.870 align:start position:0%
pitches we will replace software
Engineers<00:51:30.760><c> with</c><00:51:31.200><c> AI</c><00:51:31.599><c> Engineers</c><00:51:32.280><c> which</c><00:51:32.400><c> is</c><00:51:32.640><c> a</c>

00:51:32.870 --> 00:51:32.880 align:start position:0%
Engineers with AI Engineers which is a
 

00:51:32.880 --> 00:51:36.109 align:start position:0%
Engineers with AI Engineers which is a
very<00:51:33.880><c> uh</c><00:51:34.400><c> direct</c><00:51:35.160><c> although</c><00:51:35.599><c> I'm</c><00:51:35.720><c> now</c><00:51:35.880><c> starting</c>

00:51:36.109 --> 00:51:36.119 align:start position:0%
very uh direct although I'm now starting
 

00:51:36.119 --> 00:51:38.349 align:start position:0%
very uh direct although I'm now starting
to<00:51:36.200><c> see</c><00:51:36.359><c> a</c><00:51:36.520><c> pattern</c><00:51:37.119><c> of</c><00:51:37.480><c> how</c><00:51:37.720><c> this</c><00:51:37.839><c> is</c><00:51:38.119><c> really</c>

00:51:38.349 --> 00:51:38.359 align:start position:0%
to see a pattern of how this is really
 

00:51:38.359 --> 00:51:40.589 align:start position:0%
to see a pattern of how this is really
good<00:51:38.520><c> for</c><00:51:38.799><c> fundraising</c><00:51:39.799><c> because</c><00:51:40.079><c> it</c><00:51:40.200><c> means</c><00:51:40.440><c> a</c>

00:51:40.589 --> 00:51:40.599 align:start position:0%
good for fundraising because it means a
 

00:51:40.599 --> 00:51:42.750 align:start position:0%
good for fundraising because it means a
lot<00:51:40.760><c> of</c><00:51:41.119><c> potential</c><00:51:41.640><c> market</c><00:51:42.079><c> and</c><00:51:42.200><c> don't</c><00:51:42.359><c> forget</c>

00:51:42.750 --> 00:51:42.760 align:start position:0%
lot of potential market and don't forget
 

00:51:42.760 --> 00:51:44.630 align:start position:0%
lot of potential market and don't forget
that<00:51:42.880><c> that's</c><00:51:43.000><c> who</c><00:51:43.200><c> they're</c><00:51:43.400><c> talking</c><00:51:43.680><c> to</c><00:51:44.440><c> and</c>

00:51:44.630 --> 00:51:44.640 align:start position:0%
that that's who they're talking to and
 

00:51:44.640 --> 00:51:46.789 align:start position:0%
that that's who they're talking to and
once<00:51:44.839><c> they</c><00:51:44.960><c> raise</c><00:51:45.240><c> the</c><00:51:45.319><c> money</c><00:51:46.079><c> uh</c><00:51:46.200><c> you</c><00:51:46.280><c> know</c>

00:51:46.789 --> 00:51:46.799 align:start position:0%
once they raise the money uh you know
 

00:51:46.799 --> 00:51:48.270 align:start position:0%
once they raise the money uh you know
they<00:51:46.920><c> have</c><00:51:47.040><c> that</c><00:51:47.200><c> money</c><00:51:47.599><c> they</c><00:51:47.799><c> they</c><00:51:47.920><c> can</c><00:51:48.040><c> then</c>

00:51:48.270 --> 00:51:48.280 align:start position:0%
they have that money they they can then
 

00:51:48.280 --> 00:51:50.630 align:start position:0%
they have that money they they can then
operate<00:51:48.760><c> and</c><00:51:49.000><c> and</c><00:51:49.200><c> often</c><00:51:49.640><c> like</c><00:51:49.880><c> in</c><00:51:50.040><c> this</c><00:51:50.319><c> case</c>

00:51:50.630 --> 00:51:50.640 align:start position:0%
operate and and often like in this case
 

00:51:50.640 --> 00:51:52.670 align:start position:0%
operate and and often like in this case
you<00:51:50.720><c> know</c><00:51:50.839><c> with</c><00:51:51.000><c> cognition</c><00:51:51.440><c> AI</c><00:51:52.040><c> their</c><00:51:52.280><c> claims</c>

00:51:52.670 --> 00:51:52.680 align:start position:0%
you know with cognition AI their claims
 

00:51:52.680 --> 00:51:54.870 align:start position:0%
you know with cognition AI their claims
are<00:51:53.000><c> toned</c><00:51:53.440><c> down</c><00:51:53.760><c> to</c><00:51:53.920><c> the</c><00:51:54.079><c> point</c><00:51:54.319><c> of</c><00:51:54.640><c> it's</c>

00:51:54.870 --> 00:51:54.880 align:start position:0%
are toned down to the point of it's
 

00:51:54.880 --> 00:51:58.270 align:start position:0%
are toned down to the point of it's
pretty<00:51:55.079><c> much</c><00:51:55.680><c> Co</c><00:51:55.839><c> pilot</c><00:51:56.680><c> so</c><00:51:57.559><c> there</c><00:51:57.920><c> but</c><00:51:58.200><c> you</c>

00:51:58.270 --> 00:51:58.280 align:start position:0%
pretty much Co pilot so there but you
 

00:51:58.280 --> 00:51:59.789 align:start position:0%
pretty much Co pilot so there but you
see<00:51:58.480><c> it</c><00:51:58.559><c> in</c><00:51:58.640><c> the</c><00:51:58.760><c> M</c><00:51:59.079><c> it</c><00:51:59.160><c> is</c><00:51:59.280><c> scary</c><00:51:59.599><c> because</c><00:51:59.720><c> you</c>

00:51:59.789 --> 00:51:59.799 align:start position:0%
see it in the M it is scary because you
 

00:51:59.799 --> 00:52:00.990 align:start position:0%
see it in the M it is scary because you
see<00:51:59.920><c> it</c><00:52:00.040><c> in</c><00:52:00.119><c> the</c><00:52:00.200><c> mainstream</c><00:52:00.640><c> media</c>

00:52:00.990 --> 00:52:01.000 align:start position:0%
see it in the mainstream media
 

00:52:01.000 --> 00:52:02.950 align:start position:0%
see it in the mainstream media
everywhere<00:52:01.559><c> this</c><00:52:01.760><c> this</c><00:52:01.920><c> claim</c><00:52:02.280><c> that</c><00:52:02.440><c> softw</c>

00:52:02.950 --> 00:52:02.960 align:start position:0%
everywhere this this claim that softw
 

00:52:02.960 --> 00:52:05.030 align:start position:0%
everywhere this this claim that softw
like<00:52:03.079><c> we</c><00:52:03.200><c> are</c><00:52:03.760><c> I</c><00:52:03.880><c> think</c><00:52:04.040><c> someone</c><00:52:04.280><c> said</c><00:52:04.599><c> we're</c>

00:52:05.030 --> 00:52:05.040 align:start position:0%
like we are I think someone said we're
 

00:52:05.040 --> 00:52:06.430 align:start position:0%
like we are I think someone said we're
we<00:52:05.160><c> are</c><00:52:05.319><c> replacing</c><00:52:05.680><c> our</c><00:52:05.839><c> own</c><00:52:06.040><c> jobs</c><00:52:06.280><c> as</c>

00:52:06.430 --> 00:52:06.440 align:start position:0%
we are replacing our own jobs as
 

00:52:06.440 --> 00:52:08.109 align:start position:0%
we are replacing our own jobs as
software<00:52:06.760><c> engineers</c><00:52:07.160><c> and</c><00:52:07.319><c> as</c><00:52:07.440><c> you</c><00:52:07.559><c> said</c><00:52:07.760><c> it's</c>

00:52:08.109 --> 00:52:08.119 align:start position:0%
software engineers and as you said it's
 

00:52:08.119 --> 00:52:10.270 align:start position:0%
software engineers and as you said it's
right<00:52:08.680><c> I</c><00:52:08.839><c> I</c><00:52:08.920><c> think</c><00:52:09.079><c> it's</c><00:52:09.200><c> the</c><00:52:09.400><c> first</c><00:52:09.640><c> time</c><00:52:10.000><c> I've</c>

00:52:10.270 --> 00:52:10.280 align:start position:0%
right I I think it's the first time I've
 

00:52:10.280 --> 00:52:11.670 align:start position:0%
right I I think it's the first time I've
I've<00:52:10.359><c> seen</c><00:52:10.520><c> that</c><00:52:10.680><c> written</c><00:52:11.000><c> in</c><00:52:11.160><c> in</c><00:52:11.280><c> the</c><00:52:11.400><c> Press</c>

00:52:11.670 --> 00:52:11.680 align:start position:0%
I've seen that written in in the Press
 

00:52:11.680 --> 00:52:13.270 align:start position:0%
I've seen that written in in the Press
maybe<00:52:11.880><c> this</c><00:52:12.079><c> happened</c><00:52:12.400><c> like</c><00:52:12.760><c> before</c><00:52:13.000><c> I</c><00:52:13.119><c> was</c>

00:52:13.270 --> 00:52:13.280 align:start position:0%
maybe this happened like before I was
 

00:52:13.280 --> 00:52:16.589 align:start position:0%
maybe this happened like before I was
born<00:52:13.720><c> but</c><00:52:14.319><c> not</c><00:52:14.920><c> recently</c><00:52:15.920><c> it's</c><00:52:16.119><c> funny</c><00:52:16.400><c> isn't</c>

00:52:16.589 --> 00:52:16.599 align:start position:0%
born but not recently it's funny isn't
 

00:52:16.599 --> 00:52:18.950 align:start position:0%
born but not recently it's funny isn't
it<00:52:16.760><c> it's</c><00:52:16.960><c> like</c><00:52:17.280><c> um</c><00:52:18.160><c> who</c><00:52:18.520><c> who</c><00:52:18.640><c> would</c><00:52:18.760><c> have</c>

00:52:18.950 --> 00:52:18.960 align:start position:0%
it it's like um who who would have
 

00:52:18.960 --> 00:52:20.910 align:start position:0%
it it's like um who who would have
thought<00:52:19.280><c> that</c><00:52:19.599><c> AI</c><00:52:19.960><c> would</c><00:52:20.160><c> come</c><00:52:20.359><c> for</c><00:52:20.799><c> the</c>

00:52:20.910 --> 00:52:20.920 align:start position:0%
thought that AI would come for the
 

00:52:20.920 --> 00:52:22.549 align:start position:0%
thought that AI would come for the
lawyers<00:52:21.319><c> and</c><00:52:21.480><c> the</c><00:52:21.599><c> software</c><00:52:21.960><c> engineers</c><00:52:22.400><c> and</c>

00:52:22.549 --> 00:52:22.559 align:start position:0%
lawyers and the software engineers and
 

00:52:22.559 --> 00:52:24.950 align:start position:0%
lawyers and the software engineers and
the<00:52:22.960><c> illustrators</c><00:52:23.799><c> and</c><00:52:24.160><c> all</c><00:52:24.280><c> of</c><00:52:24.440><c> these</c><00:52:24.680><c> things</c>

00:52:24.950 --> 00:52:24.960 align:start position:0%
the illustrators and all of these things
 

00:52:24.960 --> 00:52:26.630 align:start position:0%
the illustrators and all of these things
that<00:52:25.400><c> are</c><00:52:25.559><c> normally</c><00:52:25.960><c> you</c><00:52:26.079><c> don't</c><00:52:26.319><c> think</c><00:52:26.520><c> think</c>

00:52:26.630 --> 00:52:26.640 align:start position:0%
that are normally you don't think think
 

00:52:26.640 --> 00:52:29.589 align:start position:0%
that are normally you don't think think
of<00:52:26.839><c> being</c><00:52:27.200><c> automatable</c><00:52:28.200><c> um</c><00:52:28.640><c> but</c><00:52:28.839><c> yeah</c><00:52:29.040><c> so</c><00:52:29.480><c> the</c>

00:52:29.589 --> 00:52:29.599 align:start position:0%
of being automatable um but yeah so the
 

00:52:29.599 --> 00:52:31.349 align:start position:0%
of being automatable um but yeah so the
AGI<00:52:30.160><c> thing</c><00:52:30.680><c> that</c><00:52:30.799><c> leads</c><00:52:31.079><c> lots</c><00:52:31.240><c> of</c>

00:52:31.349 --> 00:52:31.359 align:start position:0%
AGI thing that leads lots of
 

00:52:31.359 --> 00:52:32.870 align:start position:0%
AGI thing that leads lots of
disappointment<00:52:31.880><c> people</c><00:52:32.040><c> are</c><00:52:32.240><c> like</c><00:52:32.599><c> yeah</c><00:52:32.760><c> well</c>

00:52:32.870 --> 00:52:32.880 align:start position:0%
disappointment people are like yeah well
 

00:52:32.880 --> 00:52:35.470 align:start position:0%
disappointment people are like yeah well
I<00:52:33.000><c> asked</c><00:52:33.240><c> it</c><00:52:33.400><c> as</c><00:52:33.680><c> this</c><00:52:33.880><c> this</c><00:52:34.079><c> dumb</c><00:52:34.400><c> like</c><00:52:35.200><c> logic</c>

00:52:35.470 --> 00:52:35.480 align:start position:0%
I asked it as this this dumb like logic
 

00:52:35.480 --> 00:52:37.750 align:start position:0%
I asked it as this this dumb like logic
puzzle<00:52:35.760><c> and</c><00:52:35.839><c> he</c><00:52:35.960><c> got</c><00:52:36.079><c> it</c><00:52:36.240><c> wrong</c><00:52:36.760><c> you</c><00:52:37.400><c> how</c><00:52:37.559><c> is</c>

00:52:37.750 --> 00:52:37.760 align:start position:0%
puzzle and he got it wrong you how is
 

00:52:37.760 --> 00:52:39.589 align:start position:0%
puzzle and he got it wrong you how is
this<00:52:38.480><c> but</c><00:52:38.599><c> it</c><00:52:38.680><c> also</c><00:52:38.880><c> ties</c><00:52:39.119><c> into</c><00:52:39.319><c> science</c>

00:52:39.589 --> 00:52:39.599 align:start position:0%
this but it also ties into science
 

00:52:39.599 --> 00:52:41.109 align:start position:0%
this but it also ties into science
fiction<00:52:39.880><c> you</c><00:52:40.119><c> everyone</c><00:52:40.440><c> thinks</c><00:52:40.760><c> about</c><00:52:41.000><c> the</c>

00:52:41.109 --> 00:52:41.119 align:start position:0%
fiction you everyone thinks about the
 

00:52:41.119 --> 00:52:42.549 align:start position:0%
fiction you everyone thinks about the
Matrix<00:52:41.480><c> and</c><00:52:41.599><c> Terminator</c><00:52:42.040><c> and</c><00:52:42.160><c> all</c><00:52:42.240><c> of</c><00:52:42.400><c> that</c>

00:52:42.549 --> 00:52:42.559 align:start position:0%
Matrix and Terminator and all of that
 

00:52:42.559 --> 00:52:45.789 align:start position:0%
Matrix and Terminator and all of that
kind<00:52:42.720><c> of</c><00:52:42.880><c> stuff</c><00:52:43.440><c> um</c><00:52:44.160><c> especially</c><00:52:45.119><c> honestly</c><00:52:45.640><c> the</c>

00:52:45.789 --> 00:52:45.799 align:start position:0%
kind of stuff um especially honestly the
 

00:52:45.799 --> 00:52:48.030 align:start position:0%
kind of stuff um especially honestly the
sort<00:52:45.960><c> of</c><00:52:46.280><c> the</c><00:52:46.480><c> key</c><00:52:46.760><c> problem</c><00:52:47.079><c> here</c><00:52:47.240><c> is</c><00:52:47.839><c> these</c>

00:52:48.030 --> 00:52:48.040 align:start position:0%
sort of the key problem here is these
 

00:52:48.040 --> 00:52:50.549 align:start position:0%
sort of the key problem here is these
things<00:52:48.280><c> can</c><00:52:48.520><c> talk</c><00:52:48.960><c> now</c><00:52:49.440><c> right</c><00:52:49.680><c> they</c><00:52:49.799><c> can</c><00:52:50.400><c> they</c>

00:52:50.549 --> 00:52:50.559 align:start position:0%
things can talk now right they can they
 

00:52:50.559 --> 00:52:52.349 align:start position:0%
things can talk now right they can they
can<00:52:50.799><c> they</c><00:52:50.920><c> can</c><00:52:51.160><c> they</c><00:52:51.280><c> can</c><00:52:51.520><c> they</c><00:52:51.640><c> can</c><00:52:51.880><c> imitate</c>

00:52:52.349 --> 00:52:52.359 align:start position:0%
can they can they can they can imitate
 

00:52:52.359 --> 00:52:54.589 align:start position:0%
can they can they can they can imitate
human<00:52:52.680><c> speech</c><00:52:53.400><c> and</c><00:52:53.960><c> throughout</c><00:52:54.280><c> Human</c>

00:52:54.589 --> 00:52:54.599 align:start position:0%
human speech and throughout Human
 

00:52:54.599 --> 00:52:56.630 align:start position:0%
human speech and throughout Human
Society<00:52:55.079><c> being</c><00:52:55.319><c> able</c><00:52:55.559><c> to</c><00:52:55.839><c> write</c><00:52:56.119><c> well</c>

00:52:56.630 --> 00:52:56.640 align:start position:0%
Society being able to write well
 

00:52:56.640 --> 00:52:58.230 align:start position:0%
Society being able to write well
convincingly<00:52:57.280><c> has</c><00:52:57.480><c> always</c><00:52:57.720><c> been</c><00:52:57.960><c> how</c><00:52:58.079><c> we</c>

00:52:58.230 --> 00:52:58.240 align:start position:0%
convincingly has always been how we
 

00:52:58.240 --> 00:53:00.309 align:start position:0%
convincingly has always been how we
evaluate<00:52:58.799><c> intelligence</c><00:52:59.799><c> but</c><00:52:59.960><c> these</c><00:53:00.119><c> things</c>

00:53:00.309 --> 00:53:00.319 align:start position:0%
evaluate intelligence but these things
 

00:53:00.319 --> 00:53:02.309 align:start position:0%
evaluate intelligence but these things
are<00:53:00.480><c> not</c><00:53:00.720><c> intelligent</c><00:53:01.240><c> at</c><00:53:01.359><c> all</c><00:53:01.799><c> but</c><00:53:01.960><c> they</c><00:53:02.079><c> can</c>

00:53:02.309 --> 00:53:02.319 align:start position:0%
are not intelligent at all but they can
 

00:53:02.319 --> 00:53:03.990 align:start position:0%
are not intelligent at all but they can
write<00:53:02.680><c> really</c><00:53:02.920><c> well</c><00:53:03.119><c> they</c><00:53:03.200><c> can</c><00:53:03.359><c> produce</c><00:53:03.720><c> very</c>

00:53:03.990 --> 00:53:04.000 align:start position:0%
write really well they can produce very
 

00:53:04.000 --> 00:53:06.349 align:start position:0%
write really well they can produce very
convincing<00:53:04.640><c> text</c><00:53:05.559><c> um</c><00:53:05.720><c> which</c><00:53:05.960><c> which</c><00:53:06.119><c> kind</c><00:53:06.240><c> of</c>

00:53:06.349 --> 00:53:06.359 align:start position:0%
convincing text um which which kind of
 

00:53:06.359 --> 00:53:09.390 align:start position:0%
convincing text um which which kind of
throws<00:53:06.720><c> everyone</c><00:53:07.040><c> off</c><00:53:07.640><c> so</c><00:53:08.559><c> so</c><00:53:08.799><c> yeah</c><00:53:09.000><c> if</c><00:53:09.079><c> you're</c>

00:53:09.390 --> 00:53:09.400 align:start position:0%
throws everyone off so so yeah if you're
 

00:53:09.400 --> 00:53:12.470 align:start position:0%
throws everyone off so so yeah if you're
in<00:53:09.680><c> if</c><00:53:09.799><c> you're</c><00:53:10.400><c> captured</c><00:53:10.799><c> by</c><00:53:10.920><c> the</c><00:53:11.079><c> AGI</c><00:53:11.559><c> hype</c>

00:53:12.470 --> 00:53:12.480 align:start position:0%
in if you're captured by the AGI hype
 

00:53:12.480 --> 00:53:13.950 align:start position:0%
in if you're captured by the AGI hype
you're<00:53:12.680><c> going</c><00:53:12.760><c> to</c><00:53:13.119><c> then</c><00:53:13.400><c> I</c><00:53:13.480><c> think</c><00:53:13.720><c> yeah</c><00:53:13.880><c> I</c>

00:53:13.950 --> 00:53:13.960 align:start position:0%
you're going to then I think yeah I
 

00:53:13.960 --> 00:53:15.190 align:start position:0%
you're going to then I think yeah I
think<00:53:14.079><c> we're</c><00:53:14.200><c> going</c><00:53:14.280><c> to</c><00:53:14.359><c> have</c><00:53:14.440><c> a</c><00:53:14.559><c> plateau</c><00:53:15.079><c> I'd</c>

00:53:15.190 --> 00:53:15.200 align:start position:0%
think we're going to have a plateau I'd
 

00:53:15.200 --> 00:53:16.789 align:start position:0%
think we're going to have a plateau I'd
be<00:53:15.400><c> very</c><00:53:15.599><c> surprised</c><00:53:16.000><c> if</c><00:53:16.119><c> we</c><00:53:16.240><c> had</c><00:53:16.400><c> anything</c>

00:53:16.789 --> 00:53:16.799 align:start position:0%
be very surprised if we had anything
 

00:53:16.799 --> 00:53:20.109 align:start position:0%
be very surprised if we had anything
that<00:53:16.880><c> was</c><00:53:17.079><c> AGI</c><00:53:17.720><c> like</c><00:53:18.359><c> um</c><00:53:19.200><c> I'd</c><00:53:19.400><c> also</c><00:53:19.599><c> be</c><00:53:19.920><c> like</c><00:53:20.040><c> I</c>

00:53:20.109 --> 00:53:20.119 align:start position:0%
that was AGI like um I'd also be like I
 

00:53:20.119 --> 00:53:22.309 align:start position:0%
that was AGI like um I'd also be like I
said<00:53:20.359><c> I'm</c><00:53:20.720><c> I</c><00:53:21.200><c> have</c><00:53:21.359><c> not</c><00:53:21.520><c> been</c><00:53:21.680><c> sold</c><00:53:22.079><c> that</c><00:53:22.200><c> this</c>

00:53:22.309 --> 00:53:22.319 align:start position:0%
said I'm I have not been sold that this
 

00:53:22.319 --> 00:53:24.510 align:start position:0%
said I'm I have not been sold that this
is<00:53:22.440><c> a</c><00:53:22.640><c> net</c><00:53:22.960><c> Win</c><00:53:23.200><c> For</c><00:53:23.480><c> Humanity</c><00:53:24.000><c> I</c><00:53:24.079><c> don't</c><00:53:24.240><c> know</c>

00:53:24.510 --> 00:53:24.520 align:start position:0%
is a net Win For Humanity I don't know
 

00:53:24.520 --> 00:53:27.109 align:start position:0%
is a net Win For Humanity I don't know
how<00:53:24.880><c> how</c><00:53:25.119><c> society</c><00:53:25.520><c> would</c><00:53:25.720><c> cope</c><00:53:25.960><c> with</c><00:53:26.119><c> that</c><00:53:26.799><c> but</c>

00:53:27.109 --> 00:53:27.119 align:start position:0%
how how society would cope with that but
 

00:53:27.119 --> 00:53:29.349 align:start position:0%
how how society would cope with that but
if<00:53:27.359><c> we</c><00:53:28.000><c> what</c><00:53:28.119><c> we</c><00:53:28.240><c> are</c><00:53:28.400><c> seeing</c><00:53:28.720><c> is</c><00:53:28.839><c> incremental</c>

00:53:29.349 --> 00:53:29.359 align:start position:0%
if we what we are seeing is incremental
 

00:53:29.359 --> 00:53:32.349 align:start position:0%
if we what we are seeing is incremental
improvements<00:53:29.839><c> like</c><00:53:29.960><c> Claude</c><00:53:30.280><c> 3.5</c><00:53:30.920><c> Sonet</c>

00:53:32.349 --> 00:53:32.359 align:start position:0%
improvements like Claude 3.5 Sonet
 

00:53:32.359 --> 00:53:35.549 align:start position:0%
improvements like Claude 3.5 Sonet
is<00:53:33.359><c> a</c><00:53:33.799><c> substantial</c><00:53:34.480><c> incremental</c><00:53:35.000><c> improvement</c>

00:53:35.549 --> 00:53:35.559 align:start position:0%
is a substantial incremental improvement
 

00:53:35.559 --> 00:53:38.910 align:start position:0%
is a substantial incremental improvement
over<00:53:36.040><c> GPT</c><00:53:36.480><c> 40</c><00:53:36.880><c> and</c><00:53:37.000><c> Claude</c><00:53:37.280><c> 3</c><00:53:37.520><c> Opus</c><00:53:38.400><c> um</c><00:53:38.640><c> the</c>

00:53:38.910 --> 00:53:38.920 align:start position:0%
over GPT 40 and Claude 3 Opus um the
 

00:53:38.920 --> 00:53:40.950 align:start position:0%
over GPT 40 and Claude 3 Opus um the
anthropic<00:53:39.920><c> um</c><00:53:40.119><c> the</c><00:53:40.240><c> interesting</c><00:53:40.640><c> thing</c><00:53:40.760><c> about</c>

00:53:40.950 --> 00:53:40.960 align:start position:0%
anthropic um the interesting thing about
 

00:53:40.960 --> 00:53:43.829 align:start position:0%
anthropic um the interesting thing about
Claude<00:53:41.280><c> 3.5</c><00:53:41.920><c> Sonet</c><00:53:42.640><c> is</c><00:53:42.880><c> that</c><00:53:43.359><c> it's</c><00:53:43.559><c> named</c>

00:53:43.829 --> 00:53:43.839 align:start position:0%
Claude 3.5 Sonet is that it's named
 

00:53:43.839 --> 00:53:46.190 align:start position:0%
Claude 3.5 Sonet is that it's named
Sonet<00:53:44.280><c> because</c><00:53:44.520><c> their</c><00:53:44.799><c> previous</c><00:53:45.280><c> Claude</c><00:53:45.640><c> 3</c>

00:53:46.190 --> 00:53:46.200 align:start position:0%
Sonet because their previous Claude 3
 

00:53:46.200 --> 00:53:47.950 align:start position:0%
Sonet because their previous Claude 3
had<00:53:46.520><c> three</c><00:53:46.720><c> levels</c><00:53:47.040><c> there</c><00:53:47.119><c> was</c><00:53:47.240><c> Haiku</c><00:53:47.640><c> Sonet</c>

00:53:47.950 --> 00:53:47.960 align:start position:0%
had three levels there was Haiku Sonet
 

00:53:47.960 --> 00:53:50.190 align:start position:0%
had three levels there was Haiku Sonet
and<00:53:48.119><c> Opus</c><00:53:48.640><c> Haiku</c><00:53:49.000><c> was</c><00:53:49.119><c> the</c><00:53:49.240><c> cheap</c><00:53:49.520><c> one</c><00:53:49.880><c> Sonet</c>

00:53:50.190 --> 00:53:50.200 align:start position:0%
and Opus Haiku was the cheap one Sonet
 

00:53:50.200 --> 00:53:51.789 align:start position:0%
and Opus Haiku was the cheap one Sonet
in<00:53:50.280><c> the</c><00:53:50.319><c> middle</c><00:53:50.599><c> Opus</c><00:53:50.960><c> was</c><00:53:51.079><c> the</c><00:53:51.200><c> really</c><00:53:51.440><c> fancy</c>

00:53:51.789 --> 00:53:51.799 align:start position:0%
in the middle Opus was the really fancy
 

00:53:51.799 --> 00:53:54.150 align:start position:0%
in the middle Opus was the really fancy
one<00:53:52.799><c> they're</c><00:53:53.040><c> clear</c><00:53:53.599><c> they</c><00:53:53.680><c> have</c><00:53:53.799><c> said</c><00:53:54.000><c> they're</c>

00:53:54.150 --> 00:53:54.160 align:start position:0%
one they're clear they have said they're
 

00:53:54.160 --> 00:53:56.789 align:start position:0%
one they're clear they have said they're
going<00:53:54.280><c> to</c><00:53:54.400><c> release</c><00:53:54.680><c> Haiku</c><00:53:55.119><c> 3.5</c><00:53:56.000><c> which</c><00:53:56.119><c> will</c><00:53:56.240><c> be</c>

00:53:56.789 --> 00:53:56.799 align:start position:0%
going to release Haiku 3.5 which will be
 

00:53:56.799 --> 00:53:59.630 align:start position:0%
going to release Haiku 3.5 which will be
cheap<00:53:57.119><c> and</c><00:53:57.319><c> amazing</c><00:53:58.040><c> and</c><00:53:58.280><c> Opus</c><00:53:58.720><c> 3.5</c><00:53:59.400><c> which</c><00:53:59.520><c> is</c>

00:53:59.630 --> 00:53:59.640 align:start position:0%
cheap and amazing and Opus 3.5 which is
 

00:53:59.640 --> 00:54:02.069 align:start position:0%
cheap and amazing and Opus 3.5 which is
going<00:53:59.799><c> to</c><00:53:59.920><c> be</c><00:54:00.040><c> a</c><00:54:00.160><c> step</c><00:54:00.359><c> up</c><00:54:00.520><c> from</c><00:54:00.680><c> Sonet</c><00:54:01.520><c> those</c><00:54:01.880><c> I</c>

00:54:02.069 --> 00:54:02.079 align:start position:0%
going to be a step up from Sonet those I
 

00:54:02.079 --> 00:54:04.430 align:start position:0%
going to be a step up from Sonet those I
I<00:54:02.240><c> try</c><00:54:02.480><c> to</c><00:54:02.680><c> ignore</c><00:54:03.079><c> the</c><00:54:03.400><c> it's</c><00:54:03.640><c> coming</c><00:54:03.960><c> soon</c>

00:54:04.430 --> 00:54:04.440 align:start position:0%
I try to ignore the it's coming soon
 

00:54:04.440 --> 00:54:05.910 align:start position:0%
I try to ignore the it's coming soon
those<00:54:04.599><c> ones</c><00:54:04.760><c> I</c><00:54:04.880><c> am</c><00:54:05.040><c> excited</c><00:54:05.400><c> about</c><00:54:05.599><c> in</c><00:54:05.720><c> terms</c>

00:54:05.910 --> 00:54:05.920 align:start position:0%
those ones I am excited about in terms
 

00:54:05.920 --> 00:54:08.750 align:start position:0%
those ones I am excited about in terms
of<00:54:06.000><c> it's</c><00:54:06.200><c> coming</c><00:54:06.440><c> soon</c><00:54:07.240><c> um</c><00:54:08.040><c> but</c><00:54:08.200><c> yeah</c><00:54:08.359><c> so</c><00:54:08.640><c> if</c>

00:54:08.750 --> 00:54:08.760 align:start position:0%
of it's coming soon um but yeah so if
 

00:54:08.760 --> 00:54:12.190 align:start position:0%
of it's coming soon um but yeah so if
you're<00:54:09.000><c> buying</c><00:54:09.240><c> into</c><00:54:09.480><c> the</c><00:54:09.599><c> AGI</c><00:54:10.319><c> stuff</c><00:54:11.000><c> then</c><00:54:12.000><c> I</c>

00:54:12.190 --> 00:54:12.200 align:start position:0%
you're buying into the AGI stuff then I
 

00:54:12.200 --> 00:54:14.030 align:start position:0%
you're buying into the AGI stuff then I
I<00:54:12.280><c> don't</c><00:54:12.520><c> buy</c><00:54:12.720><c> into</c><00:54:12.960><c> it</c><00:54:13.280><c> I</c><00:54:13.400><c> I</c><00:54:13.480><c> don't</c><00:54:13.720><c> think</c><00:54:13.880><c> you</c>

00:54:14.030 --> 00:54:14.040 align:start position:0%
I don't buy into it I I don't think you
 

00:54:14.040 --> 00:54:15.829 align:start position:0%
I don't buy into it I I don't think you
get<00:54:14.160><c> to</c><00:54:14.359><c> AGI</c><00:54:14.839><c> from</c><00:54:15.079><c> autocom</c><00:54:15.520><c> completing</c>

00:54:15.829 --> 00:54:15.839 align:start position:0%
get to AGI from autocom completing
 

00:54:15.839 --> 00:54:17.589 align:start position:0%
get to AGI from autocom completing
sentences<00:54:16.359><c> no</c><00:54:16.480><c> matter</c><00:54:16.720><c> how</c><00:54:16.880><c> good</c><00:54:17.040><c> you</c><00:54:17.119><c> are</c><00:54:17.319><c> at</c>

00:54:17.589 --> 00:54:17.599 align:start position:0%
sentences no matter how good you are at
 

00:54:17.599 --> 00:54:20.230 align:start position:0%
sentences no matter how good you are at
autoc<00:54:17.960><c> comp</c><00:54:18.040><c> completing</c><00:54:18.599><c> sentences</c><00:54:19.599><c> um</c><00:54:20.119><c> and</c>

00:54:20.230 --> 00:54:20.240 align:start position:0%
autoc comp completing sentences um and
 

00:54:20.240 --> 00:54:24.430 align:start position:0%
autoc comp completing sentences um and
then<00:54:20.440><c> yeah</c><00:54:20.559><c> if</c><00:54:20.680><c> it's</c><00:54:20.880><c> a</c><00:54:21.079><c> in</c><00:54:21.200><c> terms</c><00:54:21.440><c> of</c><00:54:21.720><c> the</c><00:54:22.040><c> the</c>

00:54:24.430 --> 00:54:24.440 align:start position:0%
 
 

00:54:24.440 --> 00:54:27.270 align:start position:0%
 
plateau<00:54:25.440><c> I'm</c><00:54:25.640><c> just</c><00:54:26.079><c> I</c><00:54:26.799><c> incremental</c>

00:54:27.270 --> 00:54:27.280 align:start position:0%
plateau I'm just I incremental
 

00:54:27.280 --> 00:54:28.950 align:start position:0%
plateau I'm just I incremental
improvements<00:54:27.640><c> is</c><00:54:27.799><c> enough</c><00:54:28.000><c> for</c><00:54:28.160><c> me</c><00:54:28.640><c> like</c><00:54:28.839><c> I</c>

00:54:28.950 --> 00:54:28.960 align:start position:0%
improvements is enough for me like I
 

00:54:28.960 --> 00:54:31.710 align:start position:0%
improvements is enough for me like I
want<00:54:29.720><c> models</c><00:54:30.000><c> like</c><00:54:30.440><c> right</c><00:54:30.599><c> now</c><00:54:31.359><c> I</c><00:54:31.440><c> want</c><00:54:31.599><c> them</c>

00:54:31.710 --> 00:54:31.720 align:start position:0%
want models like right now I want them
 

00:54:31.720 --> 00:54:35.309 align:start position:0%
want models like right now I want them
cheap<00:54:32.760><c> faster</c><00:54:33.760><c> yeah</c><00:54:34.400><c> if</c><00:54:34.559><c> if</c><00:54:34.680><c> you</c><00:54:34.799><c> look</c><00:54:35.000><c> through</c>

00:54:35.309 --> 00:54:35.319 align:start position:0%
cheap faster yeah if if you look through
 

00:54:35.319 --> 00:54:37.829 align:start position:0%
cheap faster yeah if if you look through
back<00:54:35.559><c> through</c><00:54:35.799><c> history</c><00:54:36.240><c> like</c><00:54:37.040><c> I'm</c><00:54:37.599><c> I'm</c><00:54:37.760><c> a</c>

00:54:37.829 --> 00:54:37.839 align:start position:0%
back through history like I'm I'm a
 

00:54:37.839 --> 00:54:39.870 align:start position:0%
back through history like I'm I'm a
little<00:54:38.000><c> bit</c><00:54:38.160><c> skeptical</c><00:54:38.680><c> to</c><00:54:39.040><c> to</c><00:54:39.359><c> believe</c><00:54:39.720><c> that</c>

00:54:39.870 --> 00:54:39.880 align:start position:0%
little bit skeptical to to believe that
 

00:54:39.880 --> 00:54:42.549 align:start position:0%
little bit skeptical to to believe that
suddenly<00:54:40.680><c> like</c><00:54:41.440><c> fundamental</c><00:54:42.079><c> things</c><00:54:42.400><c> would</c>

00:54:42.549 --> 00:54:42.559 align:start position:0%
suddenly like fundamental things would
 

00:54:42.559 --> 00:54:44.990 align:start position:0%
suddenly like fundamental things would
change<00:54:43.240><c> in</c><00:54:43.599><c> in</c><00:54:43.720><c> the</c><00:54:43.839><c> software</c><00:54:44.280><c> industry</c><00:54:44.880><c> you</c>

00:54:44.990 --> 00:54:45.000 align:start position:0%
change in in the software industry you
 

00:54:45.000 --> 00:54:49.589 align:start position:0%
change in in the software industry you
know<00:54:45.160><c> there's</c><00:54:45.400><c> always</c><00:54:45.720><c> this</c><00:54:47.119><c> um</c><00:54:48.119><c> um</c><00:54:49.040><c> people</c>

00:54:49.589 --> 00:54:49.599 align:start position:0%
know there's always this um um people
 

00:54:49.599 --> 00:54:51.750 align:start position:0%
know there's always this um um people
sometimes<00:54:50.400><c> you</c><00:54:50.520><c> know</c><00:54:50.720><c> project</c><00:54:51.200><c> that</c><00:54:51.559><c> this</c>

00:54:51.750 --> 00:54:51.760 align:start position:0%
sometimes you know project that this
 

00:54:51.760 --> 00:54:53.230 align:start position:0%
sometimes you know project that this
time<00:54:51.960><c> it</c><00:54:52.040><c> will</c><00:54:52.200><c> be</c><00:54:52.359><c> very</c><00:54:52.599><c> different</c><00:54:53.000><c> and</c><00:54:53.119><c> and</c>

00:54:53.230 --> 00:54:53.240 align:start position:0%
time it will be very different and and
 

00:54:53.240 --> 00:54:54.870 align:start position:0%
time it will be very different and and
again<00:54:53.440><c> there's</c><00:54:53.680><c> always</c><00:54:53.960><c> Innovation</c><00:54:54.480><c> but</c>

00:54:54.870 --> 00:54:54.880 align:start position:0%
again there's always Innovation but
 

00:54:54.880 --> 00:54:56.950 align:start position:0%
again there's always Innovation but
looking<00:54:55.200><c> back</c><00:54:55.359><c> we've</c><00:54:55.559><c> always</c><00:54:55.760><c> had</c><00:54:55.960><c> innovation</c>

00:54:56.950 --> 00:54:56.960 align:start position:0%
looking back we've always had innovation
 

00:54:56.960 --> 00:54:58.309 align:start position:0%
looking back we've always had innovation
we've<00:54:57.160><c> had</c><00:54:57.240><c> some</c><00:54:57.359><c> new</c><00:54:57.520><c> technologies</c><00:54:58.040><c> and</c><00:54:58.160><c> then</c>

00:54:58.309 --> 00:54:58.319 align:start position:0%
we've had some new technologies and then
 

00:54:58.319 --> 00:55:01.150 align:start position:0%
we've had some new technologies and then
incremental<00:54:59.160><c> improvements</c><00:54:59.720><c> so</c><00:55:00.400><c> like</c><00:55:00.799><c> pattern</c>

00:55:01.150 --> 00:55:01.160 align:start position:0%
incremental improvements so like pattern
 

00:55:01.160 --> 00:55:03.670 align:start position:0%
incremental improvements so like pattern
matching<00:55:01.880><c> that</c><00:55:02.119><c> would</c><00:55:02.359><c> be</c><00:55:02.960><c> logical</c><00:55:03.359><c> obviously</c>

00:55:03.670 --> 00:55:03.680 align:start position:0%
matching that would be logical obviously
 

00:55:03.680 --> 00:55:05.589 align:start position:0%
matching that would be logical obviously
there's<00:55:03.839><c> Black</c><00:55:04.040><c> Swan</c><00:55:04.280><c> events</c><00:55:04.680><c> right</c><00:55:04.839><c> like</c>

00:55:05.589 --> 00:55:05.599 align:start position:0%
there's Black Swan events right like
 

00:55:05.599 --> 00:55:07.910 align:start position:0%
there's Black Swan events right like
would<00:55:05.720><c> have</c><00:55:06.400><c> who</c><00:55:06.720><c> could</c><00:55:06.839><c> have</c><00:55:07.000><c> seen</c><00:55:07.280><c> Co</c><00:55:07.640><c> come</c>

00:55:07.910 --> 00:55:07.920 align:start position:0%
would have who could have seen Co come
 

00:55:07.920 --> 00:55:10.349 align:start position:0%
would have who could have seen Co come
or<00:55:08.119><c> or</c><00:55:08.240><c> this</c><00:55:08.359><c> is</c><00:55:08.480><c> also</c><00:55:08.640><c> a</c><00:55:08.799><c> breakthrough</c><00:55:09.799><c> but</c><00:55:10.200><c> I</c>

00:55:10.349 --> 00:55:10.359 align:start position:0%
or or this is also a breakthrough but I
 

00:55:10.359 --> 00:55:12.589 align:start position:0%
or or this is also a breakthrough but I
I<00:55:10.440><c> think</c><00:55:10.640><c> there</c><00:55:10.799><c> there's</c><00:55:11.000><c> that</c><00:55:11.240><c> part</c><00:55:11.440><c> of</c><00:55:12.079><c> like</c>

00:55:12.589 --> 00:55:12.599 align:start position:0%
I think there there's that part of like
 

00:55:12.599 --> 00:55:14.150 align:start position:0%
I think there there's that part of like
we're<00:55:12.799><c> not</c><00:55:13.119><c> we're</c><00:55:13.280><c> not</c><00:55:13.440><c> just</c><00:55:13.559><c> in</c><00:55:13.680><c> a</c><00:55:13.839><c> vacuum</c>

00:55:14.150 --> 00:55:14.160 align:start position:0%
we're not we're not just in a vacuum
 

00:55:14.160 --> 00:55:16.670 align:start position:0%
we're not we're not just in a vacuum
there's<00:55:14.359><c> not</c><00:55:14.520><c> just</c><00:55:14.680><c> this</c><00:55:14.839><c> one</c><00:55:15.040><c> event</c><00:55:15.559><c> and</c><00:55:16.160><c> AI</c>

00:55:16.670 --> 00:55:16.680 align:start position:0%
there's not just this one event and AI
 

00:55:16.680 --> 00:55:18.829 align:start position:0%
there's not just this one event and AI
has<00:55:16.880><c> been</c><00:55:17.359><c> predicted</c><00:55:17.839><c> to</c><00:55:18.160><c> to</c><00:55:18.280><c> be</c><00:55:18.440><c> around</c><00:55:18.680><c> the</c>

00:55:18.829 --> 00:55:18.839 align:start position:0%
has been predicted to to be around the
 

00:55:18.839 --> 00:55:20.630 align:start position:0%
has been predicted to to be around the
corner<00:55:19.280><c> by</c><00:55:19.440><c> different</c><00:55:19.760><c> people</c><00:55:20.079><c> since</c><00:55:20.440><c> since</c>

00:55:20.630 --> 00:55:20.640 align:start position:0%
corner by different people since since
 

00:55:20.640 --> 00:55:23.309 align:start position:0%
corner by different people since since
the<00:55:20.760><c> start</c><00:55:21.000><c> of</c><00:55:21.440><c> computing</c><00:55:22.039><c> really</c><00:55:22.240><c> to</c><00:55:22.400><c> be</c>

00:55:23.309 --> 00:55:23.319 align:start position:0%
the start of computing really to be
 

00:55:23.319 --> 00:55:26.309 align:start position:0%
the start of computing really to be
fair<00:55:24.319><c> but</c><00:55:24.599><c> I</c><00:55:24.720><c> think</c><00:55:24.960><c> the</c><00:55:25.480><c> the</c><00:55:25.680><c> the</c><00:55:25.799><c> other</c>

00:55:26.309 --> 00:55:26.319 align:start position:0%
fair but I think the the the other
 

00:55:26.319 --> 00:55:28.829 align:start position:0%
fair but I think the the the other
something<00:55:26.520><c> I</c><00:55:26.599><c> think</c><00:55:26.760><c> about</c><00:55:27.000><c> a</c><00:55:27.119><c> lot</c><00:55:27.520><c> is</c><00:55:28.000><c> um</c><00:55:28.640><c> the</c>

00:55:28.829 --> 00:55:28.839 align:start position:0%
something I think about a lot is um the
 

00:55:28.839 --> 00:55:30.990 align:start position:0%
something I think about a lot is um the
impact<00:55:29.200><c> of</c><00:55:29.480><c> Tik</c><00:55:29.720><c> Tok</c><00:55:29.920><c> and</c><00:55:30.119><c> YouTube</c><00:55:30.680><c> on</c>

00:55:30.990 --> 00:55:31.000 align:start position:0%
impact of Tik Tok and YouTube on
 

00:55:31.000 --> 00:55:33.789 align:start position:0%
impact of Tik Tok and YouTube on
professional<00:55:31.680><c> video</c><00:55:32.200><c> creation</c><00:55:32.960><c> right</c><00:55:33.200><c> like</c>

00:55:33.789 --> 00:55:33.799 align:start position:0%
professional video creation right like
 

00:55:33.799 --> 00:55:36.069 align:start position:0%
professional video creation right like
the<00:55:34.039><c> the</c><00:55:34.200><c> the</c><00:55:34.359><c> iPhone</c><00:55:34.799><c> is</c><00:55:34.920><c> a</c><00:55:35.240><c> this</c><00:55:35.359><c> is</c><00:55:35.480><c> a</c><00:55:35.720><c> really</c>

00:55:36.069 --> 00:55:36.079 align:start position:0%
the the the iPhone is a this is a really
 

00:55:36.079 --> 00:55:38.109 align:start position:0%
the the the iPhone is a this is a really
great<00:55:36.400><c> video</c><00:55:36.720><c> camera</c><00:55:37.440><c> and</c><00:55:37.640><c> Tik</c><00:55:37.839><c> Tok</c><00:55:38.000><c> and</c>

00:55:38.109 --> 00:55:38.119 align:start position:0%
great video camera and Tik Tok and
 

00:55:38.119 --> 00:55:39.510 align:start position:0%
great video camera and Tik Tok and
YouTube<00:55:38.440><c> have</c><00:55:38.559><c> meant</c><00:55:38.760><c> that</c><00:55:38.920><c> you</c><00:55:39.039><c> can</c><00:55:39.280><c> now</c>

00:55:39.510 --> 00:55:39.520 align:start position:0%
YouTube have meant that you can now
 

00:55:39.520 --> 00:55:42.829 align:start position:0%
YouTube have meant that you can now
publish<00:55:39.880><c> videos</c><00:55:40.319><c> to</c><00:55:40.559><c> the</c><00:55:40.760><c> entire</c><00:55:41.200><c> world</c><00:55:42.200><c> and</c>

00:55:42.829 --> 00:55:42.839 align:start position:0%
publish videos to the entire world and
 

00:55:42.839 --> 00:55:44.750 align:start position:0%
publish videos to the entire world and
that<00:55:43.079><c> has</c><00:55:43.319><c> not</c><00:55:43.640><c> killed</c><00:55:44.000><c> off</c><00:55:44.319><c> professional</c>

00:55:44.750 --> 00:55:44.760 align:start position:0%
that has not killed off professional
 

00:55:44.760 --> 00:55:46.870 align:start position:0%
that has not killed off professional
video<00:55:45.400><c> um</c><00:55:45.799><c> like</c><00:55:46.280><c> people</c><00:55:46.480><c> who</c><00:55:46.599><c> work</c>

00:55:46.870 --> 00:55:46.880 align:start position:0%
video um like people who work
 

00:55:46.880 --> 00:55:48.670 align:start position:0%
video um like people who work
professionally<00:55:47.319><c> in</c><00:55:47.440><c> that</c><00:55:47.599><c> industry</c><00:55:48.520><c> they're</c>

00:55:48.670 --> 00:55:48.680 align:start position:0%
professionally in that industry they're
 

00:55:48.680 --> 00:55:51.589 align:start position:0%
professionally in that industry they're
doing<00:55:49.039><c> fine</c><00:55:49.559><c> you</c><00:55:49.680><c> know</c><00:55:50.280><c> what's</c><00:55:50.480><c> happened</c><00:55:50.920><c> is</c>

00:55:51.589 --> 00:55:51.599 align:start position:0%
doing fine you know what's happened is
 

00:55:51.599 --> 00:55:53.270 align:start position:0%
doing fine you know what's happened is
is<00:55:51.880><c> millions</c><00:55:52.240><c> of</c><00:55:52.440><c> people</c><00:55:52.720><c> who</c><00:55:52.839><c> would</c><00:55:53.039><c> never</c>

00:55:53.270 --> 00:55:53.280 align:start position:0%
is millions of people who would never
 

00:55:53.280 --> 00:55:55.109 align:start position:0%
is millions of people who would never
have<00:55:53.480><c> even</c><00:55:53.680><c> dreamed</c><00:55:54.039><c> of</c><00:55:54.200><c> trying</c><00:55:54.440><c> to</c><00:55:54.559><c> learn</c><00:55:54.839><c> to</c>

00:55:55.109 --> 00:55:55.119 align:start position:0%
have even dreamed of trying to learn to
 

00:55:55.119 --> 00:55:56.549 align:start position:0%
have even dreamed of trying to learn to
stand<00:55:55.319><c> in</c><00:55:55.440><c> front</c><00:55:55.599><c> of</c><00:55:55.680><c> a</c><00:55:55.760><c> camera</c><00:55:56.000><c> or</c><00:55:56.079><c> to</c><00:55:56.280><c> operate</c>

00:55:56.549 --> 00:55:56.559 align:start position:0%
stand in front of a camera or to operate
 

00:55:56.559 --> 00:55:58.029 align:start position:0%
stand in front of a camera or to operate
that<00:55:56.720><c> equipment</c><00:55:57.200><c> are</c><00:55:57.400><c> now</c><00:55:57.599><c> publishing</c>

00:55:58.029 --> 00:55:58.039 align:start position:0%
that equipment are now publishing
 

00:55:58.039 --> 00:56:01.270 align:start position:0%
that equipment are now publishing
different<00:55:58.599><c> kinds</c><00:55:58.839><c> of</c><00:55:59.039><c> content</c><00:55:59.520><c> online</c><00:56:00.520><c> and</c><00:56:00.960><c> I</c>

00:56:01.270 --> 00:56:01.280 align:start position:0%
different kinds of content online and I
 

00:56:01.280 --> 00:56:04.190 align:start position:0%
different kinds of content online and I
I<00:56:01.799><c> that's</c><00:56:02.079><c> kind</c><00:56:02.200><c> of</c><00:56:02.480><c> my</c><00:56:02.720><c> my</c><00:56:02.960><c> my</c><00:56:03.200><c> ideal</c><00:56:03.680><c> version</c>

00:56:04.190 --> 00:56:04.200 align:start position:0%
I that's kind of my my my ideal version
 

00:56:04.200 --> 00:56:06.549 align:start position:0%
I that's kind of my my my ideal version
of<00:56:04.400><c> the</c><00:56:04.559><c> sort</c><00:56:04.720><c> of</c><00:56:04.839><c> AI</c><00:56:05.160><c> programming</c><00:56:05.680><c> thing</c><00:56:05.960><c> is</c><00:56:06.440><c> I</c>

00:56:06.549 --> 00:56:06.559 align:start position:0%
of the sort of AI programming thing is I
 

00:56:06.559 --> 00:56:08.710 align:start position:0%
of the sort of AI programming thing is I
want<00:56:06.839><c> the</c><00:56:07.000><c> number</c><00:56:07.280><c> of</c><00:56:07.480><c> people</c><00:56:07.799><c> who</c><00:56:07.960><c> can</c><00:56:08.440><c> do</c>

00:56:08.710 --> 00:56:08.720 align:start position:0%
want the number of people who can do
 

00:56:08.720 --> 00:56:10.549 align:start position:0%
want the number of people who can do
basic<00:56:09.039><c> programming</c><00:56:09.440><c> to</c><00:56:09.599><c> go</c><00:56:09.720><c> up</c><00:56:09.880><c> by</c><00:56:10.240><c> an</c><00:56:10.319><c> order</c>

00:56:10.549 --> 00:56:10.559 align:start position:0%
basic programming to go up by an order
 

00:56:10.559 --> 00:56:13.990 align:start position:0%
basic programming to go up by an order
of<00:56:10.720><c> magnitude</c><00:56:11.440><c> I</c><00:56:11.839><c> I</c><00:56:11.960><c> think</c><00:56:12.640><c> every</c><00:56:12.920><c> human</c><00:56:13.240><c> being</c>

00:56:13.990 --> 00:56:14.000 align:start position:0%
of magnitude I I think every human being
 

00:56:14.000 --> 00:56:16.349 align:start position:0%
of magnitude I I think every human being
deserves<00:56:14.559><c> to</c><00:56:14.720><c> be</c><00:56:14.880><c> able</c><00:56:15.119><c> to</c><00:56:15.440><c> automate</c><00:56:15.960><c> dull</c>

00:56:16.349 --> 00:56:16.359 align:start position:0%
deserves to be able to automate dull
 

00:56:16.359 --> 00:56:18.190 align:start position:0%
deserves to be able to automate dull
things<00:56:16.559><c> in</c><00:56:16.680><c> their</c><00:56:16.880><c> lives</c><00:56:17.079><c> with</c><00:56:17.200><c> a</c><00:56:17.359><c> computer</c>

00:56:18.190 --> 00:56:18.200 align:start position:0%
things in their lives with a computer
 

00:56:18.200 --> 00:56:19.630 align:start position:0%
things in their lives with a computer
and<00:56:18.319><c> today</c><00:56:18.640><c> you</c><00:56:18.799><c> almost</c><00:56:19.039><c> need</c><00:56:19.200><c> a</c><00:56:19.319><c> computer</c>

00:56:19.630 --> 00:56:19.640 align:start position:0%
and today you almost need a computer
 

00:56:19.640 --> 00:56:21.349 align:start position:0%
and today you almost need a computer
science<00:56:19.920><c> degree</c><00:56:20.200><c> just</c><00:56:20.400><c> to</c><00:56:20.559><c> automate</c><00:56:20.960><c> a</c><00:56:21.079><c> dull</c>

00:56:21.349 --> 00:56:21.359 align:start position:0%
science degree just to automate a dull
 

00:56:21.359 --> 00:56:23.109 align:start position:0%
science degree just to automate a dull
thing<00:56:21.520><c> in</c><00:56:21.640><c> your</c><00:56:21.760><c> life</c><00:56:21.920><c> with</c><00:56:22.039><c> a</c><00:56:22.160><c> computer</c>

00:56:23.109 --> 00:56:23.119 align:start position:0%
thing in your life with a computer
 

00:56:23.119 --> 00:56:25.109 align:start position:0%
thing in your life with a computer
that's<00:56:23.440><c> the</c><00:56:23.640><c> thing</c><00:56:24.000><c> which</c><00:56:24.319><c> language</c><00:56:24.680><c> models</c><00:56:25.039><c> I</c>

00:56:25.109 --> 00:56:25.119 align:start position:0%
that's the thing which language models I
 

00:56:25.119 --> 00:56:27.829 align:start position:0%
that's the thing which language models I
think<00:56:25.440><c> are</c><00:56:25.559><c> taking</c><00:56:25.799><c> a</c><00:56:25.920><c> huge</c><00:56:26.319><c> bite</c><00:56:26.559><c> out</c><00:56:26.760><c> of</c><00:56:27.680><c> and</c>

00:56:27.829 --> 00:56:27.839 align:start position:0%
think are taking a huge bite out of and
 

00:56:27.839 --> 00:56:30.589 align:start position:0%
think are taking a huge bite out of and
then<00:56:28.480><c> maybe</c><00:56:29.240><c> so</c><00:56:29.520><c> there</c><00:56:29.640><c> is</c><00:56:29.760><c> a</c><00:56:29.880><c> version</c><00:56:30.160><c> of</c><00:56:30.319><c> that</c>

00:56:30.589 --> 00:56:30.599 align:start position:0%
then maybe so there is a version of that
 

00:56:30.599 --> 00:56:32.190 align:start position:0%
then maybe so there is a version of that
where<00:56:31.039><c> the</c><00:56:31.200><c> demand</c><00:56:31.559><c> for</c><00:56:31.839><c> professional</c>

00:56:32.190 --> 00:56:32.200 align:start position:0%
where the demand for professional
 

00:56:32.200 --> 00:56:34.870 align:start position:0%
where the demand for professional
software<00:56:32.480><c> Engineers</c><00:56:32.880><c> goes</c><00:56:33.160><c> down</c><00:56:33.720><c> because</c><00:56:34.720><c> the</c>

00:56:34.870 --> 00:56:34.880 align:start position:0%
software Engineers goes down because the
 

00:56:34.880 --> 00:56:36.710 align:start position:0%
software Engineers goes down because the
more<00:56:35.079><c> basic</c><00:56:35.400><c> stuff</c><00:56:35.640><c> can</c><00:56:35.760><c> be</c><00:56:35.880><c> done</c><00:56:36.119><c> by</c><00:56:36.359><c> by</c><00:56:36.520><c> other</c>

00:56:36.710 --> 00:56:36.720 align:start position:0%
more basic stuff can be done by by other
 

00:56:36.720 --> 00:56:38.390 align:start position:0%
more basic stuff can be done by by other
things<00:56:37.079><c> the</c><00:56:37.240><c> alternative</c><00:56:37.839><c> version</c><00:56:38.119><c> of</c><00:56:38.240><c> that</c>

00:56:38.390 --> 00:56:38.400 align:start position:0%
things the alternative version of that
 

00:56:38.400 --> 00:56:41.109 align:start position:0%
things the alternative version of that
is<00:56:38.559><c> the</c><00:56:38.720><c> thing</c><00:56:39.240><c> where</c><00:56:40.240><c> because</c><00:56:40.920><c> a</c>

00:56:41.109 --> 00:56:41.119 align:start position:0%
is the thing where because a
 

00:56:41.119 --> 00:56:42.510 align:start position:0%
is the thing where because a
professional<00:56:41.520><c> software</c><00:56:41.839><c> engineer</c><00:56:42.160><c> can</c><00:56:42.359><c> now</c>

00:56:42.510 --> 00:56:42.520 align:start position:0%
professional software engineer can now
 

00:56:42.520 --> 00:56:44.870 align:start position:0%
professional software engineer can now
do<00:56:43.119><c> five</c><00:56:43.400><c> times</c><00:56:43.680><c> the</c><00:56:43.799><c> work</c><00:56:44.119><c> they</c><00:56:44.240><c> used</c><00:56:44.400><c> to</c><00:56:44.520><c> do</c>

00:56:44.870 --> 00:56:44.880 align:start position:0%
do five times the work they used to do
 

00:56:44.880 --> 00:56:46.750 align:start position:0%
do five times the work they used to do
maybe<00:56:45.319><c> two</c><00:56:45.599><c> times</c><00:56:45.880><c> five</c><00:56:46.079><c> times</c><00:56:46.359><c> whatever</c><00:56:46.640><c> it</c>

00:56:46.750 --> 00:56:46.760 align:start position:0%
maybe two times five times whatever it
 

00:56:46.760 --> 00:56:48.670 align:start position:0%
maybe two times five times whatever it
is<00:56:47.640><c> that</c><00:56:47.760><c> means</c><00:56:47.960><c> that</c><00:56:48.160><c> companies</c><00:56:48.520><c> that</c>

00:56:48.670 --> 00:56:48.680 align:start position:0%
is that means that companies that
 

00:56:48.680 --> 00:56:50.029 align:start position:0%
is that means that companies that
wouldn't<00:56:48.880><c> have</c><00:56:49.000><c> built</c><00:56:49.240><c> custom</c><00:56:49.559><c> software</c><00:56:49.880><c> now</c>

00:56:50.029 --> 00:56:50.039 align:start position:0%
wouldn't have built custom software now
 

00:56:50.039 --> 00:56:52.390 align:start position:0%
wouldn't have built custom software now
do<00:56:50.680><c> which</c><00:56:50.839><c> means</c><00:56:51.119><c> that</c><00:56:51.319><c> the</c><00:56:51.839><c> number</c><00:56:52.039><c> of</c><00:56:52.160><c> jobs</c>

00:56:52.390 --> 00:56:52.400 align:start position:0%
do which means that the number of jobs
 

00:56:52.400 --> 00:56:53.990 align:start position:0%
do which means that the number of jobs
of<00:56:52.520><c> software</c><00:56:52.760><c> Engineers</c><00:56:53.119><c> goes</c><00:56:53.319><c> up</c><00:56:53.760><c> right</c><00:56:53.880><c> a</c>

00:56:53.990 --> 00:56:54.000 align:start position:0%
of software Engineers goes up right a
 

00:56:54.000 --> 00:56:55.710 align:start position:0%
of software Engineers goes up right a
company<00:56:54.359><c> that</c><00:56:54.480><c> would</c><00:56:54.880><c> never</c><00:56:55.160><c> have</c><00:56:55.319><c> built</c><00:56:55.599><c> its</c>

00:56:55.710 --> 00:56:55.720 align:start position:0%
company that would never have built its
 

00:56:55.720 --> 00:56:57.549 align:start position:0%
company that would never have built its
own<00:56:55.920><c> customer</c><00:56:56.480><c> CRM</c><00:56:56.880><c> for</c><00:56:57.039><c> their</c><00:56:57.200><c> industry</c>

00:56:57.549 --> 00:56:57.559 align:start position:0%
own customer CRM for their industry
 

00:56:57.559 --> 00:56:58.789 align:start position:0%
own customer CRM for their industry
because<00:56:57.680><c> you'd</c><00:56:57.839><c> have</c><00:56:57.920><c> to</c><00:56:58.000><c> hire</c><00:56:58.200><c> 20</c><00:56:58.480><c> people</c><00:56:58.640><c> and</c>

00:56:58.789 --> 00:56:58.799 align:start position:0%
because you'd have to hire 20 people and
 

00:56:58.799 --> 00:57:00.829 align:start position:0%
because you'd have to hire 20 people and
wait<00:56:59.000><c> 6</c><00:56:59.200><c> months</c><00:56:59.799><c> can</c><00:56:59.960><c> now</c><00:57:00.119><c> do</c><00:57:00.240><c> it</c><00:57:00.400><c> with</c><00:57:00.599><c> five</c>

00:57:00.829 --> 00:57:00.839 align:start position:0%
wait 6 months can now do it with five
 

00:57:00.839 --> 00:57:03.309 align:start position:0%
wait 6 months can now do it with five
people<00:57:01.200><c> and</c><00:57:01.400><c> two</c><00:57:01.640><c> months</c><00:57:02.319><c> and</c><00:57:02.559><c> that</c><00:57:02.839><c> means</c>

00:57:03.309 --> 00:57:03.319 align:start position:0%
people and two months and that means
 

00:57:03.319 --> 00:57:05.910 align:start position:0%
people and two months and that means
that<00:57:04.039><c> that</c><00:57:04.359><c> that's</c><00:57:04.640><c> now</c><00:57:05.079><c> feasible</c><00:57:05.520><c> for</c><00:57:05.720><c> them</c>

00:57:05.910 --> 00:57:05.920 align:start position:0%
that that that's now feasible for them
 

00:57:05.920 --> 00:57:07.309 align:start position:0%
that that that's now feasible for them
and<00:57:06.119><c> those</c><00:57:06.400><c> those</c><00:57:06.599><c> five</c><00:57:06.799><c> people</c><00:57:07.000><c> are</c><00:57:07.160><c> still</c>

00:57:07.309 --> 00:57:07.319 align:start position:0%
and those those five people are still
 

00:57:07.319 --> 00:57:09.670 align:start position:0%
and those those five people are still
getting<00:57:07.599><c> paid</c><00:57:07.920><c> very</c><00:57:08.200><c> well</c><00:57:08.880><c> it's</c><00:57:09.119><c> just</c><00:57:09.359><c> that</c>

00:57:09.670 --> 00:57:09.680 align:start position:0%
getting paid very well it's just that
 

00:57:09.680 --> 00:57:11.390 align:start position:0%
getting paid very well it's just that
their<00:57:10.200><c> the</c><00:57:10.400><c> value</c><00:57:10.720><c> that</c><00:57:10.839><c> they</c><00:57:11.000><c> provide</c><00:57:11.240><c> to</c>

00:57:11.390 --> 00:57:11.400 align:start position:0%
their the value that they provide to
 

00:57:11.400 --> 00:57:13.990 align:start position:0%
their the value that they provide to
companies<00:57:11.760><c> has</c><00:57:11.920><c> gone</c><00:57:12.119><c> up</c><00:57:13.000><c> so</c><00:57:13.440><c> despite</c><00:57:13.880><c> the</c>

00:57:13.990 --> 00:57:14.000 align:start position:0%
companies has gone up so despite the
 

00:57:14.000 --> 00:57:15.789 align:start position:0%
companies has gone up so despite the
sort<00:57:14.200><c> of</c><00:57:14.400><c> so</c><00:57:14.880><c> that's</c><00:57:15.160><c> that's</c><00:57:15.359><c> the</c><00:57:15.480><c> demand</c>

00:57:15.789 --> 00:57:15.799 align:start position:0%
sort of so that's that's the demand
 

00:57:15.799 --> 00:57:18.190 align:start position:0%
sort of so that's that's the demand
curve<00:57:16.039><c> that</c><00:57:16.160><c> I'd</c><00:57:16.319><c> like</c><00:57:16.440><c> to</c><00:57:16.680><c> see</c><00:57:17.680><c> well</c><00:57:17.839><c> and</c><00:57:17.960><c> also</c>

00:57:18.190 --> 00:57:18.200 align:start position:0%
curve that I'd like to see well and also
 

00:57:18.200 --> 00:57:20.230 align:start position:0%
curve that I'd like to see well and also
don't<00:57:18.359><c> don't</c><00:57:18.520><c> forget</c><00:57:18.920><c> like</c><00:57:19.119><c> one</c><00:57:19.400><c> thing</c><00:57:19.760><c> that</c>

00:57:20.230 --> 00:57:20.240 align:start position:0%
don't don't forget like one thing that
 

00:57:20.240 --> 00:57:22.069 align:start position:0%
don't don't forget like one thing that
we<00:57:20.400><c> do</c><00:57:20.640><c> talk</c><00:57:20.880><c> about</c><00:57:21.160><c> or</c><00:57:21.400><c> I</c><00:57:21.520><c> think</c><00:57:21.680><c> it's</c><00:57:21.839><c> kind</c><00:57:21.960><c> of</c>

00:57:22.069 --> 00:57:22.079 align:start position:0%
we do talk about or I think it's kind of
 

00:57:22.079 --> 00:57:23.829 align:start position:0%
we do talk about or I think it's kind of
a<00:57:22.240><c> common</c><00:57:22.760><c> knowledge</c><00:57:23.160><c> correct</c><00:57:23.440><c> me</c><00:57:23.520><c> if</c><00:57:23.640><c> it's</c>

00:57:23.829 --> 00:57:23.839 align:start position:0%
a common knowledge correct me if it's
 

00:57:23.839 --> 00:57:26.870 align:start position:0%
a common knowledge correct me if it's
wrong<00:57:24.440><c> but</c><00:57:24.680><c> code</c><00:57:25.079><c> equals</c><00:57:25.520><c> liability</c><00:57:26.520><c> the</c><00:57:26.640><c> more</c>

00:57:26.870 --> 00:57:26.880 align:start position:0%
wrong but code equals liability the more
 

00:57:26.880 --> 00:57:28.510 align:start position:0%
wrong but code equals liability the more
code<00:57:27.160><c> you</c><00:57:27.359><c> have</c><00:57:27.559><c> the</c><00:57:27.680><c> more</c><00:57:27.880><c> liability</c><00:57:28.359><c> you</c>

00:57:28.510 --> 00:57:28.520 align:start position:0%
code you have the more liability you
 

00:57:28.520 --> 00:57:30.270 align:start position:0%
code you have the more liability you
have<00:57:28.720><c> and</c><00:57:28.920><c> and</c><00:57:29.119><c> one</c><00:57:29.359><c> thing</c><00:57:29.760><c> just</c><00:57:30.000><c> what</c><00:57:30.119><c> we're</c>

00:57:30.270 --> 00:57:30.280 align:start position:0%
have and and one thing just what we're
 

00:57:30.280 --> 00:57:32.510 align:start position:0%
have and and one thing just what we're
seeing<00:57:30.559><c> is</c><00:57:30.720><c> more</c><00:57:30.960><c> code</c><00:57:31.240><c> will</c><00:57:31.440><c> be</c><00:57:31.559><c> generated</c>

00:57:32.510 --> 00:57:32.520 align:start position:0%
seeing is more code will be generated
 

00:57:32.520 --> 00:57:34.069 align:start position:0%
seeing is more code will be generated
and<00:57:32.640><c> at</c><00:57:32.760><c> some</c><00:57:32.920><c> point</c><00:57:33.319><c> I</c><00:57:33.480><c> I</c><00:57:33.559><c> just</c><00:57:33.680><c> think</c><00:57:33.839><c> about</c>

00:57:34.069 --> 00:57:34.079 align:start position:0%
and at some point I I just think about
 

00:57:34.079 --> 00:57:35.950 align:start position:0%
and at some point I I just think about
this<00:57:34.240><c> thing</c><00:57:34.640><c> have</c><00:57:34.799><c> you</c><00:57:35.240><c> have</c><00:57:35.359><c> you</c><00:57:35.480><c> worked</c><00:57:35.720><c> at</c><00:57:35.799><c> a</c>

00:57:35.950 --> 00:57:35.960 align:start position:0%
this thing have you have you worked at a
 

00:57:35.960 --> 00:57:38.390 align:start position:0%
this thing have you have you worked at a
company<00:57:36.240><c> or</c><00:57:36.400><c> a</c><00:57:36.520><c> team</c><00:57:36.920><c> where</c><00:57:37.319><c> you</c><00:57:37.480><c> just</c><00:57:37.720><c> had</c>

00:57:38.390 --> 00:57:38.400 align:start position:0%
company or a team where you just had
 

00:57:38.400 --> 00:57:40.029 align:start position:0%
company or a team where you just had
like<00:57:38.559><c> less</c><00:57:38.839><c> experienced</c><00:57:39.240><c> developers</c><00:57:39.760><c> one</c><00:57:39.920><c> or</c>

00:57:40.029 --> 00:57:40.039 align:start position:0%
like less experienced developers one or
 

00:57:40.039 --> 00:57:41.630 align:start position:0%
like less experienced developers one or
two<00:57:40.200><c> years</c><00:57:40.480><c> experience</c><00:57:40.799><c> and</c><00:57:40.960><c> you</c><00:57:41.240><c> you</c><00:57:41.359><c> leave</c>

00:57:41.630 --> 00:57:41.640 align:start position:0%
two years experience and you you leave
 

00:57:41.640 --> 00:57:44.270 align:start position:0%
two years experience and you you leave
them<00:57:41.799><c> for</c><00:57:42.160><c> a</c><00:57:42.280><c> while</c><00:57:43.119><c> you</c><00:57:43.240><c> might</c><00:57:43.359><c> have</c><00:57:43.480><c> seen</c><00:57:44.160><c> and</c>

00:57:44.270 --> 00:57:44.280 align:start position:0%
them for a while you might have seen and
 

00:57:44.280 --> 00:57:46.029 align:start position:0%
them for a while you might have seen and
then<00:57:44.520><c> and</c><00:57:44.640><c> then</c><00:57:44.839><c> what</c><00:57:45.000><c> happens</c><00:57:45.480><c> right</c><00:57:45.760><c> like</c>

00:57:46.029 --> 00:57:46.039 align:start position:0%
then and then what happens right like
 

00:57:46.039 --> 00:57:47.750 align:start position:0%
then and then what happens right like
fast<00:57:46.280><c> forward</c><00:57:46.599><c> to</c><00:57:46.720><c> two</c><00:57:46.920><c> years</c><00:57:47.200><c> you</c><00:57:47.319><c> don't</c><00:57:47.559><c> add</c>

00:57:47.750 --> 00:57:47.760 align:start position:0%
fast forward to two years you don't add
 

00:57:47.760 --> 00:57:49.789 align:start position:0%
fast forward to two years you don't add
anyone

00:57:49.789 --> 00:57:49.799 align:start position:0%
anyone
 

00:57:49.799 --> 00:57:52.029 align:start position:0%
anyone
experience<00:57:50.799><c> you</c><00:57:50.920><c> know</c><00:57:51.079><c> like</c><00:57:51.240><c> usually</c><00:57:51.680><c> like</c><00:57:51.839><c> my</c>

00:57:52.029 --> 00:57:52.039 align:start position:0%
experience you know like usually like my
 

00:57:52.039 --> 00:57:54.029 align:start position:0%
experience you know like usually like my
my<00:57:52.200><c> my</c><00:57:52.359><c> observation</c><00:57:52.839><c> is</c><00:57:53.079><c> like</c><00:57:53.319><c> it's</c><00:57:53.720><c> you</c><00:57:53.880><c> get</c>

00:57:54.029 --> 00:57:54.039 align:start position:0%
my my observation is like it's you get
 

00:57:54.039 --> 00:57:55.549 align:start position:0%
my my observation is like it's you get
spaghetti<00:57:54.480><c> code</c><00:57:54.760><c> it's</c><00:57:54.880><c> a</c><00:57:55.000><c> mess</c><00:57:55.280><c> it's</c><00:57:55.440><c> it's</c>

00:57:55.549 --> 00:57:55.559 align:start position:0%
spaghetti code it's a mess it's it's
 

00:57:55.559 --> 00:57:57.789 align:start position:0%
spaghetti code it's a mess it's it's
hard<00:57:56.240><c> do</c><00:57:56.640><c> and</c><00:57:56.799><c> then</c><00:57:57.000><c> you</c><00:57:57.160><c> pull</c><00:57:57.319><c> in</c><00:57:57.440><c> some</c><00:57:57.599><c> people</c>

00:57:57.789 --> 00:57:57.799 align:start position:0%
hard do and then you pull in some people
 

00:57:57.799 --> 00:57:59.910 align:start position:0%
hard do and then you pull in some people
with<00:57:57.960><c> more</c><00:57:58.200><c> experience</c><00:57:58.599><c> who</c><00:57:58.760><c> look</c><00:57:59.000><c> around</c>

00:57:59.910 --> 00:57:59.920 align:start position:0%
with more experience who look around
 

00:57:59.920 --> 00:58:01.750 align:start position:0%
with more experience who look around
they<00:58:00.119><c> point</c><00:58:00.319><c> out</c><00:58:00.599><c> some</c><00:58:00.960><c> seemingly</c><00:58:01.440><c> simple</c>

00:58:01.750 --> 00:58:01.760 align:start position:0%
they point out some seemingly simple
 

00:58:01.760 --> 00:58:04.150 align:start position:0%
they point out some seemingly simple
changes<00:58:02.240><c> that</c><00:58:02.359><c> are</c><00:58:02.880><c> are</c><00:58:03.480><c> you</c><00:58:03.559><c> know</c><00:58:03.720><c> not</c><00:58:03.960><c> that</c>

00:58:04.150 --> 00:58:04.160 align:start position:0%
changes that are are you know not that
 

00:58:04.160 --> 00:58:06.270 align:start position:0%
changes that are are you know not that
simple<00:58:04.359><c> for</c><00:58:04.520><c> the</c><00:58:04.680><c> people</c><00:58:05.240><c> they</c><00:58:05.599><c> they</c><00:58:05.760><c> simplify</c>

00:58:06.270 --> 00:58:06.280 align:start position:0%
simple for the people they they simplify
 

00:58:06.280 --> 00:58:08.270 align:start position:0%
simple for the people they they simplify
things<00:58:06.520><c> you</c><00:58:06.680><c> might</c><00:58:06.880><c> delete</c><00:58:07.319><c> a</c><00:58:07.440><c> lot</c><00:58:07.599><c> of</c><00:58:07.760><c> code</c>

00:58:08.270 --> 00:58:08.280 align:start position:0%
things you might delete a lot of code
 

00:58:08.280 --> 00:58:09.750 align:start position:0%
things you might delete a lot of code
and<00:58:08.400><c> then</c><00:58:08.559><c> all</c><00:58:08.760><c> will</c><00:58:08.960><c> be</c><00:58:09.119><c> good</c><00:58:09.240><c> in</c><00:58:09.359><c> the</c><00:58:09.480><c> world</c>

00:58:09.750 --> 00:58:09.760 align:start position:0%
and then all will be good in the world
 

00:58:09.760 --> 00:58:12.309 align:start position:0%
and then all will be good in the world
or<00:58:10.039><c> or</c><00:58:10.200><c> those</c><00:58:10.359><c> people</c><00:58:10.599><c> get</c><00:58:10.880><c> more</c><00:58:11.319><c> experienced</c>

00:58:12.309 --> 00:58:12.319 align:start position:0%
or or those people get more experienced
 

00:58:12.319 --> 00:58:14.950 align:start position:0%
or or those people get more experienced
but<00:58:13.000><c> I</c><00:58:13.160><c> I</c><00:58:13.280><c> do</c><00:58:13.520><c> think</c><00:58:13.799><c> about</c><00:58:14.160><c> this</c><00:58:14.359><c> part</c><00:58:14.640><c> where</c>

00:58:14.950 --> 00:58:14.960 align:start position:0%
but I I do think about this part where
 

00:58:14.960 --> 00:58:16.630 align:start position:0%
but I I do think about this part where
you<00:58:15.079><c> know</c><00:58:15.200><c> a</c><00:58:15.319><c> year</c><00:58:15.520><c> in</c><00:58:16.079><c> everything</c><00:58:16.440><c> still</c>

00:58:16.630 --> 00:58:16.640 align:start position:0%
you know a year in everything still
 

00:58:16.640 --> 00:58:19.309 align:start position:0%
you know a year in everything still
seems<00:58:16.880><c> to</c><00:58:17.000><c> be</c><00:58:17.160><c> fine</c><00:58:17.480><c> right</c><00:58:17.720><c> like</c><00:58:18.079><c> the</c><00:58:18.520><c> CEO</c><00:58:19.079><c> of</c>

00:58:19.309 --> 00:58:19.319 align:start position:0%
seems to be fine right like the CEO of
 

00:58:19.319 --> 00:58:21.150 align:start position:0%
seems to be fine right like the CEO of
of<00:58:19.920><c> the</c><00:58:20.000><c> company</c><00:58:20.359><c> is</c><00:58:20.520><c> like</c><00:58:20.680><c> oh</c><00:58:20.799><c> this</c><00:58:20.920><c> team</c><00:58:21.079><c> is</c>

00:58:21.150 --> 00:58:21.160 align:start position:0%
of the company is like oh this team is
 

00:58:21.160 --> 00:58:23.470 align:start position:0%
of the company is like oh this team is
shipping<00:58:21.520><c> quickly</c><00:58:21.839><c> people</c><00:58:22.000><c> are</c><00:58:22.359><c> enthusiastic</c>

00:58:23.470 --> 00:58:23.480 align:start position:0%
shipping quickly people are enthusiastic
 

00:58:23.480 --> 00:58:26.270 align:start position:0%
shipping quickly people are enthusiastic
and<00:58:24.480><c> my</c><00:58:24.640><c> sense</c><00:58:24.960><c> is</c><00:58:25.160><c> that</c><00:58:25.359><c> there</c><00:58:25.520><c> will</c><00:58:25.720><c> be</c><00:58:26.160><c> there</c>

00:58:26.270 --> 00:58:26.280 align:start position:0%
and my sense is that there will be there
 

00:58:26.280 --> 00:58:28.589 align:start position:0%
and my sense is that there will be there
should<00:58:26.440><c> be</c><00:58:26.599><c> a</c><00:58:26.720><c> demand</c><00:58:27.200><c> and</c><00:58:27.359><c> again</c><00:58:27.680><c> like</c><00:58:28.200><c> u</c><00:58:28.440><c> i</c>

00:58:28.589 --> 00:58:28.599 align:start position:0%
should be a demand and again like u i
 

00:58:28.599 --> 00:58:30.190 align:start position:0%
should be a demand and again like u i
I'm<00:58:28.760><c> I'm</c><00:58:28.880><c> curious</c><00:58:29.160><c> to</c><00:58:29.280><c> hear</c><00:58:29.680><c> your</c><00:58:29.880><c> thoughts</c><00:58:30.079><c> on</c>

00:58:30.190 --> 00:58:30.200 align:start position:0%
I'm I'm curious to hear your thoughts on
 

00:58:30.200 --> 00:58:32.549 align:start position:0%
I'm I'm curious to hear your thoughts on
this<00:58:30.400><c> but</c><00:58:31.280><c> Engineers</c><00:58:31.720><c> who</c><00:58:31.839><c> can</c><00:58:32.039><c> go</c><00:58:32.200><c> into</c><00:58:32.440><c> the</c>

00:58:32.549 --> 00:58:32.559 align:start position:0%
this but Engineers who can go into the
 

00:58:32.559 --> 00:58:34.430 align:start position:0%
this but Engineers who can go into the
generated<00:58:32.960><c> code</c><00:58:33.160><c> and</c><00:58:33.280><c> for</c><00:58:33.440><c> example</c><00:58:33.799><c> explain</c>

00:58:34.430 --> 00:58:34.440 align:start position:0%
generated code and for example explain
 

00:58:34.440 --> 00:58:37.390 align:start position:0%
generated code and for example explain
reason<00:58:35.359><c> uh</c><00:58:35.640><c> even</c><00:58:35.839><c> when</c><00:58:36.000><c> the</c><00:58:36.119><c> machine</c><00:58:36.480><c> fails</c><00:58:36.960><c> to</c>

00:58:37.390 --> 00:58:37.400 align:start position:0%
reason uh even when the machine fails to
 

00:58:37.400 --> 00:58:39.309 align:start position:0%
reason uh even when the machine fails to
to<00:58:37.599><c> explain</c><00:58:38.079><c> this</c><00:58:38.400><c> complicated</c><00:58:38.920><c> mumble</c>

00:58:39.309 --> 00:58:39.319 align:start position:0%
to explain this complicated mumble
 

00:58:39.319 --> 00:58:41.430 align:start position:0%
to explain this complicated mumble
jumble<00:58:39.760><c> or</c><00:58:39.960><c> just</c><00:58:40.359><c> say</c><00:58:40.640><c> we're</c><00:58:40.799><c> going</c><00:58:40.920><c> to</c><00:58:41.079><c> delete</c>

00:58:41.430 --> 00:58:41.440 align:start position:0%
jumble or just say we're going to delete
 

00:58:41.440 --> 00:58:42.870 align:start position:0%
jumble or just say we're going to delete
all<00:58:41.599><c> of</c><00:58:41.720><c> this</c><00:58:41.880><c> and</c><00:58:42.000><c> it</c><00:58:42.160><c> makes</c><00:58:42.359><c> sense</c><00:58:42.720><c> I'm</c>

00:58:42.870 --> 00:58:42.880 align:start position:0%
all of this and it makes sense I'm
 

00:58:42.880 --> 00:58:45.309 align:start position:0%
all of this and it makes sense I'm
confident<00:58:43.640><c> I</c><00:58:43.720><c> can</c><00:58:43.920><c> tell</c><00:58:44.240><c> you</c><00:58:44.599><c> why</c><00:58:44.799><c> I'm</c><00:58:44.960><c> doing</c>

00:58:45.309 --> 00:58:45.319 align:start position:0%
confident I can tell you why I'm doing
 

00:58:45.319 --> 00:58:48.069 align:start position:0%
confident I can tell you why I'm doing
this<00:58:46.039><c> right</c><00:58:46.280><c> and</c><00:58:46.559><c> that's</c><00:58:46.839><c> what</c><00:58:46.960><c> I</c><00:58:47.200><c> expect</c>

00:58:48.069 --> 00:58:48.079 align:start position:0%
this right and that's what I expect
 

00:58:48.079 --> 00:58:50.190 align:start position:0%
this right and that's what I expect
that's<00:58:48.319><c> the</c><00:58:48.599><c> skill</c><00:58:49.160><c> that</c><00:58:49.280><c> you</c><00:58:49.440><c> need</c><00:58:49.839><c> like</c>

00:58:50.190 --> 00:58:50.200 align:start position:0%
that's the skill that you need like
 

00:58:50.200 --> 00:58:51.630 align:start position:0%
that's the skill that you need like
turns<00:58:50.440><c> out</c><00:58:50.720><c> the</c><00:58:50.880><c> typing</c><00:58:51.280><c> code</c><00:58:51.480><c> and</c>

00:58:51.630 --> 00:58:51.640 align:start position:0%
turns out the typing code and
 

00:58:51.640 --> 00:58:53.230 align:start position:0%
turns out the typing code and
remembering<00:58:52.000><c> how</c><00:58:52.119><c> for</c><00:58:52.400><c> loops</c><00:58:52.640><c> work</c><00:58:53.000><c> that's</c>

00:58:53.230 --> 00:58:53.240 align:start position:0%
remembering how for loops work that's
 

00:58:53.240 --> 00:58:55.029 align:start position:0%
remembering how for loops work that's
the<00:58:53.359><c> piece</c><00:58:53.520><c> of</c><00:58:53.640><c> our</c><00:58:53.839><c> jobs</c><00:58:54.160><c> that</c><00:58:54.319><c> is</c><00:58:54.720><c> has</c><00:58:54.839><c> been</c>

00:58:55.029 --> 00:58:55.039 align:start position:0%
the piece of our jobs that is has been
 

00:58:55.039 --> 00:58:56.990 align:start position:0%
the piece of our jobs that is has been
devalued<00:58:55.720><c> right</c><00:58:56.160><c> remembering</c><00:58:56.640><c> that</c><00:58:56.760><c> sort</c><00:58:56.920><c> of</c>

00:58:56.990 --> 00:58:57.000 align:start position:0%
devalued right remembering that sort of
 

00:58:57.000 --> 00:58:59.029 align:start position:0%
devalued right remembering that sort of
trivia<00:58:57.520><c> and</c><00:58:57.680><c> and</c><00:58:58.000><c> typing</c><00:58:58.400><c> really</c><00:58:58.599><c> quickly</c>

00:58:59.029 --> 00:58:59.039 align:start position:0%
trivia and and typing really quickly
 

00:58:59.039 --> 00:59:00.910 align:start position:0%
trivia and and typing really quickly
nobody<00:58:59.400><c> cares</c><00:58:59.640><c> if</c><00:58:59.760><c> you</c><00:58:59.880><c> can</c><00:59:00.079><c> type</c><00:59:00.359><c> faster</c><00:59:00.720><c> than</c>

00:59:00.910 --> 00:59:00.920 align:start position:0%
nobody cares if you can type faster than
 

00:59:00.920 --> 00:59:02.589 align:start position:0%
nobody cares if you can type faster than
anyone<00:59:01.200><c> else</c><00:59:01.440><c> anymore</c><00:59:01.839><c> that's</c><00:59:02.119><c> that's</c><00:59:02.280><c> not</c><00:59:02.440><c> a</c>

00:59:02.589 --> 00:59:02.599 align:start position:0%
anyone else anymore that's that's not a
 

00:59:02.599 --> 00:59:05.750 align:start position:0%
anyone else anymore that's that's not a
thing<00:59:03.480><c> but</c><00:59:04.079><c> the</c><00:59:04.440><c> systems</c><00:59:04.920><c> thinking</c><00:59:05.520><c> and</c>

00:59:05.750 --> 00:59:05.760 align:start position:0%
thing but the systems thinking and
 

00:59:05.760 --> 00:59:07.230 align:start position:0%
thing but the systems thinking and
evaluating<00:59:06.400><c> a</c><00:59:06.520><c> skill</c><00:59:06.799><c> that</c><00:59:06.880><c> I</c><00:59:06.960><c> think</c><00:59:07.079><c> is</c>

00:59:07.230 --> 00:59:07.240 align:start position:0%
evaluating a skill that I think is
 

00:59:07.240 --> 00:59:09.589 align:start position:0%
evaluating a skill that I think is
really<00:59:07.400><c> important</c><00:59:07.760><c> right</c><00:59:07.880><c> now</c><00:59:08.119><c> is</c><00:59:08.359><c> is</c><00:59:08.599><c> QA</c><00:59:09.480><c> like</c>

00:59:09.589 --> 00:59:09.599 align:start position:0%
really important right now is is QA like
 

00:59:09.599 --> 00:59:11.829 align:start position:0%
really important right now is is QA like
in<00:59:09.720><c> terms</c><00:59:10.000><c> of</c><00:59:10.440><c> just</c><00:59:10.599><c> the</c><00:59:10.720><c> old</c><00:59:11.000><c> F</c><00:59:11.280><c> like</c><00:59:11.480><c> manual</c>

00:59:11.829 --> 00:59:11.839 align:start position:0%
in terms of just the old F like manual
 

00:59:11.839 --> 00:59:13.950 align:start position:0%
in terms of just the old F like manual
testing<00:59:12.280><c> being</c><00:59:12.480><c> able</c><00:59:12.640><c> to</c><00:59:12.760><c> take</c><00:59:12.920><c> some</c><00:59:13.160><c> code</c><00:59:13.599><c> and</c>

00:59:13.950 --> 00:59:13.960 align:start position:0%
testing being able to take some code and
 

00:59:13.960 --> 00:59:15.510 align:start position:0%
testing being able to take some code and
really<00:59:14.280><c> hammer</c><00:59:14.599><c> away</c><00:59:14.799><c> at</c><00:59:14.880><c> it</c><00:59:15.000><c> and</c><00:59:15.160><c> make</c><00:59:15.280><c> sure</c>

00:59:15.510 --> 00:59:15.520 align:start position:0%
really hammer away at it and make sure
 

00:59:15.520 --> 00:59:16.950 align:start position:0%
really hammer away at it and make sure
that<00:59:15.640><c> it</c><00:59:15.760><c> does</c><00:59:15.960><c> exactly</c><00:59:16.240><c> what</c><00:59:16.319><c> it</c><00:59:16.400><c> needs</c><00:59:16.559><c> to</c><00:59:16.640><c> do</c>

00:59:16.950 --> 00:59:16.960 align:start position:0%
that it does exactly what it needs to do
 

00:59:16.960 --> 00:59:19.270 align:start position:0%
that it does exactly what it needs to do
combined<00:59:17.319><c> with</c><00:59:17.440><c> automated</c><00:59:18.000><c> testing</c><00:59:18.680><c> combined</c>

00:59:19.270 --> 00:59:19.280 align:start position:0%
combined with automated testing combined
 

00:59:19.280 --> 00:59:21.870 align:start position:0%
combined with automated testing combined
with<00:59:19.799><c> um</c><00:59:20.319><c> like</c><00:59:20.520><c> system</c><00:59:21.000><c> design</c><00:59:21.640><c> and</c>

00:59:21.870 --> 00:59:21.880 align:start position:0%
with um like system design and
 

00:59:21.880 --> 00:59:24.069 align:start position:0%
with um like system design and
prioritization<00:59:22.599><c> there's</c><00:59:22.960><c> so</c><00:59:23.319><c> much</c><00:59:23.680><c> to</c><00:59:23.960><c> what</c>

00:59:24.069 --> 00:59:24.079 align:start position:0%
prioritization there's so much to what
 

00:59:24.079 --> 00:59:26.230 align:start position:0%
prioritization there's so much to what
we<00:59:24.240><c> do</c><00:59:24.680><c> that</c><00:59:24.799><c> isn't</c><00:59:25.160><c> just</c><00:59:25.440><c> typing</c><00:59:25.720><c> code</c><00:59:25.920><c> on</c><00:59:26.160><c> the</c>

00:59:26.230 --> 00:59:26.240 align:start position:0%
we do that isn't just typing code on the
 

00:59:26.240 --> 00:59:28.630 align:start position:0%
we do that isn't just typing code on the
keyboard<00:59:26.960><c> and</c><00:59:27.160><c> those</c><00:59:27.319><c> are</c><00:59:27.480><c> the</c><00:59:27.599><c> skills</c><00:59:28.119><c> which</c>

00:59:28.630 --> 00:59:28.640 align:start position:0%
keyboard and those are the skills which
 

00:59:28.640 --> 00:59:30.150 align:start position:0%
keyboard and those are the skills which
the<00:59:28.760><c> thing</c><00:59:28.880><c> is</c><00:59:29.039><c> language</c><00:59:29.359><c> models</c><00:59:29.680><c> can</c><00:59:29.839><c> do</c><00:59:30.039><c> a</c>

00:59:30.150 --> 00:59:30.160 align:start position:0%
the thing is language models can do a
 

00:59:30.160 --> 00:59:32.470 align:start position:0%
the thing is language models can do a
lot<00:59:30.280><c> of</c><00:59:30.480><c> this</c><00:59:30.760><c> stuff</c><00:59:31.280><c> but</c><00:59:31.480><c> only</c><00:59:31.760><c> if</c><00:59:31.960><c> they're</c><00:59:32.400><c> if</c>

00:59:32.470 --> 00:59:32.480 align:start position:0%
lot of this stuff but only if they're if
 

00:59:32.480 --> 00:59:34.349 align:start position:0%
lot of this stuff but only if they're if
you<00:59:32.640><c> ask</c><00:59:32.839><c> the</c><00:59:33.000><c> right</c><00:59:33.200><c> questions</c><00:59:33.599><c> of</c><00:59:33.799><c> them</c>

00:59:34.349 --> 00:59:34.359 align:start position:0%
you ask the right questions of them
 

00:59:34.359 --> 00:59:35.950 align:start position:0%
you ask the right questions of them
right<00:59:34.599><c> like</c><00:59:34.920><c> if</c><00:59:35.039><c> you</c><00:59:35.240><c> if</c><00:59:35.319><c> you</c><00:59:35.440><c> ask</c><00:59:35.599><c> a</c><00:59:35.680><c> language</c>

00:59:35.950 --> 00:59:35.960 align:start position:0%
right like if you if you ask a language
 

00:59:35.960 --> 00:59:39.150 align:start position:0%
right like if you if you ask a language
model<00:59:36.200><c> to</c><00:59:36.359><c> write</c><00:59:36.760><c> five</c><00:59:37.039><c> paragraphs</c><00:59:37.640><c> on</c><00:59:38.640><c> what</c>

00:59:39.150 --> 00:59:39.160 align:start position:0%
model to write five paragraphs on what
 

00:59:39.160 --> 00:59:40.430 align:start position:0%
model to write five paragraphs on what
like<00:59:39.400><c> how</c><00:59:39.559><c> you</c><00:59:39.640><c> should</c><00:59:39.839><c> refactor</c><00:59:40.359><c> your</c>

00:59:40.430 --> 00:59:40.440 align:start position:0%
like how you should refactor your
 

00:59:40.440 --> 00:59:42.829 align:start position:0%
like how you should refactor your
microservices<00:59:41.240><c> maybe</c><00:59:41.440><c> it'll</c><00:59:41.640><c> do</c><00:59:41.799><c> an</c><00:59:41.920><c> okay</c><00:59:42.319><c> job</c>

00:59:42.829 --> 00:59:42.839 align:start position:0%
microservices maybe it'll do an okay job
 

00:59:42.839 --> 00:59:44.870 align:start position:0%
microservices maybe it'll do an okay job
but<00:59:43.200><c> who's</c><00:59:43.400><c> going</c><00:59:43.520><c> to</c><00:59:43.680><c> know</c><00:59:44.000><c> to</c><00:59:44.240><c> even</c><00:59:44.520><c> pose</c>

00:59:44.870 --> 00:59:44.880 align:start position:0%
but who's going to know to even pose
 

00:59:44.880 --> 00:59:46.029 align:start position:0%
but who's going to know to even pose
that<00:59:45.119><c> question</c><00:59:45.440><c> and</c><00:59:45.559><c> who's</c><00:59:45.720><c> going</c><00:59:45.799><c> to</c><00:59:45.880><c> know</c>

00:59:46.029 --> 00:59:46.039 align:start position:0%
that question and who's going to know
 

00:59:46.039 --> 00:59:48.510 align:start position:0%
that question and who's going to know
how<00:59:46.160><c> to</c><00:59:46.400><c> evaluate</c><00:59:46.960><c> what</c><00:59:47.079><c> it</c><00:59:47.280><c> says</c><00:59:47.960><c> so</c><00:59:48.240><c> those</c>

00:59:48.510 --> 00:59:48.520 align:start position:0%
how to evaluate what it says so those
 

00:59:48.520 --> 00:59:50.470 align:start position:0%
how to evaluate what it says so those
decisions<00:59:49.200><c> these</c><00:59:49.400><c> things</c><00:59:49.960><c> I</c><00:59:50.119><c> don't</c><00:59:50.280><c> think</c><00:59:50.400><c> you</c>

00:59:50.470 --> 00:59:50.480 align:start position:0%
decisions these things I don't think you
 

00:59:50.480 --> 00:59:52.349 align:start position:0%
decisions these things I don't think you
should<00:59:50.640><c> ever</c><00:59:51.000><c> have</c><00:59:51.160><c> them</c><00:59:51.359><c> make</c><00:59:51.599><c> decisions</c><00:59:52.119><c> for</c>

00:59:52.349 --> 00:59:52.359 align:start position:0%
should ever have them make decisions for
 

00:59:52.359 --> 00:59:54.390 align:start position:0%
should ever have them make decisions for
you<00:59:52.920><c> I</c><00:59:53.039><c> think</c><00:59:53.240><c> you</c><00:59:53.319><c> should</c><00:59:53.520><c> use</c><00:59:53.720><c> them</c><00:59:53.920><c> as</c><00:59:54.200><c> as</c>

00:59:54.390 --> 00:59:54.400 align:start position:0%
you I think you should use them as as
 

00:59:54.400 --> 00:59:56.190 align:start position:0%
you I think you should use them as as
supporting<00:59:55.240><c> like</c><00:59:55.440><c> tools</c><00:59:55.680><c> to</c><00:59:55.799><c> support</c><00:59:56.039><c> support</c>

00:59:56.190 --> 00:59:56.200 align:start position:0%
supporting like tools to support support
 

00:59:56.200 --> 00:59:57.349 align:start position:0%
supporting like tools to support support
the<00:59:56.319><c> decisions</c><00:59:56.599><c> that</c><00:59:56.720><c> you're</c><00:59:56.920><c> making</c><00:59:57.240><c> it's</c>

00:59:57.349 --> 00:59:57.359 align:start position:0%
the decisions that you're making it's
 

00:59:57.359 --> 00:59:58.870 align:start position:0%
the decisions that you're making it's
one<00:59:57.480><c> of</c><00:59:57.559><c> the</c><00:59:57.640><c> reasons</c><00:59:57.920><c> I</c><00:59:58.000><c> love</c><00:59:58.160><c> saying</c><00:59:58.480><c> give</c><00:59:58.599><c> me</c>

00:59:58.870 --> 00:59:58.880 align:start position:0%
one of the reasons I love saying give me
 

00:59:58.880 --> 01:00:01.910 align:start position:0%
one of the reasons I love saying give me
options<00:59:59.280><c> for</c><00:59:59.599><c> x</c><01:00:00.440><c> and</c><01:00:00.599><c> that's</c><01:00:00.839><c> what</c><01:00:01.039><c> we</c><01:00:01.240><c> become</c>

01:00:01.910 --> 01:00:01.920 align:start position:0%
options for x and that's what we become
 

01:00:01.920 --> 01:00:04.630 align:start position:0%
options for x and that's what we become
software<01:00:02.240><c> Engineers</c><01:00:03.039><c> we</c><01:00:03.200><c> are</c><01:00:04.200><c> the</c><01:00:04.359><c> people</c>

01:00:04.630 --> 01:00:04.640 align:start position:0%
software Engineers we are the people
 

01:00:04.640 --> 01:00:06.150 align:start position:0%
software Engineers we are the people
making<01:00:05.039><c> these</c><01:00:05.319><c> the</c><01:00:05.440><c> high</c><01:00:05.640><c> level</c><01:00:05.839><c> design</c>

01:00:06.150 --> 01:00:06.160 align:start position:0%
making these the high level design
 

01:00:06.160 --> 01:00:07.750 align:start position:0%
making these the high level design
decisions<01:00:06.559><c> the</c><01:00:06.680><c> people</c><01:00:06.960><c> evaluating</c><01:00:07.520><c> what's</c>

01:00:07.750 --> 01:00:07.760 align:start position:0%
decisions the people evaluating what's
 

01:00:07.760 --> 01:00:09.430 align:start position:0%
decisions the people evaluating what's
going<01:00:07.960><c> on</c><01:00:08.599><c> I</c><01:00:08.680><c> don't</c><01:00:08.880><c> think</c><01:00:09.000><c> you</c><01:00:09.079><c> should</c><01:00:09.240><c> ever</c>

01:00:09.430 --> 01:00:09.440 align:start position:0%
going on I don't think you should ever
 

01:00:09.440 --> 01:00:10.829 align:start position:0%
going on I don't think you should ever
commit<01:00:09.720><c> a</c><01:00:09.799><c> line</c><01:00:09.960><c> of</c><01:00:10.119><c> code</c><01:00:10.359><c> that</c><01:00:10.440><c> a</c><01:00:10.599><c> language</c>

01:00:10.829 --> 01:00:10.839 align:start position:0%
commit a line of code that a language
 

01:00:10.839 --> 01:00:12.230 align:start position:0%
commit a line of code that a language
model<01:00:11.079><c> wrote</c><01:00:11.319><c> If</c><01:00:11.400><c> you</c><01:00:11.480><c> don't</c><01:00:11.880><c> understand</c><01:00:12.079><c> it</c>

01:00:12.230 --> 01:00:12.240 align:start position:0%
model wrote If you don't understand it
 

01:00:12.240 --> 01:00:14.349 align:start position:0%
model wrote If you don't understand it
yourself<01:00:12.760><c> that's</c><01:00:12.920><c> sort</c><01:00:13.079><c> of</c><01:00:13.280><c> my</c><01:00:13.559><c> personal</c><01:00:14.119><c> line</c>

01:00:14.349 --> 01:00:14.359 align:start position:0%
yourself that's sort of my personal line
 

01:00:14.359 --> 01:00:17.950 align:start position:0%
yourself that's sort of my personal line
that<01:00:14.520><c> I</c><01:00:14.680><c> draw</c><01:00:15.680><c> um</c><01:00:16.160><c> and</c><01:00:16.359><c> yeah</c><01:00:16.599><c> I</c><01:00:17.079><c> so</c><01:00:17.319><c> so</c><01:00:17.599><c> I</c><01:00:17.680><c> do</c><01:00:17.839><c> not</c>

01:00:17.950 --> 01:00:17.960 align:start position:0%
that I draw um and yeah I so so I do not
 

01:00:17.960 --> 01:00:19.789 align:start position:0%
that I draw um and yeah I so so I do not
feel<01:00:18.200><c> threatened</c><01:00:18.799><c> as</c><01:00:18.920><c> a</c><01:00:19.039><c> software</c><01:00:19.319><c> engineer</c>

01:00:19.789 --> 01:00:19.799 align:start position:0%
feel threatened as a software engineer
 

01:00:19.799 --> 01:00:21.349 align:start position:0%
feel threatened as a software engineer
and<01:00:20.000><c> honestly</c><01:00:20.520><c> partly</c><01:00:20.880><c> as</c><01:00:20.960><c> a</c><01:00:21.079><c> software</c>

01:00:21.349 --> 01:00:21.359 align:start position:0%
and honestly partly as a software
 

01:00:21.359 --> 01:00:22.789 align:start position:0%
and honestly partly as a software
engineer<01:00:21.640><c> who's</c><01:00:21.799><c> got</c><01:00:22.039><c> good</c><01:00:22.240><c> with</c><01:00:22.359><c> this</c><01:00:22.559><c> stuff</c>

01:00:22.789 --> 01:00:22.799 align:start position:0%
engineer who's got good with this stuff
 

01:00:22.799 --> 01:00:25.670 align:start position:0%
engineer who's got good with this stuff
I<01:00:23.000><c> really</c><01:00:23.240><c> don't</c><01:00:23.440><c> feel</c><01:00:23.680><c> threatened</c><01:00:24.240><c> by</c><01:00:24.359><c> it</c><01:00:25.280><c> um</c>

01:00:25.670 --> 01:00:25.680 align:start position:0%
I really don't feel threatened by it um
 

01:00:25.680 --> 01:00:28.230 align:start position:0%
I really don't feel threatened by it um
but<01:00:26.039><c> just</c><01:00:26.280><c> generally</c><01:00:27.280><c> like</c><01:00:27.480><c> I</c><01:00:27.640><c> I</c><01:00:27.760><c> don't</c><01:00:28.119><c> I</c>

01:00:28.230 --> 01:00:28.240 align:start position:0%
but just generally like I I don't I
 

01:00:28.240 --> 01:00:30.510 align:start position:0%
but just generally like I I don't I
think<01:00:28.640><c> the</c><01:00:28.799><c> bits</c><01:00:29.039><c> of</c><01:00:29.240><c> my</c><01:00:29.480><c> job</c><01:00:30.079><c> that</c><01:00:30.319><c> these</c>

01:00:30.510 --> 01:00:30.520 align:start position:0%
think the bits of my job that these
 

01:00:30.520 --> 01:00:33.190 align:start position:0%
think the bits of my job that these
tools<01:00:30.960><c> will</c><01:00:31.640><c> accelerate</c><01:00:32.640><c> there</c><01:00:32.720><c> are</c><01:00:32.839><c> a</c><01:00:32.960><c> whole</c>

01:00:33.190 --> 01:00:33.200 align:start position:0%
tools will accelerate there are a whole
 

01:00:33.200 --> 01:00:34.589 align:start position:0%
tools will accelerate there are a whole
whole<01:00:33.319><c> bunch</c><01:00:33.480><c> of</c><01:00:33.599><c> jobs</c><01:00:33.960><c> bits</c><01:00:34.119><c> of</c><01:00:34.200><c> the</c><01:00:34.280><c> job</c><01:00:34.440><c> that</c>

01:00:34.589 --> 01:00:34.599 align:start position:0%
whole bunch of jobs bits of the job that
 

01:00:34.599 --> 01:00:35.589 align:start position:0%
whole bunch of jobs bits of the job that
accelerate<01:00:35.000><c> some</c><01:00:35.119><c> of</c><01:00:35.200><c> which</c><01:00:35.319><c> are</c><01:00:35.400><c> a</c><01:00:35.480><c> bit</c>

01:00:35.589 --> 01:00:35.599 align:start position:0%
accelerate some of which are a bit
 

01:00:35.599 --> 01:00:36.750 align:start position:0%
accelerate some of which are a bit
tedious<01:00:36.000><c> some</c><01:00:36.119><c> of</c><01:00:36.240><c> which</c><01:00:36.359><c> are</c><01:00:36.480><c> kind</c><01:00:36.599><c> of</c>

01:00:36.750 --> 01:00:36.760 align:start position:0%
tedious some of which are kind of
 

01:00:36.760 --> 01:00:39.309 align:start position:0%
tedious some of which are kind of
interesting<01:00:37.640><c> but</c><01:00:37.839><c> it</c><01:00:38.200><c> gives</c><01:00:38.400><c> me</c><01:00:38.640><c> so</c><01:00:38.880><c> much</c><01:00:39.079><c> more</c>

01:00:39.309 --> 01:00:39.319 align:start position:0%
interesting but it gives me so much more
 

01:00:39.319 --> 01:00:41.910 align:start position:0%
interesting but it gives me so much more
scope<01:00:39.640><c> to</c><01:00:39.799><c> take</c><01:00:39.960><c> on</c><01:00:40.160><c> more</c><01:00:40.359><c> exciting</c><01:00:41.079><c> problems</c>

01:00:41.910 --> 01:00:41.920 align:start position:0%
scope to take on more exciting problems
 

01:00:41.920 --> 01:00:45.390 align:start position:0%
scope to take on more exciting problems
overall<01:00:42.920><c> I</c><01:00:43.319><c> I</c><01:00:43.440><c> love</c><01:00:43.599><c> it</c><01:00:44.160><c> and</c><01:00:44.359><c> if</c><01:00:44.599><c> if</c><01:00:44.760><c> you</c><01:00:45.200><c> can</c>

01:00:45.390 --> 01:00:45.400 align:start position:0%
overall I I love it and if if you can
 

01:00:45.400 --> 01:00:48.670 align:start position:0%
overall I I love it and if if you can
offer<01:00:45.720><c> advice</c><01:00:46.160><c> to</c><01:00:47.160><c> like</c><01:00:47.520><c> to</c><01:00:47.720><c> two</c><01:00:48.359><c> different</c>

01:00:48.670 --> 01:00:48.680 align:start position:0%
offer advice to like to two different
 

01:00:48.680 --> 01:00:50.589 align:start position:0%
offer advice to like to two different
groups<01:00:48.960><c> of</c><01:00:49.079><c> people</c><01:00:49.280><c> so</c><01:00:49.440><c> two</c><01:00:49.599><c> separ</c><01:00:50.039><c> pieces</c><01:00:50.319><c> but</c>

01:00:50.589 --> 01:00:50.599 align:start position:0%
groups of people so two separ pieces but
 

01:00:50.599 --> 01:00:52.829 align:start position:0%
groups of people so two separ pieces but
experienced<01:00:51.119><c> Engineers</c><01:00:51.839><c> like</c><01:00:52.119><c> yourself</c><01:00:52.640><c> in</c>

01:00:52.829 --> 01:00:52.839 align:start position:0%
experienced Engineers like yourself in
 

01:00:52.839 --> 01:00:54.430 align:start position:0%
experienced Engineers like yourself in
in<01:00:52.960><c> terms</c><01:00:53.240><c> of</c><01:00:53.480><c> like</c><01:00:53.760><c> you</c><01:00:53.880><c> know</c><01:00:54.039><c> like</c><01:00:54.160><c> put</c><01:00:54.319><c> in</c>

01:00:54.430 --> 01:00:54.440 align:start position:0%
in terms of like you know like put in
 

01:00:54.440 --> 01:00:56.549 align:start position:0%
in terms of like you know like put in
the<01:00:54.559><c> Years</c><01:00:54.880><c> work</c><01:00:55.200><c> across</c><01:00:55.480><c> different</c><01:00:55.640><c> stack</c>

01:00:56.549 --> 01:00:56.559 align:start position:0%
the Years work across different stack
 

01:00:56.559 --> 01:00:58.270 align:start position:0%
the Years work across different stack
and<01:00:56.720><c> also</c><01:00:56.920><c> to</c><01:00:57.200><c> less</c><01:00:57.400><c> experienced</c><01:00:57.799><c> Engineers</c>

01:00:58.270 --> 01:00:58.280 align:start position:0%
and also to less experienced Engineers
 

01:00:58.280 --> 01:00:59.950 align:start position:0%
and also to less experienced Engineers
who<01:00:58.400><c> are</c><01:00:58.680><c> like</c><01:00:58.839><c> coming</c><01:00:59.240><c> into</c><01:00:59.520><c> they're</c><01:00:59.720><c> already</c>

01:00:59.950 --> 01:00:59.960 align:start position:0%
who are like coming into they're already
 

01:00:59.960 --> 01:01:01.950 align:start position:0%
who are like coming into they're already
working<01:01:00.280><c> inside</c><01:01:00.599><c> the</c><01:01:00.720><c> industry</c><01:01:01.280><c> but</c>

01:01:01.950 --> 01:01:01.960 align:start position:0%
working inside the industry but
 

01:01:01.960 --> 01:01:03.750 align:start position:0%
working inside the industry but
obviously<01:01:02.280><c> they're</c><01:01:02.480><c> not</c><01:01:02.640><c> at</c><01:01:02.760><c> the</c><01:01:02.880><c> level</c><01:01:03.599><c> uh</c>

01:01:03.750 --> 01:01:03.760 align:start position:0%
obviously they're not at the level uh
 

01:01:03.760 --> 01:01:05.510 align:start position:0%
obviously they're not at the level uh
just<01:01:04.240><c> what</c><01:01:04.440><c> would</c><01:01:04.599><c> you</c><01:01:04.799><c> suggest</c><01:01:05.160><c> to</c><01:01:05.280><c> them</c><01:01:05.400><c> to</c>

01:01:05.510 --> 01:01:05.520 align:start position:0%
just what would you suggest to them to
 

01:01:05.520 --> 01:01:08.109 align:start position:0%
just what would you suggest to them to
make<01:01:05.720><c> the</c><01:01:05.880><c> most</c><01:01:06.160><c> out</c><01:01:06.319><c> of</c><01:01:07.119><c> these</c><01:01:07.359><c> tools</c><01:01:07.640><c> or</c><01:01:08.000><c> to</c>

01:01:08.109 --> 01:01:08.119 align:start position:0%
make the most out of these tools or to
 

01:01:08.119 --> 01:01:10.150 align:start position:0%
make the most out of these tools or to
make<01:01:08.359><c> themselves</c><01:01:08.680><c> most</c><01:01:09.119><c> more</c><01:01:09.280><c> future</c><01:01:09.680><c> proof</c>

01:01:10.150 --> 01:01:10.160 align:start position:0%
make themselves most more future proof
 

01:01:10.160 --> 01:01:12.230 align:start position:0%
make themselves most more future proof
If<01:01:10.280><c> you</c><01:01:10.440><c> will</c><01:01:11.440><c> I</c>

01:01:12.230 --> 01:01:12.240 align:start position:0%
If you will I
 

01:01:12.240 --> 01:01:14.750 align:start position:0%
If you will I
mean<01:01:13.240><c> my</c><01:01:13.440><c> Universal</c><01:01:14.000><c> advice</c><01:01:14.240><c> is</c><01:01:14.359><c> always</c><01:01:14.599><c> to</c>

01:01:14.750 --> 01:01:14.760 align:start position:0%
mean my Universal advice is always to
 

01:01:14.760 --> 01:01:16.870 align:start position:0%
mean my Universal advice is always to
have<01:01:14.920><c> side</c><01:01:15.240><c> projects</c><01:01:15.599><c> on</c><01:01:15.720><c> the</c><01:01:15.880><c> go</c><01:01:16.240><c> which</c>

01:01:16.870 --> 01:01:16.880 align:start position:0%
have side projects on the go which
 

01:01:16.880 --> 01:01:18.910 align:start position:0%
have side projects on the go which
doesn't<01:01:17.400><c> necessarily</c><01:01:17.960><c> work</c><01:01:18.200><c> for</c><01:01:18.440><c> everyone</c>

01:01:18.910 --> 01:01:18.920 align:start position:0%
doesn't necessarily work for everyone
 

01:01:18.920 --> 01:01:21.589 align:start position:0%
doesn't necessarily work for everyone
you<01:01:19.039><c> know</c><01:01:19.240><c> if</c><01:01:19.359><c> you've</c><01:01:19.640><c> got</c><01:01:20.359><c> like</c><01:01:20.640><c> a</c><01:01:20.839><c> family</c><01:01:21.359><c> and</c>

01:01:21.589 --> 01:01:21.599 align:start position:0%
you know if you've got like a family and
 

01:01:21.599 --> 01:01:23.470 align:start position:0%
you know if you've got like a family and
and<01:01:21.760><c> a</c><01:01:21.920><c> demanding</c><01:01:22.359><c> job</c><01:01:22.559><c> and</c><01:01:22.680><c> so</c><01:01:22.880><c> forth</c><01:01:23.200><c> it</c><01:01:23.359><c> can</c>

01:01:23.470 --> 01:01:23.480 align:start position:0%
and a demanding job and so forth it can
 

01:01:23.480 --> 01:01:25.670 align:start position:0%
and a demanding job and so forth it can
be<01:01:23.839><c> difficult</c><01:01:23.960><c> to</c><01:01:24.119><c> carve</c><01:01:24.480><c> those</c><01:01:24.640><c> out</c><01:01:25.200><c> a</c><01:01:25.440><c> trick</c>

01:01:25.670 --> 01:01:25.680 align:start position:0%
be difficult to carve those out a trick
 

01:01:25.680 --> 01:01:27.710 align:start position:0%
be difficult to carve those out a trick
I<01:01:25.960><c> used</c><01:01:26.119><c> at</c><01:01:26.240><c> companies</c><01:01:26.520><c> in</c><01:01:26.640><c> the</c><01:01:26.760><c> past</c><01:01:27.079><c> I</c><01:01:27.200><c> love</c>

01:01:27.710 --> 01:01:27.720 align:start position:0%
I used at companies in the past I love
 

01:01:27.720 --> 01:01:29.910 align:start position:0%
I used at companies in the past I love
um<01:01:28.039><c> advocating</c><01:01:28.480><c> for</c><01:01:28.680><c> internal</c><01:01:29.119><c> hack</c><01:01:29.359><c> days</c><01:01:29.839><c> you</c>

01:01:29.910 --> 01:01:29.920 align:start position:0%
um advocating for internal hack days you
 

01:01:29.920 --> 01:01:32.710 align:start position:0%
um advocating for internal hack days you
know<01:01:30.119><c> saying</c><01:01:30.440><c> let's</c><01:01:30.960><c> once</c><01:01:31.160><c> a</c><01:01:31.480><c> quarter</c><01:01:32.480><c> have</c>

01:01:32.710 --> 01:01:32.720 align:start position:0%
know saying let's once a quarter have
 

01:01:32.720 --> 01:01:35.069 align:start position:0%
know saying let's once a quarter have
everyone<01:01:33.400><c> spend</c><01:01:33.760><c> a</c><01:01:33.960><c> day</c><01:01:34.200><c> work</c><01:01:34.480><c> or</c><01:01:34.640><c> two</c><01:01:34.839><c> days</c>

01:01:35.069 --> 01:01:35.079 align:start position:0%
everyone spend a day work or two days
 

01:01:35.079 --> 01:01:36.589 align:start position:0%
everyone spend a day work or two days
working<01:01:35.359><c> on</c><01:01:35.520><c> their</c><01:01:35.680><c> own</c><01:01:35.920><c> projects</c><01:01:36.319><c> that</c><01:01:36.480><c> kind</c>

01:01:36.589 --> 01:01:36.599 align:start position:0%
working on their own projects that kind
 

01:01:36.599 --> 01:01:38.950 align:start position:0%
working on their own projects that kind
of<01:01:36.720><c> stuff</c><01:01:36.920><c> can</c><01:01:37.039><c> be</c><01:01:37.200><c> great</c><01:01:37.839><c> good</c><01:01:38.079><c> employers</c>

01:01:38.950 --> 01:01:38.960 align:start position:0%
of stuff can be great good employers
 

01:01:38.960 --> 01:01:40.670 align:start position:0%
of stuff can be great good employers
should<01:01:39.440><c> always</c><01:01:39.760><c> be</c><01:01:39.880><c> able</c><01:01:40.079><c> to</c><01:01:40.160><c> leave</c><01:01:40.359><c> a</c><01:01:40.480><c> little</c>

01:01:40.670 --> 01:01:40.680 align:start position:0%
should always be able to leave a little
 

01:01:40.680 --> 01:01:43.470 align:start position:0%
should always be able to leave a little
bit<01:01:40.839><c> of</c><01:01:40.960><c> wiggle</c><01:01:41.280><c> room</c><01:01:41.559><c> for</c><01:01:42.319><c> for</c><01:01:42.799><c> you</c><01:01:42.920><c> know</c><01:01:43.119><c> for</c>

01:01:43.470 --> 01:01:43.480 align:start position:0%
bit of wiggle room for for you know for
 

01:01:43.480 --> 01:01:45.470 align:start position:0%
bit of wiggle room for for you know for
that<01:01:43.599><c> sort</c><01:01:43.760><c> of</c><01:01:44.200><c> exploratory</c><01:01:44.799><c> programming</c><01:01:45.359><c> but</c>

01:01:45.470 --> 01:01:45.480 align:start position:0%
that sort of exploratory programming but
 

01:01:45.480 --> 01:01:47.270 align:start position:0%
that sort of exploratory programming but
some<01:01:45.640><c> employers</c><01:01:46.079><c> don't</c><01:01:46.599><c> but</c><01:01:46.760><c> if</c><01:01:46.839><c> you</c><01:01:46.960><c> can</c><01:01:47.119><c> get</c>

01:01:47.270 --> 01:01:47.280 align:start position:0%
some employers don't but if you can get
 

01:01:47.280 --> 01:01:48.990 align:start position:0%
some employers don't but if you can get
that<01:01:47.480><c> that's</c><01:01:47.720><c> amazing</c><01:01:48.319><c> um</c><01:01:48.440><c> if</c><01:01:48.559><c> you're</c><01:01:48.720><c> earlier</c>

01:01:48.990 --> 01:01:49.000 align:start position:0%
that that's amazing um if you're earlier
 

01:01:49.000 --> 01:01:51.309 align:start position:0%
that that's amazing um if you're earlier
in<01:01:49.079><c> your</c><01:01:49.200><c> career</c><01:01:49.559><c> like</c><01:01:50.559><c> uh</c><01:01:50.799><c> people</c><01:01:51.039><c> in</c><01:01:51.160><c> their</c>

01:01:51.309 --> 01:01:51.319 align:start position:0%
in your career like uh people in their
 

01:01:51.319 --> 01:01:53.069 align:start position:0%
in your career like uh people in their
20s<01:01:51.760><c> can</c><01:01:51.920><c> normally</c><01:01:52.200><c> get</c><01:01:52.319><c> away</c><01:01:52.520><c> with</c><01:01:52.640><c> a</c><01:01:52.760><c> lot</c><01:01:52.920><c> of</c>

01:01:53.069 --> 01:01:53.079 align:start position:0%
20s can normally get away with a lot of
 

01:01:53.079 --> 01:01:54.470 align:start position:0%
20s can normally get away with a lot of
side<01:01:53.400><c> projects</c><01:01:53.839><c> because</c><01:01:54.000><c> they</c><01:01:54.079><c> have</c><01:01:54.200><c> a</c><01:01:54.319><c> lot</c>

01:01:54.470 --> 01:01:54.480 align:start position:0%
side projects because they have a lot
 

01:01:54.480 --> 01:01:56.430 align:start position:0%
side projects because they have a lot
less<01:01:54.720><c> going</c><01:01:54.960><c> on</c><01:01:55.400><c> it's</c><01:01:55.599><c> like</c><01:01:56.079><c> when</c><01:01:56.279><c> I'm</c>

01:01:56.430 --> 01:01:56.440 align:start position:0%
less going on it's like when I'm
 

01:01:56.440 --> 01:01:59.109 align:start position:0%
less going on it's like when I'm
managing<01:01:57.160><c> people</c><01:01:58.160><c> I</c><01:01:58.279><c> don't</c><01:01:58.559><c> like</c><01:01:58.799><c> people</c>

01:01:59.109 --> 01:01:59.119 align:start position:0%
managing people I don't like people
 

01:01:59.119 --> 01:02:01.430 align:start position:0%
managing people I don't like people
working<01:01:59.599><c> super</c><01:01:59.880><c> long</c><01:02:00.079><c> hours</c><01:02:00.319><c> and</c><01:02:00.480><c> all</c><01:02:00.559><c> of</c><01:02:00.760><c> that</c>

01:02:01.430 --> 01:02:01.440 align:start position:0%
working super long hours and all of that
 

01:02:01.440 --> 01:02:03.549 align:start position:0%
working super long hours and all of that
it's<01:02:01.640><c> hard</c><01:02:01.760><c> to</c><01:02:01.920><c> talk</c><01:02:02.119><c> a</c><01:02:02.240><c> 20</c><01:02:02.680><c> like</c><01:02:02.799><c> a</c><01:02:02.920><c> 22y</c><01:02:03.440><c> old</c>

01:02:03.549 --> 01:02:03.559 align:start position:0%
it's hard to talk a 20 like a 22y old
 

01:02:03.559 --> 01:02:05.029 align:start position:0%
it's hard to talk a 20 like a 22y old
out<01:02:03.760><c> of</c><01:02:03.960><c> that</c><01:02:04.160><c> that's</c><01:02:04.359><c> just</c><01:02:04.520><c> sort</c><01:02:04.680><c> of</c><01:02:04.839><c> how</c>

01:02:05.029 --> 01:02:05.039 align:start position:0%
out of that that's just sort of how
 

01:02:05.039 --> 01:02:06.269 align:start position:0%
out of that that's just sort of how
people<01:02:05.240><c> are</c><01:02:05.400><c> wired</c><01:02:05.760><c> earlier</c><01:02:06.039><c> in</c><01:02:06.160><c> their</c>

01:02:06.269 --> 01:02:06.279 align:start position:0%
people are wired earlier in their
 

01:02:06.279 --> 01:02:08.150 align:start position:0%
people are wired earlier in their
careers<01:02:06.680><c> so</c><01:02:07.000><c> take</c><01:02:07.240><c> advantage</c><01:02:07.640><c> of</c><01:02:07.799><c> that</c><01:02:07.960><c> while</c>

01:02:08.150 --> 01:02:08.160 align:start position:0%
careers so take advantage of that while
 

01:02:08.160 --> 01:02:10.630 align:start position:0%
careers so take advantage of that while
you<01:02:08.359><c> can</c><01:02:08.920><c> but</c><01:02:09.119><c> yeah</c><01:02:09.279><c> I</c><01:02:09.359><c> feel</c><01:02:09.559><c> like</c><01:02:09.880><c> um</c><01:02:10.359><c> like</c><01:02:10.520><c> I'm</c>

01:02:10.630 --> 01:02:10.640 align:start position:0%
you can but yeah I feel like um like I'm
 

01:02:10.640 --> 01:02:13.710 align:start position:0%
you can but yeah I feel like um like I'm
doing<01:02:11.640><c> my</c><01:02:11.880><c> my</c><01:02:12.039><c> personal</c><01:02:12.440><c> web</c><01:02:12.680><c> blog</c><01:02:13.240><c> um</c><01:02:13.559><c> I'm</c>

01:02:13.710 --> 01:02:13.720 align:start position:0%
doing my my personal web blog um I'm
 

01:02:13.720 --> 01:02:16.470 align:start position:0%
doing my my personal web blog um I'm
using<01:02:14.240><c> all</c><01:02:14.440><c> sorts</c><01:02:14.680><c> of</c><01:02:15.000><c> weird</c><01:02:15.520><c> AI</c><01:02:15.839><c> tools</c><01:02:16.240><c> to</c>

01:02:16.470 --> 01:02:16.480 align:start position:0%
using all sorts of weird AI tools to
 

01:02:16.480 --> 01:02:18.430 align:start position:0%
using all sorts of weird AI tools to
hack<01:02:16.680><c> on</c><01:02:16.920><c> that</c><01:02:17.279><c> because</c><01:02:17.680><c> the</c><01:02:17.799><c> stakes</c><01:02:18.240><c> could</c>

01:02:18.430 --> 01:02:18.440 align:start position:0%
hack on that because the stakes could
 

01:02:18.440 --> 01:02:21.230 align:start position:0%
hack on that because the stakes could
not<01:02:18.640><c> be</c><01:02:18.799><c> lower</c><01:02:19.480><c> right</c><01:02:19.640><c> aing</c><01:02:20.200><c> that</c><01:02:20.720><c> it'll</c><01:02:21.039><c> break</c>

01:02:21.230 --> 01:02:21.240 align:start position:0%
not be lower right aing that it'll break
 

01:02:21.240 --> 01:02:23.670 align:start position:0%
not be lower right aing that it'll break
a<01:02:21.440><c> page</c><01:02:21.640><c> and</c><01:02:21.799><c> I'll</c><01:02:22.000><c> fix</c><01:02:22.240><c> it</c><01:02:22.640><c> so</c><01:02:23.240><c> that's</c><01:02:23.480><c> where</c>

01:02:23.670 --> 01:02:23.680 align:start position:0%
a page and I'll fix it so that's where
 

01:02:23.680 --> 01:02:24.829 align:start position:0%
a page and I'll fix it so that's where
I've<01:02:23.799><c> been</c><01:02:23.920><c> using</c><01:02:24.319><c> um</c><01:02:24.440><c> there's</c><01:02:24.599><c> a</c><01:02:24.680><c> thing</c>

01:02:24.829 --> 01:02:24.839 align:start position:0%
I've been using um there's a thing
 

01:02:24.839 --> 01:02:27.470 align:start position:0%
I've been using um there's a thing
called<01:02:25.039><c> GitHub</c><01:02:25.440><c> copon</c><01:02:26.319><c> workspaces</c><01:02:27.319><c> that</c>

01:02:27.470 --> 01:02:27.480 align:start position:0%
called GitHub copon workspaces that
 

01:02:27.480 --> 01:02:29.789 align:start position:0%
called GitHub copon workspaces that
they've<01:02:27.720><c> just</c><01:02:27.880><c> started</c><01:02:28.279><c> tring</c><01:02:28.960><c> it's</c><01:02:29.720><c> you're</c>

01:02:29.789 --> 01:02:29.799 align:start position:0%
they've just started tring it's you're
 

01:02:29.799 --> 01:02:32.109 align:start position:0%
they've just started tring it's you're
in<01:02:29.920><c> the</c><01:02:30.079><c> beta</c><01:02:31.039><c> yeah</c><01:02:31.160><c> and</c><01:02:31.279><c> I've</c><01:02:31.440><c> added</c><01:02:31.760><c> four</c><01:02:31.960><c> or</c>

01:02:32.109 --> 01:02:32.119 align:start position:0%
in the beta yeah and I've added four or
 

01:02:32.119 --> 01:02:33.870 align:start position:0%
in the beta yeah and I've added four or
five<01:02:32.319><c> features</c><01:02:32.640><c> to</c><01:02:32.799><c> my</c><01:02:32.960><c> blog</c><01:02:33.240><c> using</c><01:02:33.520><c> that</c><01:02:33.680><c> some</c>

01:02:33.870 --> 01:02:33.880 align:start position:0%
five features to my blog using that some
 

01:02:33.880 --> 01:02:35.710 align:start position:0%
five features to my blog using that some
of<01:02:34.039><c> them</c><01:02:34.240><c> in</c><01:02:34.520><c> live</c><01:02:34.920><c> like</c><01:02:35.039><c> in</c><01:02:35.160><c> meetings</c><01:02:35.559><c> with</c>

01:02:35.710 --> 01:02:35.720 align:start position:0%
of them in live like in meetings with
 

01:02:35.720 --> 01:02:37.390 align:start position:0%
of them in live like in meetings with
people<01:02:35.920><c> is</c><01:02:36.039><c> a</c><01:02:36.200><c> demo</c><01:02:36.559><c> I'm</c><01:02:36.680><c> like</c><01:02:36.880><c> oh</c><01:02:37.039><c> let's</c><01:02:37.200><c> show</c>

01:02:37.390 --> 01:02:37.400 align:start position:0%
people is a demo I'm like oh let's show
 

01:02:37.400 --> 01:02:39.029 align:start position:0%
people is a demo I'm like oh let's show
you<01:02:37.559><c> this</c><01:02:37.720><c> tool</c><01:02:38.520><c> I'm</c><01:02:38.640><c> going</c><01:02:38.760><c> to</c><01:02:38.880><c> add</c>

01:02:39.029 --> 01:02:39.039 align:start position:0%
you this tool I'm going to add
 

01:02:39.039 --> 01:02:41.349 align:start position:0%
you this tool I'm going to add
autocomplete<01:02:39.720><c> to</c><01:02:39.839><c> the</c><01:02:39.960><c> tags</c><01:02:40.200><c> on</c><01:02:40.319><c> my</c><01:02:40.520><c> blog</c><01:02:41.119><c> and</c>

01:02:41.349 --> 01:02:41.359 align:start position:0%
autocomplete to the tags on my blog and
 

01:02:41.359 --> 01:02:43.829 align:start position:0%
autocomplete to the tags on my blog and
I<01:02:41.480><c> did</c><01:02:41.680><c> that</c><01:02:42.039><c> last</c><01:02:42.240><c> week</c><01:02:42.520><c> and</c><01:02:43.319><c> so</c><01:02:43.520><c> I'm</c><01:02:43.720><c> I'm</c>

01:02:43.829 --> 01:02:43.839 align:start position:0%
I did that last week and so I'm I'm
 

01:02:43.839 --> 01:02:45.789 align:start position:0%
I did that last week and so I'm I'm
using<01:02:44.480><c> my</c><01:02:44.640><c> blog</c><01:02:44.960><c> as</c><01:02:45.039><c> a</c><01:02:45.200><c> sort</c><01:02:45.319><c> of</c><01:02:45.440><c> fun</c>

01:02:45.789 --> 01:02:45.799 align:start position:0%
using my blog as a sort of fun
 

01:02:45.799 --> 01:02:47.349 align:start position:0%
using my blog as a sort of fun
exploration<01:02:46.359><c> space</c><01:02:46.640><c> for</c><01:02:46.799><c> some</c><01:02:46.920><c> of</c><01:02:47.079><c> that</c><01:02:47.240><c> kind</c>

01:02:47.349 --> 01:02:47.359 align:start position:0%
exploration space for some of that kind
 

01:02:47.359 --> 01:02:50.549 align:start position:0%
exploration space for some of that kind
of<01:02:47.559><c> thing</c><01:02:48.240><c> but</c><01:02:48.480><c> yeah</c><01:02:48.880><c> um</c><01:02:49.880><c> so</c><01:02:50.119><c> if</c><01:02:50.200><c> you</c><01:02:50.359><c> can</c>

01:02:50.549 --> 01:02:50.559 align:start position:0%
of thing but yeah um so if you can
 

01:02:50.559 --> 01:02:52.549 align:start position:0%
of thing but yeah um so if you can
afford<01:02:50.960><c> to</c><01:02:51.079><c> do</c><01:02:51.240><c> a</c><01:02:51.359><c> side</c><01:02:51.680><c> project</c><01:02:52.240><c> with</c><01:02:52.400><c> these</c>

01:02:52.549 --> 01:02:52.559 align:start position:0%
afford to do a side project with these
 

01:02:52.559 --> 01:02:54.150 align:start position:0%
afford to do a side project with these
tools<01:02:53.000><c> and</c><01:02:53.279><c> like</c><01:02:53.400><c> set</c><01:02:53.559><c> yourself</c><01:02:53.799><c> a</c><01:02:53.880><c> challenge</c>

01:02:54.150 --> 01:02:54.160 align:start position:0%
tools and like set yourself a challenge
 

01:02:54.160 --> 01:02:55.990 align:start position:0%
tools and like set yourself a challenge
to<01:02:54.359><c> write</c><01:02:54.680><c> every</c><01:02:54.920><c> line</c><01:02:55.119><c> of</c><01:02:55.240><c> code</c><01:02:55.520><c> with</c><01:02:55.640><c> these</c>

01:02:55.990 --> 01:02:56.000 align:start position:0%
to write every line of code with these
 

01:02:56.000 --> 01:02:57.710 align:start position:0%
to write every line of code with these
have<01:02:56.119><c> these</c><01:02:56.240><c> tools</c><01:02:56.559><c> write</c><01:02:56.760><c> that</c><01:02:56.880><c> code</c><01:02:57.160><c> for</c><01:02:57.319><c> you</c>

01:02:57.710 --> 01:02:57.720 align:start position:0%
have these tools write that code for you
 

01:02:57.720 --> 01:02:59.589 align:start position:0%
have these tools write that code for you
I<01:02:57.839><c> think</c><01:02:58.000><c> that's</c><01:02:58.160><c> a</c><01:02:58.319><c> great</c><01:02:58.520><c> thing</c><01:02:58.680><c> you</c><01:02:58.760><c> can</c><01:02:58.960><c> do</c>

01:02:59.589 --> 01:02:59.599 align:start position:0%
I think that's a great thing you can do
 

01:02:59.599 --> 01:03:01.789 align:start position:0%
I think that's a great thing you can do
if<01:02:59.720><c> you</c><01:02:59.880><c> can't</c><01:03:00.079><c> afford</c><01:03:00.359><c> side</c><01:03:00.640><c> projects</c><01:03:01.359><c> just</c>

01:03:01.789 --> 01:03:01.799 align:start position:0%
if you can't afford side projects just
 

01:03:01.799 --> 01:03:04.710 align:start position:0%
if you can't afford side projects just
use<01:03:02.079><c> them</c><01:03:02.400><c> like</c><01:03:03.000><c> T</c><01:03:03.520><c> get</c><01:03:03.640><c> an</c><01:03:03.839><c> account</c><01:03:04.200><c> with</c><01:03:04.480><c> um</c><01:03:04.640><c> I</c>

01:03:04.710 --> 01:03:04.720 align:start position:0%
use them like T get an account with um I
 

01:03:04.720 --> 01:03:06.549 align:start position:0%
use them like T get an account with um I
mean<01:03:04.960><c> both</c><01:03:05.200><c> of</c><01:03:05.400><c> the</c><01:03:05.599><c> best</c><01:03:05.839><c> models</c><01:03:06.200><c> are</c><01:03:06.359><c> now</c>

01:03:06.549 --> 01:03:06.559 align:start position:0%
mean both of the best models are now
 

01:03:06.559 --> 01:03:10.910 align:start position:0%
mean both of the best models are now
free<01:03:07.200><c> like</c><01:03:07.359><c> GPT</c><01:03:07.760><c> 4</c><01:03:08.279><c> with</c><01:03:08.480><c> open</c><01:03:08.680><c> AI</c><01:03:09.599><c> 3.5</c><01:03:10.119><c> Sonic</c>

01:03:10.910 --> 01:03:10.920 align:start position:0%
free like GPT 4 with open AI 3.5 Sonic
 

01:03:10.920 --> 01:03:12.630 align:start position:0%
free like GPT 4 with open AI 3.5 Sonic
now<01:03:11.319><c> you</c><01:03:11.480><c> have</c><01:03:11.599><c> to</c><01:03:11.799><c> log</c><01:03:11.960><c> in</c><01:03:12.240><c> you</c><01:03:12.319><c> might</c><01:03:12.480><c> have</c><01:03:12.559><c> to</c>

01:03:12.630 --> 01:03:12.640 align:start position:0%
now you have to log in you might have to
 

01:03:12.640 --> 01:03:14.309 align:start position:0%
now you have to log in you might have to
give<01:03:12.720><c> them</c><01:03:12.839><c> a</c><01:03:12.920><c> phone</c><01:03:13.119><c> number</c><01:03:13.520><c> but</c><01:03:13.720><c> they're</c><01:03:14.200><c> you</c>

01:03:14.309 --> 01:03:14.319 align:start position:0%
give them a phone number but they're you
 

01:03:14.319 --> 01:03:16.069 align:start position:0%
give them a phone number but they're you
can<01:03:14.440><c> use</c><01:03:14.559><c> a</c><01:03:14.680><c> free</c><01:03:14.920><c> account</c><01:03:15.160><c> with</c><01:03:15.279><c> them</c><01:03:15.720><c> use</c>

01:03:16.069 --> 01:03:16.079 align:start position:0%
can use a free account with them use
 

01:03:16.079 --> 01:03:19.789 align:start position:0%
can use a free account with them use
those<01:03:16.760><c> and</c><01:03:17.079><c> just</c><01:03:17.880><c> throw</c><01:03:18.400><c> questions</c><01:03:19.000><c> at</c>

01:03:19.789 --> 01:03:19.799 align:start position:0%
those and just throw questions at
 

01:03:19.799 --> 01:03:21.670 align:start position:0%
those and just throw questions at
them<01:03:20.799><c> sometimes</c><01:03:21.039><c> have</c><01:03:21.119><c> a</c><01:03:21.240><c> question</c><01:03:21.480><c> where</c><01:03:21.559><c> you</c>

01:03:21.670 --> 01:03:21.680 align:start position:0%
them sometimes have a question where you
 

01:03:21.680 --> 01:03:23.230 align:start position:0%
them sometimes have a question where you
think<01:03:21.839><c> it</c><01:03:22.000><c> definitely</c><01:03:22.359><c> won't</c><01:03:22.680><c> get</c><01:03:22.880><c> this</c><01:03:23.039><c> and</c>

01:03:23.230 --> 01:03:23.240 align:start position:0%
think it definitely won't get this and
 

01:03:23.240 --> 01:03:24.630 align:start position:0%
think it definitely won't get this and
throw<01:03:23.520><c> that</c><01:03:23.640><c> in</c><01:03:23.920><c> because</c><01:03:24.079><c> that's</c><01:03:24.279><c> useful</c>

01:03:24.630 --> 01:03:24.640 align:start position:0%
throw that in because that's useful
 

01:03:24.640 --> 01:03:27.109 align:start position:0%
throw that in because that's useful
information<01:03:25.279><c> throw</c><01:03:25.520><c> in</c><01:03:25.839><c> basic</c><01:03:26.200><c> things</c><01:03:26.599><c> just</c>

01:03:27.109 --> 01:03:27.119 align:start position:0%
information throw in basic things just
 

01:03:27.119 --> 01:03:28.630 align:start position:0%
information throw in basic things just
work<01:03:27.319><c> work</c><01:03:27.599><c> with</c><01:03:27.720><c> them</c><01:03:27.920><c> that</c><01:03:28.039><c> way</c><01:03:28.240><c> I</c><01:03:28.359><c> think</c>

01:03:28.630 --> 01:03:28.640 align:start position:0%
work work with them that way I think
 

01:03:28.640 --> 01:03:30.750 align:start position:0%
work work with them that way I think
that's<01:03:29.000><c> that's</c><01:03:29.240><c> definitely</c><01:03:29.599><c> worthwhile</c><01:03:30.599><c> and</c>

01:03:30.750 --> 01:03:30.760 align:start position:0%
that's that's definitely worthwhile and
 

01:03:30.760 --> 01:03:32.950 align:start position:0%
that's that's definitely worthwhile and
play<01:03:30.960><c> with</c><01:03:31.079><c> the</c><01:03:31.240><c> Claude</c><01:03:31.559><c> 3.5</c><01:03:32.240><c> artifacts</c><01:03:32.760><c> thing</c>

01:03:32.950 --> 01:03:32.960 align:start position:0%
play with the Claude 3.5 artifacts thing
 

01:03:32.960 --> 01:03:35.990 align:start position:0%
play with the Claude 3.5 artifacts thing
is<01:03:33.200><c> just</c><01:03:33.559><c> so</c><01:03:33.920><c> much</c><01:03:34.200><c> fun</c><01:03:34.680><c> like</c><01:03:34.920><c> the</c><01:03:35.000><c> other</c><01:03:35.279><c> day</c><01:03:35.880><c> I</c>

01:03:35.990 --> 01:03:36.000 align:start position:0%
is just so much fun like the other day I
 

01:03:36.000 --> 01:03:38.829 align:start position:0%
is just so much fun like the other day I
wanted<01:03:36.319><c> to</c><01:03:36.480><c> add</c><01:03:36.640><c> a</c><01:03:36.799><c> box</c><01:03:37.119><c> Shadow</c><01:03:37.920><c> to</c><01:03:38.400><c> a</c><01:03:38.520><c> thing</c><01:03:38.720><c> on</c>

01:03:38.829 --> 01:03:38.839 align:start position:0%
wanted to add a box Shadow to a thing on
 

01:03:38.839 --> 01:03:41.230 align:start position:0%
wanted to add a box Shadow to a thing on
a<01:03:39.039><c> page</c><01:03:39.799><c> and</c><01:03:39.920><c> I'm</c><01:03:40.079><c> like</c><01:03:40.279><c> what</c><01:03:40.400><c> I</c><01:03:40.559><c> really</c><01:03:40.760><c> need</c>

01:03:41.230 --> 01:03:41.240 align:start position:0%
a page and I'm like what I really need
 

01:03:41.240 --> 01:03:43.510 align:start position:0%
a page and I'm like what I really need
is<01:03:42.039><c> I</c><01:03:42.119><c> need</c><01:03:42.279><c> a</c><01:03:42.440><c> sort</c><01:03:42.599><c> of</c><01:03:42.760><c> very</c><01:03:43.039><c> light</c><01:03:43.240><c> sort</c><01:03:43.400><c> of</c>

01:03:43.510 --> 01:03:43.520 align:start position:0%
is I need a sort of very light sort of
 

01:03:43.520 --> 01:03:45.710 align:start position:0%
is I need a sort of very light sort of
subtle<01:03:43.839><c> box</c><01:03:44.079><c> Shadow</c><01:03:44.760><c> and</c><01:03:44.880><c> then</c><01:03:45.039><c> I</c><01:03:45.279><c> was</c><01:03:45.440><c> halfway</c>

01:03:45.710 --> 01:03:45.720 align:start position:0%
subtle box Shadow and then I was halfway
 

01:03:45.720 --> 01:03:46.750 align:start position:0%
subtle box Shadow and then I was halfway
through<01:03:45.920><c> prompting</c><01:03:46.279><c> Claude</c><01:03:46.520><c> to</c><01:03:46.640><c> that</c><01:03:46.720><c> and</c>

01:03:46.750 --> 01:03:46.760 align:start position:0%
through prompting Claude to that and
 

01:03:46.760 --> 01:03:48.109 align:start position:0%
through prompting Claude to that and
said<01:03:46.960><c> actually</c><01:03:47.240><c> you</c><01:03:47.319><c> know</c><01:03:47.480><c> build</c><01:03:47.680><c> me</c><01:03:47.760><c> a</c><01:03:47.880><c> tool</c>

01:03:48.109 --> 01:03:48.119 align:start position:0%
said actually you know build me a tool
 

01:03:48.119 --> 01:03:49.870 align:start position:0%
said actually you know build me a tool
build<01:03:48.319><c> me</c><01:03:48.400><c> a</c><01:03:48.520><c> little</c><01:03:48.760><c> tool</c><01:03:49.160><c> with</c><01:03:49.480><c> where</c><01:03:49.640><c> I</c><01:03:49.799><c> I</c>

01:03:49.870 --> 01:03:49.880 align:start position:0%
build me a little tool with where I I
 

01:03:49.880 --> 01:03:51.309 align:start position:0%
build me a little tool with where I I
think<01:03:50.000><c> I</c><01:03:50.079><c> said</c><01:03:50.240><c> where</c><01:03:50.400><c> I</c><01:03:50.520><c> can</c><01:03:50.680><c> twiddle</c><01:03:51.160><c> with</c>

01:03:51.309 --> 01:03:51.319 align:start position:0%
think I said where I can twiddle with
 

01:03:51.319 --> 01:03:53.470 align:start position:0%
think I said where I can twiddle with
the<01:03:51.520><c> settings</c><01:03:52.319><c> that's</c><01:03:52.559><c> my</c><01:03:52.720><c> prompt</c><01:03:53.039><c> let</c><01:03:53.200><c> me</c>

01:03:53.470 --> 01:03:53.480 align:start position:0%
the settings that's my prompt let me
 

01:03:53.480 --> 01:03:54.829 align:start position:0%
the settings that's my prompt let me
twiddle<01:03:53.880><c> with</c><01:03:54.000><c> the</c><01:03:54.079><c> settings</c><01:03:54.359><c> in</c><01:03:54.480><c> the</c><01:03:54.599><c> Box</c>

01:03:54.829 --> 01:03:54.839 align:start position:0%
twiddle with the settings in the Box
 

01:03:54.839 --> 01:03:56.470 align:start position:0%
twiddle with the settings in the Box
Shadow<01:03:55.400><c> and</c><01:03:55.520><c> it</c><01:03:55.799><c> built</c><01:03:56.000><c> me</c><01:03:56.160><c> this</c><01:03:56.279><c> little</c>

01:03:56.470 --> 01:03:56.480 align:start position:0%
Shadow and it built me this little
 

01:03:56.480 --> 01:03:58.109 align:start position:0%
Shadow and it built me this little
interactive<01:03:57.039><c> thing</c><01:03:57.240><c> with</c><01:03:57.400><c> a</c><01:03:57.520><c> box</c><01:03:57.720><c> Shadow</c><01:03:58.000><c> and</c>

01:03:58.109 --> 01:03:58.119 align:start position:0%
interactive thing with a box Shadow and
 

01:03:58.119 --> 01:03:59.829 align:start position:0%
interactive thing with a box Shadow and
sliders<01:03:58.520><c> for</c><01:03:58.680><c> the</c><01:03:58.760><c> different</c><01:03:59.039><c> settings</c><01:03:59.400><c> and</c><01:03:59.520><c> a</c>

01:03:59.829 --> 01:03:59.839 align:start position:0%
sliders for the different settings and a
 

01:03:59.839 --> 01:04:02.109 align:start position:0%
sliders for the different settings and a
copy<01:04:00.079><c> and</c><01:04:00.200><c> paste</c><01:04:00.400><c> CSS</c><01:04:00.920><c> thing</c><01:04:01.440><c> and</c><01:04:01.799><c> if</c><01:04:01.920><c> I'd</c>

01:04:02.109 --> 01:04:02.119 align:start position:0%
copy and paste CSS thing and if I'd
 

01:04:02.119 --> 01:04:04.470 align:start position:0%
copy and paste CSS thing and if I'd
spent<01:04:02.400><c> an</c><01:04:02.599><c> extra</c><01:04:02.960><c> 15</c><01:04:03.440><c> seconds</c><01:04:03.880><c> on</c><01:04:04.000><c> it</c><01:04:04.240><c> I</c><01:04:04.359><c> could</c>

01:04:04.470 --> 01:04:04.480 align:start position:0%
spent an extra 15 seconds on it I could
 

01:04:04.480 --> 01:04:06.510 align:start position:0%
spent an extra 15 seconds on it I could
have<01:04:04.640><c> found</c><01:04:04.880><c> a</c><01:04:05.039><c> tool</c><01:04:05.279><c> that</c><01:04:05.440><c> existed</c><01:04:05.760><c> on</c><01:04:05.960><c> Google</c>

01:04:06.510 --> 01:04:06.520 align:start position:0%
have found a tool that existed on Google
 

01:04:06.520 --> 01:04:09.190 align:start position:0%
have found a tool that existed on Google
but<01:04:06.640><c> it</c><01:04:06.760><c> was</c><01:04:07.079><c> faster</c><01:04:07.839><c> to</c><01:04:08.039><c> get</c><01:04:08.240><c> Claude</c><01:04:08.720><c> to</c><01:04:08.960><c> build</c>

01:04:09.190 --> 01:04:09.200 align:start position:0%
but it was faster to get Claude to build
 

01:04:09.200 --> 01:04:11.829 align:start position:0%
but it was faster to get Claude to build
me<01:04:09.400><c> a</c><01:04:09.559><c> custom</c><01:04:09.880><c> tool</c><01:04:10.160><c> on</c><01:04:10.400><c> demand</c><01:04:11.319><c> than</c><01:04:11.480><c> to</c>

01:04:11.829 --> 01:04:11.839 align:start position:0%
me a custom tool on demand than to
 

01:04:11.839 --> 01:04:12.829 align:start position:0%
me a custom tool on demand than to
because<01:04:11.960><c> if</c><01:04:12.039><c> you're</c><01:04:12.119><c> on</c><01:04:12.240><c> a</c><01:04:12.319><c> Google</c><01:04:12.520><c> search</c><01:04:12.760><c> you</c>

01:04:12.829 --> 01:04:12.839 align:start position:0%
because if you're on a Google search you
 

01:04:12.839 --> 01:04:14.029 align:start position:0%
because if you're on a Google search you
have<01:04:12.920><c> to</c><01:04:13.039><c> evaluate</c><01:04:13.400><c> the</c><01:04:13.520><c> answers</c><01:04:13.799><c> you</c><01:04:13.880><c> get</c>

01:04:14.029 --> 01:04:14.039 align:start position:0%
have to evaluate the answers you get
 

01:04:14.039 --> 01:04:15.269 align:start position:0%
have to evaluate the answers you get
that<01:04:14.200><c> four</c><01:04:14.520><c> back</c><01:04:14.720><c> and</c><01:04:14.839><c> then</c><01:04:14.920><c> you</c><01:04:15.039><c> click</c>

01:04:15.269 --> 01:04:15.279 align:start position:0%
that four back and then you click
 

01:04:15.279 --> 01:04:16.630 align:start position:0%
that four back and then you click
through<01:04:15.520><c> and</c><01:04:15.640><c> all</c><01:04:15.839><c> that</c><01:04:16.000><c> like</c><01:04:16.160><c> no</c><01:04:16.240><c> I</c><01:04:16.359><c> know</c><01:04:16.559><c> I</c>

01:04:16.630 --> 01:04:16.640 align:start position:0%
through and all that like no I know I
 

01:04:16.640 --> 01:04:19.109 align:start position:0%
through and all that like no I know I
know<01:04:16.799><c> what</c><01:04:16.920><c> I</c><01:04:17.039><c> want</c><01:04:17.720><c> so</c><01:04:18.119><c> do</c><01:04:18.400><c> that</c><01:04:18.720><c> right</c><01:04:18.880><c> that's</c>

01:04:19.109 --> 01:04:19.119 align:start position:0%
know what I want so do that right that's
 

01:04:19.119 --> 01:04:22.150 align:start position:0%
know what I want so do that right that's
just<01:04:19.799><c> wild</c><01:04:20.319><c> ENT</c><01:04:20.960><c> I</c><01:04:21.240><c> I</c><01:04:21.359><c> feel</c><01:04:21.599><c> this</c><01:04:21.760><c> is</c><01:04:22.039><c> what</c>

01:04:22.150 --> 01:04:22.160 align:start position:0%
just wild ENT I I feel this is what
 

01:04:22.160 --> 01:04:24.069 align:start position:0%
just wild ENT I I feel this is what
you're<01:04:22.279><c> saying</c><01:04:22.520><c> as</c><01:04:22.680><c> like</c><01:04:22.880><c> yeah</c><01:04:23.599><c> I</c><01:04:23.680><c> mean</c><01:04:23.880><c> it's</c>

01:04:24.069 --> 01:04:24.079 align:start position:0%
you're saying as like yeah I mean it's
 

01:04:24.079 --> 01:04:26.150 align:start position:0%
you're saying as like yeah I mean it's
it's<01:04:24.240><c> EAS</c><01:04:24.720><c> easier</c><01:04:25.200><c> said</c><01:04:25.440><c> than</c><01:04:25.720><c> D</c><01:04:25.920><c> but</c>

01:04:26.150 --> 01:04:26.160 align:start position:0%
it's EAS easier said than D but
 

01:04:26.160 --> 01:04:27.950 align:start position:0%
it's EAS easier said than D but
experimenting<01:04:26.760><c> and</c><01:04:26.920><c> I</c><01:04:27.000><c> think</c><01:04:27.279><c> your</c><01:04:27.520><c> blog</c>

01:04:27.950 --> 01:04:27.960 align:start position:0%
experimenting and I think your blog
 

01:04:27.960 --> 01:04:29.029 align:start position:0%
experimenting and I think your blog
which<01:04:28.119><c> we're</c><01:04:28.319><c> going</c><01:04:28.400><c> to</c><01:04:28.480><c> link</c><01:04:28.640><c> in</c><01:04:28.760><c> the</c><01:04:28.839><c> show</c>

01:04:29.029 --> 01:04:29.039 align:start position:0%
which we're going to link in the show
 

01:04:29.039 --> 01:04:31.069 align:start position:0%
which we're going to link in the show
notes<01:04:29.720><c> is</c><01:04:29.839><c> just</c><01:04:29.960><c> a</c><01:04:30.119><c> really</c><01:04:30.279><c> good</c><01:04:30.480><c> example</c><01:04:30.839><c> like</c>

01:04:31.069 --> 01:04:31.079 align:start position:0%
notes is just a really good example like
 

01:04:31.079 --> 01:04:33.430 align:start position:0%
notes is just a really good example like
I<01:04:31.400><c> did</c><01:04:31.680><c> find</c><01:04:32.039><c> myself</c><01:04:32.920><c> a</c><01:04:33.079><c> little</c><01:04:33.240><c> bit</c>

01:04:33.430 --> 01:04:33.440 align:start position:0%
I did find myself a little bit
 

01:04:33.440 --> 01:04:36.589 align:start position:0%
I did find myself a little bit
reenergized<01:04:34.400><c> reading</c><01:04:35.039><c> how</c><01:04:35.240><c> much</c><01:04:35.640><c> weird</c><01:04:36.319><c> stuff</c>

01:04:36.589 --> 01:04:36.599 align:start position:0%
reenergized reading how much weird stuff
 

01:04:36.599 --> 01:04:37.950 align:start position:0%
reenergized reading how much weird stuff
you're<01:04:36.799><c> doing</c><01:04:37.039><c> sorry</c><01:04:37.279><c> for</c><01:04:37.480><c> the</c><01:04:37.680><c> that's</c><01:04:37.839><c> the</c>

01:04:37.950 --> 01:04:37.960 align:start position:0%
you're doing sorry for the that's the
 

01:04:37.960 --> 01:04:40.390 align:start position:0%
you're doing sorry for the that's the
other<01:04:38.200><c> thing</c><01:04:38.680><c> it's</c><01:04:38.880><c> got</c><01:04:39.000><c> to</c><01:04:39.160><c> be</c><01:04:39.440><c> fun</c><01:04:40.160><c> right</c>

01:04:40.390 --> 01:04:40.400 align:start position:0%
other thing it's got to be fun right
 

01:04:40.400 --> 01:04:42.390 align:start position:0%
other thing it's got to be fun right
that<01:04:40.760><c> one</c><01:04:40.880><c> of</c><01:04:41.039><c> the</c><01:04:41.160><c> things</c><01:04:41.440><c> people</c><01:04:41.920><c> I</c><01:04:42.000><c> can</c><01:04:42.200><c> see</c>

01:04:42.390 --> 01:04:42.400 align:start position:0%
that one of the things people I can see
 

01:04:42.400 --> 01:04:44.430 align:start position:0%
that one of the things people I can see
that<01:04:42.520><c> you're</c><01:04:42.720><c> having</c><01:04:43.039><c> fun</c><01:04:43.279><c> with</c><01:04:43.440><c> it</c><01:04:43.720><c> like</c><01:04:44.279><c> and</c>

01:04:44.430 --> 01:04:44.440 align:start position:0%
that you're having fun with it like and
 

01:04:44.440 --> 01:04:45.829 align:start position:0%
that you're having fun with it like and
and<01:04:44.680><c> again</c><01:04:44.880><c> thanks</c><01:04:45.079><c> for</c><01:04:45.240><c> sharing</c><01:04:45.680><c> because</c>

01:04:45.829 --> 01:04:45.839 align:start position:0%
and again thanks for sharing because
 

01:04:45.839 --> 01:04:46.990 align:start position:0%
and again thanks for sharing because
because<01:04:45.960><c> you</c><01:04:46.079><c> put</c><01:04:46.200><c> it</c><01:04:46.319><c> out</c><01:04:46.520><c> there</c><01:04:46.680><c> I</c><01:04:46.760><c> think</c><01:04:46.920><c> you</c>

01:04:46.990 --> 01:04:47.000 align:start position:0%
because you put it out there I think you
 

01:04:47.000 --> 01:04:48.870 align:start position:0%
because you put it out there I think you
know<01:04:47.240><c> that</c><01:04:47.359><c> that's</c><01:04:47.520><c> another</c><01:04:47.839><c> thing</c><01:04:48.039><c> that</c><01:04:48.480><c> but</c>

01:04:48.870 --> 01:04:48.880 align:start position:0%
know that that's another thing that but
 

01:04:48.880 --> 01:04:50.109 align:start position:0%
know that that's another thing that but
honestly<01:04:49.240><c> with</c><01:04:49.359><c> these</c><01:04:49.520><c> tools</c><01:04:49.799><c> it's</c><01:04:49.920><c> a</c><01:04:50.000><c> bit</c>

01:04:50.109 --> 01:04:50.119 align:start position:0%
honestly with these tools it's a bit
 

01:04:50.119 --> 01:04:52.309 align:start position:0%
honestly with these tools it's a bit
easier<01:04:50.400><c> to</c><01:04:50.559><c> write</c><01:04:50.720><c> it</c><01:04:50.839><c> up</c><01:04:51.319><c> as</c><01:04:51.480><c> well</c><01:04:51.799><c> so</c><01:04:52.039><c> I</c><01:04:52.160><c> think</c>

01:04:52.309 --> 01:04:52.319 align:start position:0%
easier to write it up as well so I think
 

01:04:52.319 --> 01:04:55.390 align:start position:0%
easier to write it up as well so I think
I<01:04:52.400><c> think</c><01:04:52.720><c> that's</c><01:04:53.720><c> it's</c><01:04:54.079><c> helpful</c><01:04:54.359><c> advice</c><01:04:54.720><c> fun</c>

01:04:55.390 --> 01:04:55.400 align:start position:0%
I think that's it's helpful advice fun
 

01:04:55.400 --> 01:04:56.750 align:start position:0%
I think that's it's helpful advice fun
like<01:04:55.720><c> this</c><01:04:55.799><c> is</c><01:04:55.880><c> a</c><01:04:56.000><c> crucial</c><01:04:56.359><c> thing</c><01:04:56.599><c> these</c>

01:04:56.750 --> 01:04:56.760 align:start position:0%
like this is a crucial thing these
 

01:04:56.760 --> 01:04:58.990 align:start position:0%
like this is a crucial thing these
things<01:04:56.920><c> are</c><01:04:57.319><c> absolutely</c><01:04:58.079><c> hilarious</c><01:04:58.760><c> and</c><01:04:58.880><c> it's</c>

01:04:58.990 --> 01:04:59.000 align:start position:0%
things are absolutely hilarious and it's
 

01:04:59.000 --> 01:05:00.789 align:start position:0%
things are absolutely hilarious and it's
not<01:04:59.200><c> like</c><01:04:59.400><c> they</c><01:04:59.520><c> can</c><01:05:00.000><c> sometimes</c><01:05:00.240><c> they</c><01:05:00.359><c> can</c>

01:05:00.789 --> 01:05:00.799 align:start position:0%
not like they can sometimes they can
 

01:05:00.799 --> 01:05:02.630 align:start position:0%
not like they can sometimes they can
write<01:05:00.960><c> a</c><01:05:01.160><c> joke</c><01:05:01.480><c> that's</c><01:05:01.799><c> good</c><01:05:02.160><c> but</c><01:05:02.319><c> that's</c><01:05:02.480><c> not</c>

01:05:02.630 --> 01:05:02.640 align:start position:0%
write a joke that's good but that's not
 

01:05:02.640 --> 01:05:04.750 align:start position:0%
write a joke that's good but that's not
what<01:05:02.799><c> makes</c><01:05:03.000><c> them</c><01:05:03.160><c> funny</c><01:05:03.559><c> it's</c><01:05:04.119><c> trying</c><01:05:04.480><c> out</c>

01:05:04.750 --> 01:05:04.760 align:start position:0%
what makes them funny it's trying out
 

01:05:04.760 --> 01:05:07.109 align:start position:0%
what makes them funny it's trying out
weird<01:05:05.079><c> dystopian</c><01:05:06.079><c> things</c><01:05:06.559><c> trying</c><01:05:06.880><c> something</c>

01:05:07.109 --> 01:05:07.119 align:start position:0%
weird dystopian things trying something
 

01:05:07.119 --> 01:05:08.190 align:start position:0%
weird dystopian things trying something
you<01:05:07.240><c> didn't</c><01:05:07.440><c> think</c><01:05:07.559><c> would</c><01:05:07.680><c> work</c><01:05:07.839><c> and</c><01:05:08.000><c> having</c>

01:05:08.190 --> 01:05:08.200 align:start position:0%
you didn't think would work and having
 

01:05:08.200 --> 01:05:10.549 align:start position:0%
you didn't think would work and having
it<01:05:08.359><c> work</c><01:05:08.920><c> I</c><01:05:09.039><c> get</c><01:05:09.200><c> them</c><01:05:09.319><c> to</c><01:05:09.480><c> do</c><01:05:09.720><c> I</c><01:05:09.839><c> use</c><01:05:10.240><c> um</c><01:05:10.400><c> the</c>

01:05:10.549 --> 01:05:10.559 align:start position:0%
it work I get them to do I use um the
 

01:05:10.559 --> 01:05:12.589 align:start position:0%
it work I get them to do I use um the
voice<01:05:10.839><c> mode</c><01:05:11.440><c> I</c><01:05:11.559><c> used</c><01:05:11.799><c> to</c><01:05:11.920><c> do</c><01:05:12.119><c> prank</c><01:05:12.359><c> phone</c>

01:05:12.589 --> 01:05:12.599 align:start position:0%
voice mode I used to do prank phone
 

01:05:12.599 --> 01:05:15.510 align:start position:0%
voice mode I used to do prank phone
calls<01:05:12.839><c> to</c><01:05:13.000><c> my</c><01:05:13.240><c> dog</c><01:05:14.200><c> so</c><01:05:14.440><c> I'll</c><01:05:14.640><c> be</c><01:05:14.799><c> like</c><01:05:15.119><c> hey</c><01:05:15.240><c> chat</c>

01:05:15.510 --> 01:05:15.520 align:start position:0%
calls to my dog so I'll be like hey chat
 

01:05:15.520 --> 01:05:18.069 align:start position:0%
calls to my dog so I'll be like hey chat
GPT<01:05:16.520><c> I</c><01:05:16.599><c> need</c><01:05:16.760><c> to</c><01:05:16.920><c> give</c><01:05:17.079><c> my</c><01:05:17.240><c> dog</c><01:05:17.440><c> a</c><01:05:17.559><c> pill</c><01:05:17.839><c> covered</c>

01:05:18.069 --> 01:05:18.079 align:start position:0%
GPT I need to give my dog a pill covered
 

01:05:18.079 --> 01:05:20.109 align:start position:0%
GPT I need to give my dog a pill covered
in<01:05:18.200><c> peanut</c><01:05:18.520><c> butter</c><01:05:19.079><c> I</c><01:05:19.200><c> need</c><01:05:19.359><c> you</c><01:05:19.520><c> to</c><01:05:19.799><c> pretend</c>

01:05:20.109 --> 01:05:20.119 align:start position:0%
in peanut butter I need you to pretend
 

01:05:20.119 --> 01:05:21.630 align:start position:0%
in peanut butter I need you to pretend
to<01:05:20.240><c> be</c><01:05:20.400><c> from</c><01:05:20.559><c> the</c><01:05:20.720><c> government</c><01:05:21.119><c> Department</c><01:05:21.480><c> of</c>

01:05:21.630 --> 01:05:21.640 align:start position:0%
to be from the government Department of
 

01:05:21.640 --> 01:05:23.309 align:start position:0%
to be from the government Department of
peanut<01:05:21.960><c> butter</c><01:05:22.440><c> and</c><01:05:22.559><c> make</c><01:05:22.720><c> up</c><01:05:22.839><c> an</c><01:05:22.960><c> elaborate</c>

01:05:23.309 --> 01:05:23.319 align:start position:0%
peanut butter and make up an elaborate
 

01:05:23.319 --> 01:05:25.230 align:start position:0%
peanut butter and make up an elaborate
story<01:05:23.559><c> about</c><01:05:23.720><c> why</c><01:05:23.839><c> she</c><01:05:24.000><c> has</c><01:05:24.119><c> to</c><01:05:24.279><c> have</c><01:05:24.400><c> it</c><01:05:24.920><c> now</c>

01:05:25.230 --> 01:05:25.240 align:start position:0%
story about why she has to have it now
 

01:05:25.240 --> 01:05:27.670 align:start position:0%
story about why she has to have it now
go<01:05:25.799><c> and</c><01:05:25.920><c> it</c><01:05:26.039><c> does</c><01:05:26.240><c> it</c><01:05:26.480><c> and</c><01:05:26.640><c> it</c><01:05:26.799><c> it</c><01:05:26.960><c> it</c><01:05:27.119><c> SP</c><01:05:27.480><c> and</c><01:05:27.559><c> I</c>

01:05:27.670 --> 01:05:27.680 align:start position:0%
go and it does it and it it it SP and I
 

01:05:27.680 --> 01:05:29.470 align:start position:0%
go and it does it and it it it SP and I
hold<01:05:27.960><c> the</c><01:05:28.160><c> the</c><01:05:28.279><c> the</c><01:05:28.359><c> spe</c><01:05:28.640><c> CP</c><01:05:28.839><c> to</c><01:05:28.960><c> my</c><01:05:29.079><c> dog</c><01:05:29.319><c> it's</c>

01:05:29.470 --> 01:05:29.480 align:start position:0%
hold the the the spe CP to my dog it's
 

01:05:29.480 --> 01:05:32.309 align:start position:0%
hold the the the spe CP to my dog it's
just<01:05:29.839><c> really</c><01:05:30.359><c> really</c><01:05:30.680><c> amusing</c><01:05:31.520><c> so</c><01:05:31.799><c> stuff</c><01:05:32.079><c> like</c>

01:05:32.309 --> 01:05:32.319 align:start position:0%
just really really amusing so stuff like
 

01:05:32.319 --> 01:05:36.190 align:start position:0%
just really really amusing so stuff like
that<01:05:32.640><c> is</c><01:05:33.039><c> is</c><01:05:33.960><c> so</c><01:05:34.240><c> much</c><01:05:34.480><c> fun</c><01:05:35.079><c> I</c><01:05:35.200><c> for</c><01:05:35.400><c> a</c><01:05:35.559><c> while</c><01:05:36.079><c> I</c>

01:05:36.190 --> 01:05:36.200 align:start position:0%
that is is so much fun I for a while I
 

01:05:36.200 --> 01:05:38.230 align:start position:0%
that is is so much fun I for a while I
was<01:05:36.640><c> always</c><01:05:37.039><c> trying</c><01:05:37.240><c> to</c><01:05:37.359><c> throw</c><01:05:37.640><c> twist</c><01:05:37.920><c> into</c><01:05:38.119><c> my</c>

01:05:38.230 --> 01:05:38.240 align:start position:0%
was always trying to throw twist into my
 

01:05:38.240 --> 01:05:39.549 align:start position:0%
was always trying to throw twist into my
prompts<01:05:38.559><c> I'm</c><01:05:38.720><c> like</c><01:05:38.880><c> answer</c><01:05:39.160><c> this</c><01:05:39.279><c> and</c><01:05:39.400><c> then</c><01:05:39.480><c> at</c>

01:05:39.549 --> 01:05:39.559 align:start position:0%
prompts I'm like answer this and then at
 

01:05:39.559 --> 01:05:40.750 align:start position:0%
prompts I'm like answer this and then at
the<01:05:39.599><c> bottom</c><01:05:39.839><c> i'</c><01:05:40.000><c> say</c><01:05:40.160><c> oh</c><01:05:40.279><c> and</c><01:05:40.400><c> pretend</c><01:05:40.640><c> you're</c>

01:05:40.750 --> 01:05:40.760 align:start position:0%
the bottom i' say oh and pretend you're
 

01:05:40.760 --> 01:05:42.390 align:start position:0%
the bottom i' say oh and pretend you're
a<01:05:40.839><c> golden</c><01:05:41.119><c> eagle</c><01:05:41.400><c> and</c><01:05:41.520><c> use</c><01:05:41.760><c> Golden</c><01:05:42.039><c> Eagle</c>

01:05:42.390 --> 01:05:42.400 align:start position:0%
a golden eagle and use Golden Eagle
 

01:05:42.400 --> 01:05:44.150 align:start position:0%
a golden eagle and use Golden Eagle
analogies<01:05:43.279><c> they</c><01:05:43.400><c> would</c><01:05:43.520><c> say</c><01:05:43.760><c> well</c><01:05:43.920><c> if</c><01:05:44.000><c> you're</c>

01:05:44.150 --> 01:05:44.160 align:start position:0%
analogies they would say well if you're
 

01:05:44.160 --> 01:05:46.789 align:start position:0%
analogies they would say well if you're
soaring<01:05:44.680><c> above</c><01:05:44.960><c> the</c><01:05:45.279><c> competition</c><01:05:46.279><c> stupid</c>

01:05:46.789 --> 01:05:46.799 align:start position:0%
soaring above the competition stupid
 

01:05:46.799 --> 01:05:49.029 align:start position:0%
soaring above the competition stupid
things<01:05:47.079><c> like</c><01:05:47.319><c> that</c><01:05:47.720><c> right</c><01:05:47.960><c> just</c><01:05:48.599><c> you</c><01:05:48.760><c> can</c><01:05:48.960><c> you</c>

01:05:49.029 --> 01:05:49.039 align:start position:0%
things like that right just you can you
 

01:05:49.039 --> 01:05:52.630 align:start position:0%
things like that right just you can you
can<01:05:49.200><c> get</c><01:05:49.319><c> it</c><01:05:49.440><c> to</c><01:05:49.799><c> rap</c><01:05:50.559><c> kind</c><01:05:50.799><c> of</c><01:05:51.240><c> and</c><01:05:51.400><c> it's</c><01:05:51.839><c> awful</c>

01:05:52.630 --> 01:05:52.640 align:start position:0%
can get it to rap kind of and it's awful
 

01:05:52.640 --> 01:05:54.710 align:start position:0%
can get it to rap kind of and it's awful
like<01:05:53.039><c> really</c><01:05:53.720><c> absolutely</c><01:05:54.200><c> appalling</c><01:05:54.599><c> but</c>

01:05:54.710 --> 01:05:54.720 align:start position:0%
like really absolutely appalling but
 

01:05:54.720 --> 01:05:56.269 align:start position:0%
like really absolutely appalling but
with<01:05:54.799><c> the</c><01:05:54.880><c> voice</c><01:05:55.079><c> mode</c><01:05:55.279><c> you</c><01:05:55.319><c> can</c><01:05:55.400><c> say</c><01:05:55.680><c> now</c><01:05:55.960><c> now</c>

01:05:56.269 --> 01:05:56.279 align:start position:0%
with the voice mode you can say now now
 

01:05:56.279 --> 01:05:58.510 align:start position:0%
with the voice mode you can say now now
rap<01:05:56.520><c> now</c><01:05:56.680><c> do</c><01:05:56.799><c> a</c><01:05:56.960><c> rap</c><01:05:57.279><c> about</c><01:05:57.480><c> that</c><01:05:57.640><c> answer</c><01:05:58.240><c> and</c>

01:05:58.510 --> 01:05:58.520 align:start position:0%
rap now do a rap about that answer and
 

01:05:58.520 --> 01:06:01.390 align:start position:0%
rap now do a rap about that answer and
just<01:05:59.000><c> it's</c><01:05:59.440><c> cringeworthy</c><01:06:00.440><c> it</c><01:06:00.559><c> is</c><01:06:01.039><c> it</c><01:06:01.119><c> is</c><01:06:01.279><c> kind</c>

01:06:01.390 --> 01:06:01.400 align:start position:0%
just it's cringeworthy it is it is kind
 

01:06:01.400 --> 01:06:03.750 align:start position:0%
just it's cringeworthy it is it is kind
of<01:06:01.599><c> wild</c><01:06:02.079><c> how</c><01:06:02.760><c> I</c><01:06:02.839><c> don't</c><01:06:03.039><c> really</c><01:06:03.240><c> remember</c>

01:06:03.750 --> 01:06:03.760 align:start position:0%
of wild how I don't really remember
 

01:06:03.760 --> 01:06:05.549 align:start position:0%
of wild how I don't really remember
having<01:06:04.000><c> a</c><01:06:04.160><c> tool</c><01:06:04.559><c> that</c><01:06:04.760><c> we're</c><01:06:05.000><c> talking</c><01:06:05.279><c> about</c>

01:06:05.549 --> 01:06:05.559 align:start position:0%
having a tool that we're talking about
 

01:06:05.559 --> 01:06:07.510 align:start position:0%
having a tool that we're talking about
programming<01:06:06.119><c> here</c><01:06:06.599><c> but</c><01:06:06.720><c> you</c><01:06:06.839><c> can</c><01:06:07.079><c> get</c><01:06:07.200><c> it</c><01:06:07.359><c> to</c>

01:06:07.510 --> 01:06:07.520 align:start position:0%
programming here but you can get it to
 

01:06:07.520 --> 01:06:10.109 align:start position:0%
programming here but you can get it to
do<01:06:07.839><c> all</c><01:06:08.039><c> these</c><01:06:08.279><c> things</c><01:06:08.720><c> within</c><01:06:09.039><c> a</c><01:06:09.520><c> you</c><01:06:09.640><c> know</c>

01:06:10.109 --> 01:06:10.119 align:start position:0%
do all these things within a you know
 

01:06:10.119 --> 01:06:12.349 align:start position:0%
do all these things within a you know
potentially<01:06:11.079><c> even</c><01:06:11.240><c> in</c><01:06:11.400><c> the</c><01:06:11.520><c> work</c><01:06:11.880><c> context</c>

01:06:12.349 --> 01:06:12.359 align:start position:0%
potentially even in the work context
 

01:06:12.359 --> 01:06:14.150 align:start position:0%
potentially even in the work context
just<01:06:12.520><c> throw</c><01:06:12.720><c> it</c><01:06:12.839><c> in</c><01:06:13.000><c> there</c><01:06:13.160><c> it's</c><01:06:13.319><c> it's</c><01:06:13.480><c> kind</c><01:06:13.599><c> of</c>

01:06:14.150 --> 01:06:14.160 align:start position:0%
just throw it in there it's it's kind of
 

01:06:14.160 --> 01:06:16.750 align:start position:0%
just throw it in there it's it's kind of
as<01:06:14.240><c> you</c><01:06:14.359><c> said</c><01:06:14.640><c> it</c><01:06:14.760><c> is</c><01:06:14.960><c> fun</c><01:06:15.240><c> so</c><01:06:15.559><c> it</c><01:06:15.760><c> it's</c><01:06:16.319><c> I</c><01:06:16.480><c> I</c><01:06:16.640><c> I</c>

01:06:16.750 --> 01:06:16.760 align:start position:0%
as you said it is fun so it it's I I I
 

01:06:16.760 --> 01:06:20.670 align:start position:0%
as you said it is fun so it it's I I I
like<01:06:17.119><c> to</c><01:06:17.319><c> look</c><01:06:17.440><c> at</c><01:06:17.680><c> that</c><01:06:17.920><c> part</c><01:06:18.279><c> of</c><01:06:18.720><c> it</c><01:06:19.720><c> so</c><01:06:20.520><c> thank</c>

01:06:20.670 --> 01:06:20.680 align:start position:0%
like to look at that part of it so thank
 

01:06:20.680 --> 01:06:22.190 align:start position:0%
like to look at that part of it so thank
you<01:06:20.760><c> for</c><01:06:21.039><c> the</c><01:06:21.160><c> insight</c><01:06:21.559><c> and</c><01:06:21.680><c> let's</c><01:06:21.880><c> end</c><01:06:22.079><c> with</c>

01:06:22.190 --> 01:06:22.200 align:start position:0%
you for the insight and let's end with
 

01:06:22.200 --> 01:06:23.870 align:start position:0%
you for the insight and let's end with
some<01:06:22.400><c> rapid</c><01:06:22.799><c> questions</c><01:06:23.400><c> in</c><01:06:23.520><c> the</c><01:06:23.640><c> end</c><01:06:23.799><c> if</c>

01:06:23.870 --> 01:06:23.880 align:start position:0%
some rapid questions in the end if
 

01:06:23.880 --> 01:06:25.870 align:start position:0%
some rapid questions in the end if
you're<01:06:24.079><c> up</c><01:06:24.279><c> for</c><01:06:24.440><c> it</c><01:06:24.799><c> so</c><01:06:24.960><c> these</c><01:06:25.119><c> are</c><01:06:25.359><c> question</c>

01:06:25.870 --> 01:06:25.880 align:start position:0%
you're up for it so these are question
 

01:06:25.880 --> 01:06:27.750 align:start position:0%
you're up for it so these are question
I'm<01:06:26.000><c> just</c><01:06:26.119><c> going</c><01:06:26.240><c> to</c><01:06:26.480><c> ask</c><01:06:26.799><c> and</c><01:06:27.160><c> you</c><01:06:27.359><c> just</c><01:06:27.559><c> throw</c>

01:06:27.750 --> 01:06:27.760 align:start position:0%
I'm just going to ask and you just throw
 

01:06:27.760 --> 01:06:30.589 align:start position:0%
I'm just going to ask and you just throw
out<01:06:28.039><c> whatever</c><01:06:28.760><c> comes</c><01:06:29.079><c> up</c><01:06:30.079><c> uh</c><01:06:30.319><c> could</c><01:06:30.440><c> you</c>

01:06:30.589 --> 01:06:30.599 align:start position:0%
out whatever comes up uh could you
 

01:06:30.599 --> 01:06:32.430 align:start position:0%
out whatever comes up uh could you
recommend<01:06:30.960><c> two</c><01:06:31.119><c> or</c><01:06:31.240><c> three</c><01:06:31.520><c> books</c><01:06:32.160><c> uh</c><01:06:32.240><c> to</c>

01:06:32.430 --> 01:06:32.440 align:start position:0%
recommend two or three books uh to
 

01:06:32.440 --> 01:06:34.510 align:start position:0%
recommend two or three books uh to
people<01:06:32.920><c> that</c><01:06:33.039><c> you</c><01:06:33.160><c> enjoyed</c><01:06:33.480><c> reading</c><01:06:34.200><c> Martin</c>

01:06:34.510 --> 01:06:34.520 align:start position:0%
people that you enjoyed reading Martin
 

01:06:34.520 --> 01:06:36.510 align:start position:0%
people that you enjoyed reading Martin
kon's<01:06:35.000><c> book</c><01:06:35.240><c> designing</c><01:06:35.680><c> data</c><01:06:36.000><c> intensive</c>

01:06:36.510 --> 01:06:36.520 align:start position:0%
kon's book designing data intensive
 

01:06:36.520 --> 01:06:38.549 align:start position:0%
kon's book designing data intensive
applications<01:06:37.359><c> is</c><01:06:37.760><c> here</c><01:06:37.920><c> it's</c><01:06:38.079><c> it's</c><01:06:38.319><c> it's</c><01:06:38.400><c> on</c>

01:06:38.549 --> 01:06:38.559 align:start position:0%
applications is here it's it's it's on
 

01:06:38.559 --> 01:06:41.029 align:start position:0%
applications is here it's it's it's on
my<01:06:38.680><c> shelf</c><01:06:39.079><c> actually</c><01:06:40.039><c> absolutely</c><01:06:40.559><c> incredible</c>

01:06:41.029 --> 01:06:41.039 align:start position:0%
my shelf actually absolutely incredible
 

01:06:41.039 --> 01:06:43.430 align:start position:0%
my shelf actually absolutely incredible
the<01:06:41.119><c> Blue</c><01:06:41.319><c> Sky</c><01:06:41.599><c> Team</c><01:06:41.880><c> told</c><01:06:42.119><c> me</c><01:06:42.319><c> Martin</c><01:06:42.640><c> kton</c>

01:06:43.430 --> 01:06:43.440 align:start position:0%
the Blue Sky Team told me Martin kton
 

01:06:43.440 --> 01:06:45.630 align:start position:0%
the Blue Sky Team told me Martin kton
advises<01:06:43.880><c> them</c><01:06:44.160><c> that</c><01:06:44.960><c> this</c><01:06:45.079><c> is</c><01:06:45.200><c> the</c><01:06:45.359><c> book</c><01:06:45.520><c> they</c>

01:06:45.630 --> 01:06:45.640 align:start position:0%
advises them that this is the book they
 

01:06:45.640 --> 01:06:46.990 align:start position:0%
advises them that this is the book they
have<01:06:45.799><c> all</c><01:06:46.039><c> on</c><01:06:46.200><c> their</c><01:06:46.319><c> shelf</c><01:06:46.640><c> because</c><01:06:46.799><c> this</c>

01:06:46.990 --> 01:06:47.000 align:start position:0%
have all on their shelf because this
 

01:06:47.000 --> 01:06:48.470 align:start position:0%
have all on their shelf because this
describes<01:06:47.559><c> everything</c><01:06:47.839><c> you</c><01:06:47.920><c> need</c><01:06:48.079><c> to</c><01:06:48.200><c> know</c><01:06:48.359><c> to</c>

01:06:48.470 --> 01:06:48.480 align:start position:0%
describes everything you need to know to
 

01:06:48.480 --> 01:06:50.870 align:start position:0%
describes everything you need to know to
build<01:06:48.720><c> Blue</c><01:06:49.000><c> Sky</c><01:06:49.279><c> it's</c><01:06:49.440><c> kind</c><01:06:49.559><c> of</c><01:06:49.720><c> amazing</c><01:06:50.680><c> at</c>

01:06:50.870 --> 01:06:50.880 align:start position:0%
build Blue Sky it's kind of amazing at
 

01:06:50.880 --> 01:06:53.109 align:start position:0%
build Blue Sky it's kind of amazing at
um<01:06:51.160><c> at</c><01:06:51.279><c> eventbr</c><01:06:51.760><c> we</c><01:06:51.839><c> had</c><01:06:51.920><c> a</c><01:06:52.039><c> book</c><01:06:52.359><c> club</c><01:06:52.880><c> and</c><01:06:53.000><c> one</c>

01:06:53.109 --> 01:06:53.119 align:start position:0%
um at eventbr we had a book club and one
 

01:06:53.119 --> 01:06:54.349 align:start position:0%
um at eventbr we had a book club and one
of<01:06:53.200><c> the</c><01:06:53.319><c> things</c><01:06:53.440><c> we</c><01:06:53.599><c> did</c><01:06:53.760><c> with</c><01:06:53.880><c> the</c><01:06:53.960><c> book</c><01:06:54.160><c> club</c>

01:06:54.349 --> 01:06:54.359 align:start position:0%
of the things we did with the book club
 

01:06:54.359 --> 01:06:56.069 align:start position:0%
of the things we did with the book club
is<01:06:54.720><c> because</c><01:06:54.920><c> nobody</c><01:06:55.160><c> reads</c><01:06:55.640><c> the</c><01:06:55.760><c> book</c><01:06:55.920><c> for</c>

01:06:56.069 --> 01:06:56.079 align:start position:0%
is because nobody reads the book for
 

01:06:56.079 --> 01:06:57.910 align:start position:0%
is because nobody reads the book for
book<01:06:56.279><c> clubs</c><01:06:56.839><c> right</c><01:06:57.160><c> it</c><01:06:57.240><c> turns</c><01:06:57.440><c> out</c><01:06:57.640><c> that</c><01:06:57.799><c> just</c>

01:06:57.910 --> 01:06:57.920 align:start position:0%
book clubs right it turns out that just
 

01:06:57.920 --> 01:06:59.710 align:start position:0%
book clubs right it turns out that just
doesn't<01:06:58.319><c> work</c><01:06:58.760><c> so</c><01:06:58.920><c> what</c><01:06:59.000><c> you</c><01:06:59.079><c> do</c><01:06:59.240><c> instead</c><01:06:59.559><c> is</c>

01:06:59.710 --> 01:06:59.720 align:start position:0%
doesn't work so what you do instead is
 

01:06:59.720 --> 01:07:02.029 align:start position:0%
doesn't work so what you do instead is
you<01:06:59.960><c> assign</c><01:07:00.440><c> chapters</c><01:07:00.880><c> to</c><01:07:01.079><c> different</c><01:07:01.440><c> people</c>

01:07:02.029 --> 01:07:02.039 align:start position:0%
you assign chapters to different people
 

01:07:02.039 --> 01:07:03.710 align:start position:0%
you assign chapters to different people
and<01:07:02.200><c> they</c><01:07:02.359><c> have</c><01:07:02.480><c> to</c><01:07:02.880><c> provide</c><01:07:03.119><c> a</c><01:07:03.279><c> summary</c><01:07:03.599><c> of</c>

01:07:03.710 --> 01:07:03.720 align:start position:0%
and they have to provide a summary of
 

01:07:03.720 --> 01:07:05.150 align:start position:0%
and they have to provide a summary of
the<01:07:03.799><c> chapter</c><01:07:04.039><c> at</c><01:07:04.200><c> the</c><01:07:04.279><c> book</c><01:07:04.480><c> club</c><01:07:04.839><c> so</c><01:07:05.000><c> it's</c>

01:07:05.150 --> 01:07:05.160 align:start position:0%
the chapter at the book club so it's
 

01:07:05.160 --> 01:07:07.109 align:start position:0%
the chapter at the book club so it's
almost<01:07:05.440><c> like</c><01:07:05.640><c> you</c><01:07:06.039><c> you</c><01:07:06.319><c> um</c><01:07:06.559><c> you</c><01:07:06.920><c> um</c>

01:07:07.109 --> 01:07:07.119 align:start position:0%
almost like you you um you um
 

01:07:07.119 --> 01:07:09.109 align:start position:0%
almost like you you um you um
parallelized<01:07:07.839><c> the</c><01:07:07.960><c> act</c><01:07:08.200><c> of</c><01:07:08.559><c> of</c><01:07:08.680><c> reading</c><01:07:08.960><c> the</c>

01:07:09.109 --> 01:07:09.119 align:start position:0%
parallelized the act of of reading the
 

01:07:09.119 --> 01:07:11.190 align:start position:0%
parallelized the act of of reading the
book<01:07:09.680><c> that</c><01:07:09.799><c> worked</c><01:07:10.119><c> so</c><01:07:10.319><c> well</c><01:07:10.720><c> and</c><01:07:10.880><c> that</c><01:07:11.000><c> was</c>

01:07:11.190 --> 01:07:11.200 align:start position:0%
book that worked so well and that was
 

01:07:11.200 --> 01:07:12.710 align:start position:0%
book that worked so well and that was
that<01:07:11.279><c> was</c><01:07:11.559><c> I</c><01:07:11.680><c> think</c><01:07:11.839><c> that</c><01:07:11.920><c> was</c><01:07:12.079><c> the</c><01:07:12.200><c> best</c><01:07:12.480><c> book</c>

01:07:12.710 --> 01:07:12.720 align:start position:0%
that was I think that was the best book
 

01:07:12.720 --> 01:07:16.109 align:start position:0%
that was I think that was the best book
that<01:07:12.880><c> we</c><01:07:13.119><c> that</c><01:07:13.200><c> we</c><01:07:13.359><c> did</c><01:07:13.520><c> for</c><01:07:13.720><c> that</c><01:07:13.880><c> one</c><01:07:14.960><c> um</c><01:07:15.960><c> and</c>

01:07:16.109 --> 01:07:16.119 align:start position:0%
that we that we did for that one um and
 

01:07:16.119 --> 01:07:17.470 align:start position:0%
that we that we did for that one um and
there<01:07:16.279><c> is</c><01:07:16.359><c> there</c><01:07:16.480><c> maybe</c><01:07:16.680><c> a</c><01:07:16.799><c> fiction</c><01:07:17.119><c> book</c><01:07:17.359><c> that</c>

01:07:17.470 --> 01:07:17.480 align:start position:0%
there is there maybe a fiction book that
 

01:07:17.480 --> 01:07:18.630 align:start position:0%
there is there maybe a fiction book that
you<01:07:17.760><c> can</c>

01:07:18.630 --> 01:07:18.640 align:start position:0%
you can
 

01:07:18.640 --> 01:07:21.190 align:start position:0%
you can
recommend<01:07:19.640><c> so</c><01:07:19.799><c> my</c><01:07:19.920><c> favorite</c><01:07:20.200><c> genre</c><01:07:20.599><c> affection</c>

01:07:21.190 --> 01:07:21.200 align:start position:0%
recommend so my favorite genre affection
 

01:07:21.200 --> 01:07:24.829 align:start position:0%
recommend so my favorite genre affection
is<01:07:22.119><c> British</c><01:07:22.720><c> Wizards</c><01:07:23.520><c> Tangled</c><01:07:24.039><c> Up</c><01:07:24.240><c> in</c><01:07:24.599><c> Old</c>

01:07:24.829 --> 01:07:24.839 align:start position:0%
is British Wizards Tangled Up in Old
 

01:07:24.839 --> 01:07:27.430 align:start position:0%
is British Wizards Tangled Up in Old
School<01:07:25.119><c> British</c><01:07:25.599><c> bureaucracy</c><01:07:26.599><c> so</c><01:07:26.760><c> I</c><01:07:26.920><c> like</c><01:07:27.279><c> um</c>

01:07:27.430 --> 01:07:27.440 align:start position:0%
School British bureaucracy so I like um
 

01:07:27.440 --> 01:07:29.269 align:start position:0%
School British bureaucracy so I like um
there's<01:07:27.799><c> turns</c><01:07:28.200><c> there's</c><01:07:28.400><c> um</c><01:07:28.520><c> Charles</c><01:07:28.839><c> stros</c>

01:07:29.269 --> 01:07:29.279 align:start position:0%
there's turns there's um Charles stros
 

01:07:29.279 --> 01:07:31.430 align:start position:0%
there's turns there's um Charles stros
does<01:07:29.440><c> the</c><01:07:29.520><c> laundry</c><01:07:29.880><c> file</c><01:07:30.279><c> series</c><01:07:30.760><c> which</c><01:07:30.920><c> is</c>

01:07:31.430 --> 01:07:31.440 align:start position:0%
does the laundry file series which is
 

01:07:31.440 --> 01:07:33.789 align:start position:0%
does the laundry file series which is
about<01:07:31.680><c> sort</c><01:07:31.880><c> of</c><01:07:32.039><c> secret</c><01:07:32.440><c> like</c><01:07:32.559><c> MI5</c><01:07:33.520><c> style</c>

01:07:33.789 --> 01:07:33.799 align:start position:0%
about sort of secret like MI5 style
 

01:07:33.799 --> 01:07:35.510 align:start position:0%
about sort of secret like MI5 style
Wizards<01:07:34.440><c> there's</c><01:07:34.640><c> the</c><01:07:34.760><c> river</c><01:07:35.039><c> of</c><01:07:35.160><c> London</c>

01:07:35.510 --> 01:07:35.520 align:start position:0%
Wizards there's the river of London
 

01:07:35.520 --> 01:07:37.950 align:start position:0%
Wizards there's the river of London
series<01:07:35.880><c> by</c><01:07:36.039><c> Ben</c><01:07:36.319><c> aronovich</c><01:07:37.079><c> which</c><01:07:37.240><c> are</c>

01:07:37.950 --> 01:07:37.960 align:start position:0%
series by Ben aronovich which are
 

01:07:37.960 --> 01:07:39.390 align:start position:0%
series by Ben aronovich which are
metropolitan<01:07:38.559><c> police</c><01:07:38.799><c> officer</c><01:07:39.079><c> who</c><01:07:39.200><c> gets</c>

01:07:39.390 --> 01:07:39.400 align:start position:0%
metropolitan police officer who gets
 

01:07:39.400 --> 01:07:41.829 align:start position:0%
metropolitan police officer who gets
Tangled<01:07:39.760><c> Up</c><01:07:39.880><c> In</c><01:07:40.000><c> Magic</c><01:07:40.400><c> I</c><01:07:40.520><c> really</c><01:07:40.720><c> enjoy</c><01:07:41.079><c> those</c>

01:07:41.829 --> 01:07:41.839 align:start position:0%
Tangled Up In Magic I really enjoy those
 

01:07:41.839 --> 01:07:43.950 align:start position:0%
Tangled Up In Magic I really enjoy those
oh<01:07:42.119><c> nice</c><01:07:42.799><c> what's</c><01:07:43.000><c> your</c><01:07:43.200><c> favorite</c><01:07:43.520><c> programming</c>

01:07:43.950 --> 01:07:43.960 align:start position:0%
oh nice what's your favorite programming
 

01:07:43.960 --> 01:07:45.269 align:start position:0%
oh nice what's your favorite programming
language<01:07:44.240><c> and</c><01:07:44.400><c> framework</c><01:07:44.799><c> and</c><01:07:44.920><c> you</c><01:07:45.039><c> cannot</c>

01:07:45.269 --> 01:07:45.279 align:start position:0%
language and framework and you cannot
 

01:07:45.279 --> 01:07:47.829 align:start position:0%
language and framework and you cannot
say<01:07:45.440><c> d</c><01:07:45.480><c> Jango</c><01:07:45.839><c> and</c><01:07:46.359><c> python</c><01:07:47.359><c> really</c><01:07:47.520><c> putting</c><01:07:47.760><c> me</c>

01:07:47.829 --> 01:07:47.839 align:start position:0%
say d Jango and python really putting me
 

01:07:47.839 --> 01:07:50.150 align:start position:0%
say d Jango and python really putting me
on<01:07:47.960><c> the</c><01:07:48.039><c> spot</c><01:07:48.240><c> with</c><01:07:48.400><c> this</c><01:07:48.520><c> one</c><01:07:49.240><c> oh</c><01:07:49.400><c> yeah</c><01:07:49.839><c> um</c>

01:07:50.150 --> 01:07:50.160 align:start position:0%
on the spot with this one oh yeah um
 

01:07:50.160 --> 01:07:52.670 align:start position:0%
on the spot with this one oh yeah um
okay<01:07:50.720><c> um</c><01:07:51.039><c> JavaScript</c><01:07:51.640><c> and</c><01:07:51.880><c> no</c><01:07:52.079><c> framework</c><01:07:52.559><c> at</c>

01:07:52.670 --> 01:07:52.680 align:start position:0%
okay um JavaScript and no framework at
 

01:07:52.680 --> 01:07:54.829 align:start position:0%
okay um JavaScript and no framework at
all<01:07:52.960><c> I</c><01:07:53.119><c> love</c><01:07:53.359><c> doing</c><01:07:53.599><c> the</c><01:07:53.760><c> vanilla</c><01:07:54.240><c> JavaScript</c>

01:07:54.829 --> 01:07:54.839 align:start position:0%
all I love doing the vanilla JavaScript
 

01:07:54.839 --> 01:07:56.950 align:start position:0%
all I love doing the vanilla JavaScript
thing<01:07:55.599><c> um</c><01:07:55.839><c> basically</c><01:07:56.359><c> because</c><01:07:56.559><c> so</c><01:07:56.640><c> I</c><01:07:56.720><c> used</c><01:07:56.880><c> to</c>

01:07:56.950 --> 01:07:56.960 align:start position:0%
thing um basically because so I used to
 

01:07:56.960 --> 01:08:00.069 align:start position:0%
thing um basically because so I used to
love<01:07:57.240><c> jQuery</c><01:07:58.240><c> and</c><01:07:58.680><c> now</c><01:07:59.240><c> document.</c><01:07:59.799><c> query</c>

01:08:00.069 --> 01:08:00.079 align:start position:0%
love jQuery and now document. query
 

01:08:00.079 --> 01:08:02.390 align:start position:0%
love jQuery and now document. query
selector<01:08:00.559><c> all</c><01:08:01.000><c> and</c><01:08:01.200><c> array.</c><01:08:01.720><c> map</c><01:08:01.960><c> and</c><01:08:02.119><c> stuff</c>

01:08:02.390 --> 01:08:02.400 align:start position:0%
selector all and array. map and stuff
 

01:08:02.400 --> 01:08:04.069 align:start position:0%
selector all and array. map and stuff
jQuery<01:08:02.920><c> is</c><01:08:02.960><c> built</c><01:08:03.160><c> into</c><01:08:03.319><c> browsers</c><01:08:03.760><c> now</c><01:08:03.960><c> you</c>

01:08:04.069 --> 01:08:04.079 align:start position:0%
jQuery is built into browsers now you
 

01:08:04.079 --> 01:08:05.870 align:start position:0%
jQuery is built into browsers now you
don't<01:08:04.240><c> need</c><01:08:04.440><c> an</c><01:08:04.559><c> extra</c><01:08:04.839><c> Library</c><01:08:05.520><c> it</c><01:08:05.640><c> it</c><01:08:05.760><c> is</c>

01:08:05.870 --> 01:08:05.880 align:start position:0%
don't need an extra Library it it is
 

01:08:05.880 --> 01:08:07.950 align:start position:0%
don't need an extra Library it it is
kind<01:08:06.000><c> of</c><01:08:06.119><c> wild</c><01:08:06.520><c> yeah</c><01:08:06.760><c> I</c><01:08:06.960><c> remember</c><01:08:07.319><c> that</c><01:08:07.520><c> one</c>

01:08:07.950 --> 01:08:07.960 align:start position:0%
kind of wild yeah I remember that one
 

01:08:07.960 --> 01:08:11.069 align:start position:0%
kind of wild yeah I remember that one
when<01:08:08.079><c> I</c><01:08:08.160><c> used</c><01:08:08.319><c> to</c><01:08:08.440><c> use</c><01:08:08.920><c> I'm</c><01:08:09.119><c> surprised</c><01:08:10.119><c> nice</c>

01:08:11.069 --> 01:08:11.079 align:start position:0%
when I used to use I'm surprised nice
 

01:08:11.079 --> 01:08:14.109 align:start position:0%
when I used to use I'm surprised nice
what's<01:08:11.240><c> an</c><01:08:11.400><c> exciting</c><01:08:11.799><c> company</c><01:08:12.720><c> uh</c><01:08:12.960><c> that</c><01:08:13.200><c> you</c>

01:08:14.109 --> 01:08:14.119 align:start position:0%
what's an exciting company uh that you
 

01:08:14.119 --> 01:08:16.349 align:start position:0%
what's an exciting company uh that you
uh<01:08:14.599><c> that</c><01:08:14.720><c> you're</c><01:08:14.960><c> interested</c><01:08:15.279><c> in</c><01:08:15.480><c> and</c>

01:08:16.349 --> 01:08:16.359 align:start position:0%
uh that you're interested in and
 

01:08:16.359 --> 01:08:19.910 align:start position:0%
uh that you're interested in and
why<01:08:17.359><c> so</c><01:08:17.520><c> I'm</c><01:08:17.640><c> going</c><01:08:17.719><c> to</c><01:08:17.880><c> plug</c><01:08:18.400><c> fly.io</c><01:08:19.400><c> here</c><01:08:19.799><c> the</c>

01:08:19.910 --> 01:08:19.920 align:start position:0%
why so I'm going to plug fly.io here the
 

01:08:19.920 --> 01:08:22.229 align:start position:0%
why so I'm going to plug fly.io here the
hosting<01:08:20.279><c> company</c><01:08:20.880><c> because</c><01:08:21.440><c> um</c><01:08:21.920><c> partly</c>

01:08:22.229 --> 01:08:22.239 align:start position:0%
hosting company because um partly
 

01:08:22.239 --> 01:08:24.390 align:start position:0%
hosting company because um partly
because<01:08:22.400><c> they</c><01:08:22.560><c> sponsor</c><01:08:22.880><c> some</c><01:08:23.040><c> of</c><01:08:23.159><c> my</c><01:08:23.359><c> work</c><01:08:23.759><c> but</c>

01:08:24.390 --> 01:08:24.400 align:start position:0%
because they sponsor some of my work but
 

01:08:24.400 --> 01:08:25.950 align:start position:0%
because they sponsor some of my work but
no<01:08:24.679><c> actually</c><01:08:24.960><c> completely</c><01:08:25.480><c> independently</c><01:08:25.880><c> of</c>

01:08:25.950 --> 01:08:25.960 align:start position:0%
no actually completely independently of
 

01:08:25.960 --> 01:08:27.870 align:start position:0%
no actually completely independently of
their<01:08:26.080><c> sponsorship</c><01:08:26.679><c> I</c><01:08:26.839><c> picked</c><01:08:27.159><c> them</c><01:08:27.400><c> to</c><01:08:27.560><c> build</c>

01:08:27.870 --> 01:08:27.880 align:start position:0%
their sponsorship I picked them to build
 

01:08:27.880 --> 01:08:30.269 align:start position:0%
their sponsorship I picked them to build
my<01:08:28.080><c> data</c><01:08:28.400><c> set</c><01:08:28.600><c> Cloud</c><01:08:29.000><c> SAS</c><01:08:29.440><c> platform</c><01:08:29.799><c> on</c>

01:08:30.269 --> 01:08:30.279 align:start position:0%
my data set Cloud SAS platform on
 

01:08:30.279 --> 01:08:31.789 align:start position:0%
my data set Cloud SAS platform on
because<01:08:30.480><c> they're</c><01:08:30.640><c> a</c><01:08:30.759><c> hosting</c><01:08:31.120><c> company</c><01:08:31.679><c> that</c>

01:08:31.789 --> 01:08:31.799 align:start position:0%
because they're a hosting company that
 

01:08:31.799 --> 01:08:33.990 align:start position:0%
because they're a hosting company that
makes<01:08:32.000><c> it</c><01:08:32.199><c> incredibly</c><01:08:32.679><c> easy</c><01:08:32.920><c> to</c><01:08:33.120><c> spin</c><01:08:33.400><c> up</c>

01:08:33.990 --> 01:08:34.000 align:start position:0%
makes it incredibly easy to spin up
 

01:08:34.000 --> 01:08:36.669 align:start position:0%
makes it incredibly easy to spin up
secure<01:08:34.640><c> containers</c><01:08:35.640><c> for</c><01:08:36.000><c> for</c><01:08:36.319><c> as</c><01:08:36.440><c> part</c><01:08:36.600><c> of</c>

01:08:36.669 --> 01:08:36.679 align:start position:0%
secure containers for for as part of
 

01:08:36.679 --> 01:08:38.229 align:start position:0%
secure containers for for as part of
your<01:08:36.839><c> infrastructure</c><01:08:37.679><c> basically</c><01:08:38.000><c> I</c><01:08:38.080><c> was</c>

01:08:38.229 --> 01:08:38.239 align:start position:0%
your infrastructure basically I was
 

01:08:38.239 --> 01:08:39.550 align:start position:0%
your infrastructure basically I was
trying<01:08:38.440><c> to</c><01:08:38.560><c> build</c><01:08:38.839><c> this</c><01:08:38.960><c> stuff</c><01:08:39.159><c> on</c><01:08:39.319><c> top</c><01:08:39.440><c> of</c>

01:08:39.550 --> 01:08:39.560 align:start position:0%
trying to build this stuff on top of
 

01:08:39.560 --> 01:08:41.950 align:start position:0%
trying to build this stuff on top of
kubernetes<01:08:40.159><c> which</c><01:08:40.279><c> is</c><01:08:40.440><c> not</c><01:08:40.640><c> easy</c><01:08:40.920><c> to</c><01:08:41.080><c> use</c><01:08:41.719><c> oh</c>

01:08:41.950 --> 01:08:41.960 align:start position:0%
kubernetes which is not easy to use oh
 

01:08:41.960 --> 01:08:43.550 align:start position:0%
kubernetes which is not easy to use oh
and<01:08:42.080><c> then</c><01:08:42.159><c> I</c><01:08:42.279><c> realized</c><01:08:42.600><c> that</c><01:08:42.719><c> fly.io</c><01:08:43.400><c> their</c>

01:08:43.550 --> 01:08:43.560 align:start position:0%
and then I realized that fly.io their
 

01:08:43.560 --> 01:08:45.709 align:start position:0%
and then I realized that fly.io their
machines<01:08:43.920><c> layer</c><01:08:44.199><c> is</c><01:08:44.480><c> effectively</c><01:08:45.480><c> what</c><01:08:45.600><c> you</c>

01:08:45.709 --> 01:08:45.719 align:start position:0%
machines layer is effectively what you
 

01:08:45.719 --> 01:08:47.309 align:start position:0%
machines layer is effectively what you
can<01:08:45.839><c> do</c><01:08:45.960><c> with</c><01:08:46.120><c> kubernetes</c><01:08:46.640><c> but</c><01:08:46.759><c> with</c><01:08:46.839><c> an</c><01:08:46.960><c> API</c>

01:08:47.309 --> 01:08:47.319 align:start position:0%
can do with kubernetes but with an API
 

01:08:47.319 --> 01:08:48.910 align:start position:0%
can do with kubernetes but with an API
that<01:08:47.480><c> actually</c><01:08:47.719><c> makes</c><01:08:48.000><c> sense</c><01:08:48.400><c> and</c><01:08:48.560><c> pricing</c>

01:08:48.910 --> 01:08:48.920 align:start position:0%
that actually makes sense and pricing
 

01:08:48.920 --> 01:08:50.590 align:start position:0%
that actually makes sense and pricing
that<01:08:49.040><c> makes</c><01:08:49.239><c> sense</c><01:08:49.719><c> so</c><01:08:49.920><c> I'm</c><01:08:50.040><c> able</c><01:08:50.239><c> to</c><01:08:50.359><c> build</c>

01:08:50.590 --> 01:08:50.600 align:start position:0%
that makes sense so I'm able to build
 

01:08:50.600 --> 01:08:52.309 align:start position:0%
that makes sense so I'm able to build
out<01:08:50.839><c> this</c><01:08:50.960><c> SAS</c><01:08:51.319><c> platform</c><01:08:51.679><c> where</c><01:08:51.880><c> every</c><01:08:52.080><c> one</c><01:08:52.199><c> of</c>

01:08:52.309 --> 01:08:52.319 align:start position:0%
out this SAS platform where every one of
 

01:08:52.319 --> 01:08:54.309 align:start position:0%
out this SAS platform where every one of
my<01:08:52.440><c> paying</c><01:08:52.759><c> customers</c><01:08:53.199><c> gets</c><01:08:53.520><c> a</c><01:08:53.839><c> private</c>

01:08:54.309 --> 01:08:54.319 align:start position:0%
my paying customers gets a private
 

01:08:54.319 --> 01:08:56.229 align:start position:0%
my paying customers gets a private
separate<01:08:54.719><c> container</c><01:08:55.120><c> running</c><01:08:55.520><c> my</c><01:08:55.640><c> software</c>

01:08:56.229 --> 01:08:56.239 align:start position:0%
separate container running my software
 

01:08:56.239 --> 01:08:57.709 align:start position:0%
separate container running my software
with<01:08:56.359><c> its</c><01:08:56.520><c> own</c><01:08:56.679><c> encrypted</c><01:08:57.159><c> volumes</c><01:08:57.480><c> and</c><01:08:57.600><c> all</c>

01:08:57.709 --> 01:08:57.719 align:start position:0%
with its own encrypted volumes and all
 

01:08:57.719 --> 01:08:59.829 align:start position:0%
with its own encrypted volumes and all
of<01:08:57.880><c> that</c><01:08:58.000><c> kind</c><01:08:58.159><c> of</c><01:08:58.319><c> thing</c><01:08:59.120><c> and</c><01:08:59.359><c> um</c><01:08:59.480><c> so</c><01:08:59.640><c> I</c><01:08:59.719><c> don't</c>

01:08:59.829 --> 01:08:59.839 align:start position:0%
of that kind of thing and um so I don't
 

01:08:59.839 --> 01:09:01.269 align:start position:0%
of that kind of thing and um so I don't
have<01:08:59.960><c> to</c><01:09:00.040><c> worry</c><01:09:00.239><c> about</c><01:09:00.440><c> data</c><01:09:00.679><c> leaking</c><01:09:01.120><c> from</c>

01:09:01.269 --> 01:09:01.279 align:start position:0%
have to worry about data leaking from
 

01:09:01.279 --> 01:09:03.470 align:start position:0%
have to worry about data leaking from
one<01:09:01.440><c> container</c><01:09:01.880><c> to</c><01:09:02.080><c> another</c><01:09:02.839><c> and</c><01:09:02.960><c> it</c><01:09:03.080><c> scales</c>

01:09:03.470 --> 01:09:03.480 align:start position:0%
one container to another and it scales
 

01:09:03.480 --> 01:09:05.870 align:start position:0%
one container to another and it scales
to<01:09:03.679><c> zero</c><01:09:04.080><c> so</c><01:09:04.359><c> but</c><01:09:04.480><c> it</c><01:09:05.159><c> scales</c><01:09:05.480><c> to</c><01:09:05.600><c> zero</c><01:09:05.799><c> in</c>

01:09:05.870 --> 01:09:05.880 align:start position:0%
to zero so but it scales to zero in
 

01:09:05.880 --> 01:09:06.870 align:start position:0%
to zero so but it scales to zero in
between<01:09:06.080><c> the</c><01:09:06.159><c> requests</c><01:09:06.480><c> and</c><01:09:06.560><c> all</c><01:09:06.640><c> of</c><01:09:06.759><c> that</c>

01:09:06.870 --> 01:09:06.880 align:start position:0%
between the requests and all of that
 

01:09:06.880 --> 01:09:08.510 align:start position:0%
between the requests and all of that
kind<01:09:07.000><c> of</c><01:09:07.120><c> stuff</c><01:09:07.359><c> so</c><01:09:07.520><c> yeah</c><01:09:07.679><c> I'm</c><01:09:07.920><c> really</c><01:09:08.159><c> excited</c>

01:09:08.510 --> 01:09:08.520 align:start position:0%
kind of stuff so yeah I'm really excited
 

01:09:08.520 --> 01:09:11.390 align:start position:0%
kind of stuff so yeah I'm really excited
about<01:09:08.799><c> fly</c><01:09:09.199><c> as</c><01:09:09.319><c> a</c><01:09:09.560><c> platform</c><01:09:10.000><c> for</c><01:09:10.560><c> specifically</c>

01:09:11.390 --> 01:09:11.400 align:start position:0%
about fly as a platform for specifically
 

01:09:11.400 --> 01:09:13.349 align:start position:0%
about fly as a platform for specifically
building<01:09:12.400><c> that</c><01:09:12.600><c> thing</c><01:09:12.839><c> where</c><01:09:12.960><c> you've</c><01:09:13.120><c> got</c><01:09:13.279><c> an</c>

01:09:13.349 --> 01:09:13.359 align:start position:0%
building that thing where you've got an
 

01:09:13.359 --> 01:09:14.789 align:start position:0%
building that thing where you've got an
open<01:09:13.600><c> source</c><01:09:13.880><c> project</c><01:09:14.159><c> and</c><01:09:14.279><c> you</c><01:09:14.359><c> want</c><01:09:14.480><c> to</c><01:09:14.600><c> run</c>

01:09:14.789 --> 01:09:14.799 align:start position:0%
open source project and you want to run
 

01:09:14.799 --> 01:09:17.510 align:start position:0%
open source project and you want to run
it<01:09:14.920><c> for</c><01:09:15.080><c> your</c><01:09:15.319><c> customers</c><01:09:16.319><c> um</c><01:09:16.600><c> like</c><01:09:16.880><c> p</c><01:09:17.120><c> pa</c><01:09:17.319><c> paid</c>

01:09:17.510 --> 01:09:17.520 align:start position:0%
it for your customers um like p pa paid
 

01:09:17.520 --> 01:09:19.630 align:start position:0%
it for your customers um like p pa paid
hosting<01:09:17.799><c> of</c><01:09:17.960><c> Open</c><01:09:18.199><c> Source</c><01:09:18.600><c> I</c><01:09:18.719><c> feel</c><01:09:18.880><c> like</c><01:09:19.000><c> FES</c><01:09:19.440><c> a</c>

01:09:19.630 --> 01:09:19.640 align:start position:0%
hosting of Open Source I feel like FES a
 

01:09:19.640 --> 01:09:21.870 align:start position:0%
hosting of Open Source I feel like FES a
really<01:09:19.880><c> great</c><01:09:20.120><c> platform</c><01:09:20.480><c> for</c><01:09:20.679><c> that</c><01:09:21.480><c> awesome</c>

01:09:21.870 --> 01:09:21.880 align:start position:0%
really great platform for that awesome
 

01:09:21.880 --> 01:09:23.390 align:start position:0%
really great platform for that awesome
well<01:09:22.080><c> well</c><01:09:22.199><c> thanks</c><01:09:22.480><c> very</c><01:09:22.640><c> much</c><01:09:22.880><c> it</c><01:09:23.000><c> was</c><01:09:23.159><c> great</c>

01:09:23.390 --> 01:09:23.400 align:start position:0%
well well thanks very much it was great
 

01:09:23.400 --> 01:09:25.590 align:start position:0%
well well thanks very much it was great
having<01:09:23.640><c> you</c><01:09:24.520><c> cool</c><01:09:24.799><c> this</c><01:09:24.880><c> has</c><01:09:25.000><c> been</c><01:09:25.120><c> really</c><01:09:25.440><c> fun</c>

01:09:25.590 --> 01:09:25.600 align:start position:0%
having you cool this has been really fun
 

01:09:25.600 --> 01:09:27.590 align:start position:0%
having you cool this has been really fun
thanks<01:09:25.759><c> a</c><01:09:25.880><c> lot</c><01:09:26.440><c> thanks</c><01:09:26.640><c> a</c><01:09:26.759><c> lot</c><01:09:26.880><c> to</c><01:09:27.040><c> Simon</c><01:09:27.359><c> for</c>

01:09:27.590 --> 01:09:27.600 align:start position:0%
thanks a lot thanks a lot to Simon for
 

01:09:27.600 --> 01:09:30.070 align:start position:0%
thanks a lot thanks a lot to Simon for
this<01:09:28.400><c> if</c><01:09:28.480><c> you'd</c><01:09:28.679><c> like</c><01:09:28.839><c> to</c><01:09:28.960><c> find</c><01:09:29.199><c> Simon</c><01:09:29.560><c> online</c>

01:09:30.070 --> 01:09:30.080 align:start position:0%
this if you'd like to find Simon online
 

01:09:30.080 --> 01:09:33.510 align:start position:0%
this if you'd like to find Simon online
you<01:09:30.159><c> can</c><01:09:30.279><c> do</c><01:09:30.400><c> so</c><01:09:30.560><c> on</c><01:09:30.679><c> his</c><01:09:30.839><c> blog</c><01:09:31.199><c> Simon</c>

01:09:33.510 --> 01:09:33.520 align:start position:0%
you can do so on his blog Simon
 

01:09:33.520 --> 01:09:36.229 align:start position:0%
you can do so on his blog Simon
wilson.nc<01:09:34.520><c> iton</c><01:09:35.319><c> all</c><01:09:35.520><c> in</c><01:09:35.640><c> the</c><01:09:35.719><c> show</c><01:09:35.960><c> notes</c>

01:09:36.229 --> 01:09:36.239 align:start position:0%
wilson.nc iton all in the show notes
 

01:09:36.239 --> 01:09:37.990 align:start position:0%
wilson.nc iton all in the show notes
below<01:09:36.920><c> you</c><01:09:37.000><c> can</c><01:09:37.159><c> also</c><01:09:37.359><c> check</c><01:09:37.520><c> out</c><01:09:37.640><c> his</c><01:09:37.799><c> open</c>

01:09:37.990 --> 01:09:38.000 align:start position:0%
below you can also check out his open
 

01:09:38.000 --> 01:09:40.269 align:start position:0%
below you can also check out his open
source<01:09:38.319><c> projects</c><01:09:38.799><c> data</c><01:09:39.080><c> set</c><01:09:39.279><c> and</c><01:09:39.480><c> llm</c><01:09:40.159><c> which</c>

01:09:40.269 --> 01:09:40.279 align:start position:0%
source projects data set and llm which
 

01:09:40.279 --> 01:09:42.709 align:start position:0%
source projects data set and llm which
are<01:09:40.440><c> also</c><01:09:40.640><c> in</c><01:09:40.719><c> the</c><01:09:40.880><c> notes</c><01:09:41.880><c> as</c><01:09:42.120><c> closing</c><01:09:42.600><c> here</c>

01:09:42.709 --> 01:09:42.719 align:start position:0%
are also in the notes as closing here
 

01:09:42.719 --> 01:09:44.950 align:start position:0%
are also in the notes as closing here
are<01:09:42.920><c> my</c><01:09:43.159><c> top</c><01:09:43.400><c> three</c><01:09:43.679><c> takeaways</c><01:09:44.199><c> from</c><01:09:44.400><c> this</c>

01:09:44.950 --> 01:09:44.960 align:start position:0%
are my top three takeaways from this
 

01:09:44.960 --> 01:09:47.709 align:start position:0%
are my top three takeaways from this
episode<01:09:45.960><c> takeaway</c><01:09:46.400><c> number</c><01:09:46.640><c> one</c><01:09:47.480><c> if</c><01:09:47.560><c> you're</c>

01:09:47.709 --> 01:09:47.719 align:start position:0%
episode takeaway number one if you're
 

01:09:47.719 --> 01:09:49.829 align:start position:0%
episode takeaway number one if you're
not<01:09:47.920><c> using</c><01:09:48.279><c> llms</c><01:09:48.799><c> for</c><01:09:48.960><c> your</c><01:09:49.080><c> software</c><01:09:49.440><c> inuring</c>

01:09:49.829 --> 01:09:49.839 align:start position:0%
not using llms for your software inuring
 

01:09:49.839 --> 01:09:52.630 align:start position:0%
not using llms for your software inuring
workflow<01:09:50.480><c> you</c><01:09:50.640><c> are</c><01:09:50.880><c> falling</c><01:09:51.400><c> behind</c><01:09:52.040><c> so</c><01:09:52.279><c> use</c>

01:09:52.630 --> 01:09:52.640 align:start position:0%
workflow you are falling behind so use
 

01:09:52.640 --> 01:09:55.149 align:start position:0%
workflow you are falling behind so use
them<01:09:53.520><c> Simon</c><01:09:53.880><c> outlined</c><01:09:54.279><c> a</c><01:09:54.440><c> bunch</c><01:09:54.600><c> of</c><01:09:54.760><c> reasons</c>

01:09:55.149 --> 01:09:55.159 align:start position:0%
them Simon outlined a bunch of reasons
 

01:09:55.159 --> 01:09:56.790 align:start position:0%
them Simon outlined a bunch of reasons
that<01:09:55.480><c> hold</c><01:09:55.719><c> back</c><01:09:55.920><c> many</c><01:09:56.080><c> deps</c><01:09:56.360><c> from</c><01:09:56.480><c> using</c>

01:09:56.790 --> 01:09:56.800 align:start position:0%
that hold back many deps from using
 

01:09:56.800 --> 01:09:59.070 align:start position:0%
that hold back many deps from using
these<01:09:56.960><c> tools</c><01:09:57.440><c> from</c><01:09:57.640><c> eal</c><01:09:58.159><c> concerns</c><01:09:58.600><c> to</c><01:09:58.760><c> energy</c>

01:09:59.070 --> 01:09:59.080 align:start position:0%
these tools from eal concerns to energy
 

01:09:59.080 --> 01:10:01.910 align:start position:0%
these tools from eal concerns to energy
concerns<01:10:00.080><c> but</c><01:10:00.239><c> llm</c><01:10:00.679><c> tools</c><01:10:00.960><c> are</c><01:10:01.120><c> here</c><01:10:01.280><c> to</c><01:10:01.480><c> stay</c>

01:10:01.910 --> 01:10:01.920 align:start position:0%
concerns but llm tools are here to stay
 

01:10:01.920 --> 01:10:03.390 align:start position:0%
concerns but llm tools are here to stay
and<01:10:02.120><c> those</c><01:10:02.320><c> who</c><01:10:02.440><c> use</c><01:10:02.679><c> them</c><01:10:02.960><c> get</c><01:10:03.120><c> more</c>

01:10:03.390 --> 01:10:03.400 align:start position:0%
and those who use them get more
 

01:10:03.400 --> 01:10:05.350 align:start position:0%
and those who use them get more
productive<01:10:04.159><c> so</c><01:10:04.400><c> give</c><01:10:04.560><c> yourself</c><01:10:04.880><c> a</c><01:10:05.040><c> chance</c>

01:10:05.350 --> 01:10:05.360 align:start position:0%
productive so give yourself a chance
 

01:10:05.360 --> 01:10:08.390 align:start position:0%
productive so give yourself a chance
with<01:10:05.600><c> these</c><01:10:06.600><c> takeway</c><01:10:07.120><c> number</c><01:10:07.320><c> two</c><01:10:07.920><c> it</c><01:10:08.040><c> takes</c><01:10:08.280><c> a</c>

01:10:08.390 --> 01:10:08.400 align:start position:0%
with these takeway number two it takes a
 

01:10:08.400 --> 01:10:10.030 align:start position:0%
with these takeway number two it takes a
ton<01:10:08.600><c> of</c><01:10:08.719><c> effort</c><01:10:08.960><c> to</c><01:10:09.080><c> learn</c><01:10:09.400><c> how</c><01:10:09.520><c> to</c><01:10:09.679><c> use</c><01:10:09.840><c> these</c>

01:10:10.030 --> 01:10:10.040 align:start position:0%
ton of effort to learn how to use these
 

01:10:10.040 --> 01:10:12.709 align:start position:0%
ton of effort to learn how to use these
tools<01:10:10.560><c> efficiently</c><01:10:11.560><c> as</c><01:10:11.800><c> Simon</c><01:10:12.120><c> put</c><01:10:12.320><c> it</c><01:10:12.560><c> you</c>

01:10:12.709 --> 01:10:12.719 align:start position:0%
tools efficiently as Simon put it you
 

01:10:12.719 --> 01:10:14.590 align:start position:0%
tools efficiently as Simon put it you
have<01:10:12.840><c> to</c><01:10:13.000><c> put</c><01:10:13.159><c> in</c><01:10:13.360><c> so</c><01:10:13.560><c> much</c><01:10:13.760><c> effort</c><01:10:14.080><c> to</c><01:10:14.199><c> learn</c>

01:10:14.590 --> 01:10:14.600 align:start position:0%
have to put in so much effort to learn
 

01:10:14.600 --> 01:10:16.270 align:start position:0%
have to put in so much effort to learn
explore<01:10:14.960><c> and</c><01:10:15.159><c> experiment</c><01:10:15.600><c> on</c><01:10:15.760><c> how</c><01:10:15.880><c> to</c><01:10:16.040><c> use</c>

01:10:16.270 --> 01:10:16.280 align:start position:0%
explore and experiment on how to use
 

01:10:16.280 --> 01:10:18.870 align:start position:0%
explore and experiment on how to use
them<01:10:16.600><c> and</c><01:10:16.760><c> just</c><01:10:16.920><c> there's</c><01:10:17.199><c> no</c><01:10:17.600><c> guidance</c><01:10:18.600><c> so</c><01:10:18.760><c> you</c>

01:10:18.870 --> 01:10:18.880 align:start position:0%
them and just there's no guidance so you
 

01:10:18.880 --> 01:10:21.550 align:start position:0%
them and just there's no guidance so you
really<01:10:19.080><c> need</c><01:10:19.239><c> to</c><01:10:19.400><c> put</c><01:10:19.520><c> into</c><01:10:19.800><c> time</c><01:10:20.120><c> and</c>

01:10:21.550 --> 01:10:21.560 align:start position:0%
really need to put into time and
 

01:10:21.560 --> 01:10:23.590 align:start position:0%
really need to put into time and
experimentation<01:10:22.560><c> by</c><01:10:22.679><c> the</c><01:10:22.800><c> way</c><01:10:22.920><c> in</c><01:10:23.040><c> a</c><01:10:23.159><c> survey</c><01:10:23.480><c> I</c>

01:10:23.590 --> 01:10:23.600 align:start position:0%
experimentation by the way in a survey I
 

01:10:23.600 --> 01:10:25.390 align:start position:0%
experimentation by the way in a survey I
ran<01:10:23.840><c> in</c><01:10:24.000><c> the</c><01:10:24.120><c> pragmatic</c><01:10:24.480><c> engineer</c><01:10:24.800><c> about</c><01:10:24.960><c> AI</c>

01:10:25.390 --> 01:10:25.400 align:start position:0%
ran in the pragmatic engineer about AI
 

01:10:25.400 --> 01:10:27.430 align:start position:0%
ran in the pragmatic engineer about AI
tools<01:10:25.800><c> with</c><01:10:25.920><c> about</c><01:10:26.320><c> 200</c><01:10:26.560><c> software</c><01:10:26.920><c> Engineers</c>

01:10:27.430 --> 01:10:27.440 align:start position:0%
tools with about 200 software Engineers
 

01:10:27.440 --> 01:10:30.350 align:start position:0%
tools with about 200 software Engineers
responding<01:10:28.199><c> we</c><01:10:28.320><c> saw</c><01:10:28.600><c> some</c><01:10:28.760><c> similar</c><01:10:29.360><c> evidence</c>

01:10:30.350 --> 01:10:30.360 align:start position:0%
responding we saw some similar evidence
 

01:10:30.360 --> 01:10:32.669 align:start position:0%
responding we saw some similar evidence
those<01:10:30.520><c> who</c><01:10:30.719><c> have</c><01:10:30.880><c> not</c><01:10:31.080><c> used</c><01:10:31.400><c> AI</c><01:10:31.679><c> tools</c><01:10:32.040><c> for</c><01:10:32.400><c> 6</c>

01:10:32.669 --> 01:10:32.679 align:start position:0%
those who have not used AI tools for 6
 

01:10:32.679 --> 01:10:34.910 align:start position:0%
those who have not used AI tools for 6
months<01:10:33.120><c> were</c><01:10:33.719><c> more</c><01:10:33.960><c> likely</c><01:10:34.280><c> to</c><01:10:34.400><c> be</c><01:10:34.560><c> negative</c>

01:10:34.910 --> 01:10:34.920 align:start position:0%
months were more likely to be negative
 

01:10:34.920 --> 01:10:36.950 align:start position:0%
months were more likely to be negative
about<01:10:35.120><c> the</c><01:10:35.280><c> perception</c><01:10:35.640><c> of</c><01:10:35.840><c> these</c><01:10:36.600><c> in</c><01:10:36.760><c> fact</c>

01:10:36.950 --> 01:10:36.960 align:start position:0%
about the perception of these in fact
 

01:10:36.960 --> 01:10:38.310 align:start position:0%
about the perception of these in fact
the<01:10:37.080><c> very</c><01:10:37.280><c> common</c><01:10:37.520><c> feedback</c><01:10:37.840><c> from</c><01:10:37.960><c> Engineers</c>

01:10:38.310 --> 01:10:38.320 align:start position:0%
the very common feedback from Engineers
 

01:10:38.320 --> 01:10:40.110 align:start position:0%
the very common feedback from Engineers
not<01:10:38.440><c> using</c><01:10:38.679><c> these</c><01:10:38.840><c> tools</c><01:10:39.280><c> was</c><01:10:39.640><c> that</c><01:10:39.800><c> they</c><01:10:39.920><c> use</c>

01:10:40.110 --> 01:10:40.120 align:start position:0%
not using these tools was that they use
 

01:10:40.120 --> 01:10:41.669 align:start position:0%
not using these tools was that they use
it<01:10:40.239><c> a</c><01:10:40.360><c> few</c><01:10:40.600><c> times</c><01:10:40.920><c> but</c><01:10:41.040><c> it</c><01:10:41.159><c> just</c><01:10:41.320><c> didn't</c><01:10:41.520><c> live</c>

01:10:41.669 --> 01:10:41.679 align:start position:0%
it a few times but it just didn't live
 

01:10:41.679 --> 01:10:43.070 align:start position:0%
it a few times but it just didn't live
up<01:10:41.800><c> their</c><01:10:42.000><c> expectations</c><01:10:42.640><c> and</c><01:10:42.840><c> they</c><01:10:42.960><c> just</c>

01:10:43.070 --> 01:10:43.080 align:start position:0%
up their expectations and they just
 

01:10:43.080 --> 01:10:45.470 align:start position:0%
up their expectations and they just
stopped<01:10:43.400><c> using</c><01:10:43.719><c> them</c><01:10:44.600><c> I</c><01:10:44.719><c> asked</c><01:10:44.960><c> Simon</c><01:10:45.320><c> how</c>

01:10:45.470 --> 01:10:45.480 align:start position:0%
stopped using them I asked Simon how
 

01:10:45.480 --> 01:10:47.070 align:start position:0%
stopped using them I asked Simon how
long<01:10:45.719><c> it</c><01:10:45.880><c> took</c><01:10:46.040><c> him</c><01:10:46.199><c> to</c><01:10:46.360><c> get</c><01:10:46.560><c> good</c><01:10:46.719><c> at</c><01:10:46.920><c> these</c>

01:10:47.070 --> 01:10:47.080 align:start position:0%
long it took him to get good at these
 

01:10:47.080 --> 01:10:49.189 align:start position:0%
long it took him to get good at these
tools<01:10:47.480><c> and</c><01:10:47.600><c> he</c><01:10:47.719><c> told</c><01:10:47.920><c> me</c><01:10:48.199><c> it</c><01:10:48.360><c> just</c><01:10:48.560><c> took</c><01:10:48.880><c> a</c><01:10:49.040><c> lot</c>

01:10:49.189 --> 01:10:49.199 align:start position:0%
tools and he told me it just took a lot
 

01:10:49.199 --> 01:10:50.830 align:start position:0%
tools and he told me it just took a lot
of<01:10:49.440><c> time</c><01:10:49.600><c> you</c><01:10:49.719><c> couldn't</c><01:10:49.920><c> put</c><01:10:50.080><c> an</c><01:10:50.280><c> exact</c><01:10:50.560><c> number</c>

01:10:50.830 --> 01:10:50.840 align:start position:0%
of time you couldn't put an exact number
 

01:10:50.840 --> 01:10:53.229 align:start position:0%
of time you couldn't put an exact number
of<01:10:51.040><c> months</c><01:10:51.360><c> on</c><01:10:51.520><c> it</c><01:10:51.800><c> but</c><01:10:52.320><c> it</c><01:10:52.480><c> just</c><01:10:52.679><c> took</c><01:10:52.920><c> a</c><01:10:53.040><c> bunch</c>

01:10:53.229 --> 01:10:53.239 align:start position:0%
of months on it but it just took a bunch
 

01:10:53.239 --> 01:10:55.270 align:start position:0%
of months on it but it just took a bunch
of<01:10:53.480><c> time</c><01:10:53.679><c> and</c><01:10:53.920><c> experimentation</c><01:10:54.640><c> and</c><01:10:54.920><c> fig</c>

01:10:55.270 --> 01:10:55.280 align:start position:0%
of time and experimentation and fig
 

01:10:55.280 --> 01:10:57.790 align:start position:0%
of time and experimentation and fig
figing<01:10:55.560><c> out</c><01:10:55.679><c> if</c><01:10:55.800><c> it</c><01:10:56.239><c> works</c><01:10:57.239><c> my</c><01:10:57.400><c> third</c><01:10:57.600><c> and</c>

01:10:57.790 --> 01:10:57.800 align:start position:0%
figing out if it works my third and
 

01:10:57.800 --> 01:11:00.110 align:start position:0%
figing out if it works my third and
final<01:10:58.120><c> takeaway</c><01:10:58.840><c> is</c><01:10:59.280><c> that</c><01:10:59.440><c> using</c><01:10:59.760><c> local</c>

01:11:00.110 --> 01:11:00.120 align:start position:0%
final takeaway is that using local
 

01:11:00.120 --> 01:11:01.790 align:start position:0%
final takeaway is that using local
models<01:11:00.520><c> to</c><01:11:00.679><c> learn</c><01:11:01.000><c> more</c><01:11:01.239><c> about</c><01:11:01.480><c> large</c>

01:11:01.790 --> 01:11:01.800 align:start position:0%
models to learn more about large
 

01:11:01.800 --> 01:11:04.630 align:start position:0%
models to learn more about large
language<01:11:02.159><c> models</c><01:11:02.679><c> is</c><01:11:02.800><c> a</c><01:11:02.920><c> smart</c><01:11:03.640><c> strategy</c>

01:11:04.630 --> 01:11:04.640 align:start position:0%
language models is a smart strategy
 

01:11:04.640 --> 01:11:06.310 align:start position:0%
language models is a smart strategy
running<01:11:05.000><c> local</c><01:11:05.280><c> models</c><01:11:05.679><c> has</c><01:11:05.840><c> two</c><01:11:06.000><c> bigger</c>

01:11:06.310 --> 01:11:06.320 align:start position:0%
running local models has two bigger
 

01:11:06.320 --> 01:11:08.750 align:start position:0%
running local models has two bigger
benefits<01:11:07.239><c> number</c><01:11:07.520><c> one</c><01:11:07.880><c> you</c><01:11:08.080><c> figure</c><01:11:08.400><c> out</c><01:11:08.600><c> how</c>

01:11:08.750 --> 01:11:08.760 align:start position:0%
benefits number one you figure out how
 

01:11:08.760 --> 01:11:10.750 align:start position:0%
benefits number one you figure out how
to<01:11:08.960><c> just</c><01:11:09.199><c> do</c><01:11:09.440><c> these</c><01:11:09.679><c> how</c><01:11:09.840><c> to</c><01:11:10.000><c> run</c><01:11:10.320><c> models</c>

01:11:10.750 --> 01:11:10.760 align:start position:0%
to just do these how to run models
 

01:11:10.760 --> 01:11:12.990 align:start position:0%
to just do these how to run models
locally<01:11:11.679><c> it's</c><01:11:12.040><c> actually</c><01:11:12.280><c> less</c><01:11:12.520><c> complicated</c>

01:11:12.990 --> 01:11:13.000 align:start position:0%
locally it's actually less complicated
 

01:11:13.000 --> 01:11:14.430 align:start position:0%
locally it's actually less complicated
than<01:11:13.199><c> one</c><01:11:13.400><c> would</c><01:11:13.600><c> think</c><01:11:13.840><c> thanks</c><01:11:14.000><c> to</c><01:11:14.159><c> tools</c>

01:11:14.430 --> 01:11:14.440 align:start position:0%
than one would think thanks to tools
 

01:11:14.440 --> 01:11:16.550 align:start position:0%
than one would think thanks to tools
like<01:11:14.600><c> hugging</c><01:11:14.960><c> face</c><01:11:15.360><c> that</c><01:11:15.560><c> make</c><01:11:16.080><c> downloading</c>

01:11:16.550 --> 01:11:16.560 align:start position:0%
like hugging face that make downloading
 

01:11:16.560 --> 01:11:18.590 align:start position:0%
like hugging face that make downloading
and<01:11:16.679><c> running</c><01:11:16.960><c> models</c><01:11:17.440><c> a</c><01:11:17.560><c> lot</c><01:11:17.760><c> easier</c><01:11:18.280><c> so</c><01:11:18.480><c> just</c>

01:11:18.590 --> 01:11:18.600 align:start position:0%
and running models a lot easier so just
 

01:11:18.600 --> 01:11:21.030 align:start position:0%
and running models a lot easier so just
go<01:11:18.760><c> and</c><01:11:18.920><c> play</c><01:11:19.080><c> around</c><01:11:19.400><c> with</c><01:11:19.520><c> them</c><01:11:19.679><c> and</c><01:11:20.040><c> see</c><01:11:20.560><c> how</c>

01:11:21.030 --> 01:11:21.040 align:start position:0%
go and play around with them and see how
 

01:11:21.040 --> 01:11:23.550 align:start position:0%
go and play around with them and see how
smaller<01:11:21.440><c> model</c><01:11:21.800><c> feels</c><01:11:22.159><c> like</c><01:11:23.120><c> the</c><01:11:23.280><c> second</c>

01:11:23.550 --> 01:11:23.560 align:start position:0%
smaller model feels like the second
 

01:11:23.560 --> 01:11:25.310 align:start position:0%
smaller model feels like the second
benefit<01:11:23.920><c> is</c><01:11:24.040><c> that</c><01:11:24.159><c> you</c><01:11:24.280><c> learn</c><01:11:24.560><c> a</c><01:11:24.800><c> lot</c><01:11:24.960><c> more</c>

01:11:25.310 --> 01:11:25.320 align:start position:0%
benefit is that you learn a lot more
 

01:11:25.320 --> 01:11:27.310 align:start position:0%
benefit is that you learn a lot more
about<01:11:25.480><c> how</c><01:11:25.640><c> large</c><01:11:25.920><c> language</c><01:11:26.280><c> models</c><01:11:26.679><c> works</c>

01:11:27.310 --> 01:11:27.320 align:start position:0%
about how large language models works
 

01:11:27.320 --> 01:11:29.310 align:start position:0%
about how large language models works
because<01:11:27.600><c> local</c><01:11:27.880><c> models</c><01:11:28.440><c> are</c><01:11:28.760><c> just</c><01:11:29.040><c> less</c>

01:11:29.310 --> 01:11:29.320 align:start position:0%
because local models are just less
 

01:11:29.320 --> 01:11:32.350 align:start position:0%
because local models are just less
capable<01:11:29.880><c> so</c><01:11:30.159><c> they</c><01:11:30.280><c> feel</c><01:11:30.600><c> less</c><01:11:30.960><c> magical</c><01:11:31.960><c> Simon</c>

01:11:32.350 --> 01:11:32.360 align:start position:0%
capable so they feel less magical Simon
 

01:11:32.360 --> 01:11:34.470 align:start position:0%
capable so they feel less magical Simon
said<01:11:32.880><c> how</c><01:11:33.120><c> it's</c><01:11:33.360><c> really</c><01:11:33.520><c> useful</c><01:11:33.840><c> to</c><01:11:34.000><c> have</c><01:11:34.159><c> a</c>

01:11:34.470 --> 01:11:34.480 align:start position:0%
said how it's really useful to have a
 

01:11:34.480 --> 01:11:36.470 align:start position:0%
said how it's really useful to have a
model<01:11:34.840><c> hallucinate</c><01:11:35.440><c> at</c><01:11:35.560><c> you</c><01:11:35.760><c> early</c><01:11:36.239><c> because</c>

01:11:36.470 --> 01:11:36.480 align:start position:0%
model hallucinate at you early because
 

01:11:36.480 --> 01:11:38.310 align:start position:0%
model hallucinate at you early because
it<01:11:36.640><c> helps</c><01:11:36.880><c> you</c><01:11:37.080><c> get</c><01:11:37.280><c> better</c><01:11:37.600><c> at</c><01:11:37.800><c> the</c><01:11:37.920><c> mental</c>

01:11:38.310 --> 01:11:38.320 align:start position:0%
it helps you get better at the mental
 

01:11:38.320 --> 01:11:40.350 align:start position:0%
it helps you get better at the mental
model<01:11:38.600><c> of</c><01:11:38.760><c> what</c><01:11:38.840><c> it</c><01:11:39.080><c> can</c><01:11:39.239><c> do</c><01:11:39.800><c> and</c><01:11:39.920><c> the</c><01:11:40.040><c> local</c>

01:11:40.350 --> 01:11:40.360 align:start position:0%
model of what it can do and the local
 

01:11:40.360 --> 01:11:43.110 align:start position:0%
model of what it can do and the local
models<01:11:40.840><c> do</c><01:11:41.080><c> hallucinate</c><01:11:41.719><c> wildly</c><01:11:42.679><c> you'll</c><01:11:42.920><c> also</c>

01:11:43.110 --> 01:11:43.120 align:start position:0%
models do hallucinate wildly you'll also
 

01:11:43.120 --> 01:11:44.629 align:start position:0%
models do hallucinate wildly you'll also
find<01:11:43.320><c> some</c><01:11:43.480><c> additional</c><01:11:43.840><c> resources</c><01:11:44.320><c> in</c><01:11:44.480><c> the</c>

01:11:44.629 --> 01:11:44.639 align:start position:0%
find some additional resources in the
 

01:11:44.639 --> 01:11:47.709 align:start position:0%
find some additional resources in the
pragmatic<01:11:45.080><c> engineer</c><01:11:46.000><c> one</c><01:11:46.159><c> of</c><01:11:46.320><c> them</c><01:11:46.560><c> is</c><01:11:46.800><c> about</c>

01:11:47.709 --> 01:11:47.719 align:start position:0%
pragmatic engineer one of them is about
 

01:11:47.719 --> 01:11:50.870 align:start position:0%
pragmatic engineer one of them is about
rag<01:11:48.320><c> retrieval</c><01:11:48.840><c> argument</c><01:11:49.280><c> to</c><01:11:49.880><c> generation</c>

01:11:50.870 --> 01:11:50.880 align:start position:0%
rag retrieval argument to generation
 

01:11:50.880 --> 01:11:52.550 align:start position:0%
rag retrieval argument to generation
this<01:11:50.960><c> is</c><01:11:51.120><c> an</c><01:11:51.320><c> approach</c><01:11:51.719><c> that</c><01:11:51.920><c> Simon</c><01:11:52.239><c> talked</c>

01:11:52.550 --> 01:11:52.560 align:start position:0%
this is an approach that Simon talked
 

01:11:52.560 --> 01:11:54.390 align:start position:0%
this is an approach that Simon talked
about<01:11:52.880><c> in</c><01:11:53.040><c> this</c><01:11:53.239><c> episode</c><01:11:53.920><c> it's</c><01:11:54.040><c> a</c><01:11:54.159><c> common</c>

01:11:54.390 --> 01:11:54.400 align:start position:0%
about in this episode it's a common
 

01:11:54.400 --> 01:11:56.510 align:start position:0%
about in this episode it's a common
building<01:11:54.719><c> Brock</c><01:11:54.960><c> for</c><01:11:55.480><c> applications</c><01:11:56.159><c> we</c><01:11:56.280><c> did</c><01:11:56.400><c> a</c>

01:11:56.510 --> 01:11:56.520 align:start position:0%
building Brock for applications we did a
 

01:11:56.520 --> 01:11:58.229 align:start position:0%
building Brock for applications we did a
deep<01:11:56.719><c> dive</c><01:11:56.920><c> into</c><01:11:57.120><c> pragmatic</c><01:11:57.560><c> engineer</c><01:11:58.000><c> about</c>

01:11:58.229 --> 01:11:58.239 align:start position:0%
deep dive into pragmatic engineer about
 

01:11:58.239 --> 01:11:59.950 align:start position:0%
deep dive into pragmatic engineer about
this<01:11:58.400><c> approach</c><01:11:58.800><c> and</c><01:11:59.080><c> this</c><01:11:59.159><c> is</c><01:11:59.280><c> linked</c><01:11:59.600><c> in</c><01:11:59.760><c> the</c>

01:11:59.950 --> 01:11:59.960 align:start position:0%
this approach and this is linked in the
 

01:11:59.960 --> 01:12:02.390 align:start position:0%
this approach and this is linked in the
show<01:12:00.239><c> notes</c><01:12:00.560><c> below</c><01:12:01.560><c> also</c><01:12:01.760><c> in</c><01:12:01.880><c> the</c><01:12:02.000><c> pragmatic</c>

01:12:02.390 --> 01:12:02.400 align:start position:0%
show notes below also in the pragmatic
 

01:12:02.400 --> 01:12:04.070 align:start position:0%
show notes below also in the pragmatic
engineer<01:12:02.840><c> we</c><01:12:02.960><c> did</c><01:12:03.080><c> a</c><01:12:03.199><c> three-part</c><01:12:03.600><c> series</c><01:12:03.880><c> on</c>

01:12:04.070 --> 01:12:04.080 align:start position:0%
engineer we did a three-part series on
 

01:12:04.080 --> 01:12:05.790 align:start position:0%
engineer we did a three-part series on
AI<01:12:04.360><c> tooling</c><01:12:04.639><c> for</c><01:12:04.800><c> software</c><01:12:05.159><c> Engineers</c>

01:12:05.790 --> 01:12:05.800 align:start position:0%
AI tooling for software Engineers
 

01:12:05.800 --> 01:12:08.229 align:start position:0%
AI tooling for software Engineers
reality<01:12:06.239><c> check</c><01:12:06.960><c> we</c><01:12:07.120><c> looked</c><01:12:07.360><c> at</c><01:12:07.600><c> how</c><01:12:07.800><c> Engineers</c>

01:12:08.229 --> 01:12:08.239 align:start position:0%
reality check we looked at how Engineers
 

01:12:08.239 --> 01:12:10.110 align:start position:0%
reality check we looked at how Engineers
are<01:12:08.400><c> using</c><01:12:08.760><c> these</c><01:12:08.960><c> tools</c><01:12:09.679><c> what</c><01:12:09.840><c> their</c>

01:12:10.110 --> 01:12:10.120 align:start position:0%
are using these tools what their
 

01:12:10.120 --> 01:12:12.070 align:start position:0%
are using these tools what their
perception<01:12:10.560><c> is</c><01:12:11.080><c> what</c><01:12:11.320><c> advice</c><01:12:11.639><c> they</c><01:12:11.800><c> have</c><01:12:11.920><c> to</c>

01:12:12.070 --> 01:12:12.080 align:start position:0%
perception is what advice they have to
 

01:12:12.080 --> 01:12:14.390 align:start position:0%
perception is what advice they have to
use<01:12:12.280><c> these</c><01:12:12.440><c> tools</c><01:12:12.800><c> more</c><01:12:13.400><c> efficiently</c>

01:12:14.390 --> 01:12:14.400 align:start position:0%
use these tools more efficiently
 

01:12:14.400 --> 01:12:15.830 align:start position:0%
use these tools more efficiently
personally<01:12:14.880><c> I</c><01:12:15.000><c> cannot</c><01:12:15.280><c> remember</c><01:12:15.639><c> any</c>

01:12:15.830 --> 01:12:15.840 align:start position:0%
personally I cannot remember any
 

01:12:15.840 --> 01:12:17.390 align:start position:0%
personally I cannot remember any
developer<01:12:16.280><c> tool</c><01:12:16.520><c> or</c><01:12:16.639><c> development</c><01:12:17.080><c> approach</c>

01:12:17.390 --> 01:12:17.400 align:start position:0%
developer tool or development approach
 

01:12:17.400 --> 01:12:19.350 align:start position:0%
developer tool or development approach
that<01:12:17.560><c> has</c><01:12:17.679><c> been</c><01:12:17.880><c> adopted</c><01:12:18.280><c> so</c><01:12:18.560><c> quickly</c><01:12:19.000><c> by</c><01:12:19.199><c> the</c>

01:12:19.350 --> 01:12:19.360 align:start position:0%
that has been adopted so quickly by the
 

01:12:19.360 --> 01:12:20.669 align:start position:0%
that has been adopted so quickly by the
majority<01:12:19.719><c> of</c><01:12:19.880><c> backend</c><01:12:20.159><c> and</c><01:12:20.280><c> frontend</c>

01:12:20.669 --> 01:12:20.679 align:start position:0%
majority of backend and frontend
 

01:12:20.679 --> 01:12:22.750 align:start position:0%
majority of backend and frontend
developers<01:12:21.360><c> in</c><01:12:21.480><c> the</c><01:12:21.679><c> first</c><01:12:21.960><c> two</c><01:12:22.199><c> years</c><01:12:22.400><c> of</c><01:12:22.520><c> its</c>

01:12:22.750 --> 01:12:22.760 align:start position:0%
developers in the first two years of its
 

01:12:22.760 --> 01:12:25.590 align:start position:0%
developers in the first two years of its
release<01:12:23.679><c> like</c><01:12:24.199><c> large</c><01:12:24.520><c> language</c><01:12:24.800><c> model</c><01:12:25.440><c> have</c>

01:12:25.590 --> 01:12:25.600 align:start position:0%
release like large language model have
 

01:12:25.600 --> 01:12:27.110 align:start position:0%
release like large language model have
done<01:12:25.800><c> so</c><01:12:26.360><c> since</c>

01:12:27.110 --> 01:12:27.120 align:start position:0%
done so since
 

01:12:27.120 --> 01:12:29.629 align:start position:0%
done so since
2022<01:12:28.120><c> so</c><01:12:28.280><c> it's</c><01:12:28.360><c> a</c><01:12:28.480><c> good</c><01:12:28.600><c> idea</c><01:12:28.840><c> to</c><01:12:28.960><c> not</c><01:12:29.080><c> sleep</c><01:12:29.440><c> on</c>

01:12:29.629 --> 01:12:29.639 align:start position:0%
2022 so it's a good idea to not sleep on
 

01:12:29.639 --> 01:12:32.030 align:start position:0%
2022 so it's a good idea to not sleep on
this<01:12:30.080><c> topic</c><01:12:31.080><c> and</c><01:12:31.199><c> this</c><01:12:31.320><c> marks</c><01:12:31.600><c> the</c><01:12:31.679><c> end</c><01:12:31.800><c> of</c><01:12:31.920><c> the</c>

01:12:32.030 --> 01:12:32.040 align:start position:0%
this topic and this marks the end of the
 

01:12:32.040 --> 01:12:33.750 align:start position:0%
this topic and this marks the end of the
first<01:12:32.239><c> episode</c><01:12:32.560><c> under</c><01:12:32.880><c> pragmatic</c><01:12:33.280><c> inur</c>

01:12:33.750 --> 01:12:33.760 align:start position:0%
first episode under pragmatic inur
 

01:12:33.760 --> 01:12:35.790 align:start position:0%
first episode under pragmatic inur
podcast<01:12:34.679><c> thanks</c><01:12:34.880><c> a</c><01:12:35.000><c> lot</c><01:12:35.120><c> for</c><01:12:35.280><c> listening</c><01:12:35.600><c> and</c>

01:12:35.790 --> 01:12:35.800 align:start position:0%
podcast thanks a lot for listening and
 

01:12:35.800 --> 01:12:37.990 align:start position:0%
podcast thanks a lot for listening and
watching<01:12:36.719><c> if</c><01:12:36.800><c> you</c><01:12:36.960><c> enjoyed</c><01:12:37.280><c> the</c><01:12:37.400><c> episode</c><01:12:37.840><c> I'd</c>

01:12:37.990 --> 01:12:38.000 align:start position:0%
watching if you enjoyed the episode I'd
 

01:12:38.000 --> 01:12:39.709 align:start position:0%
watching if you enjoyed the episode I'd
greatly<01:12:38.360><c> appreciate</c><01:12:38.760><c> if</c><01:12:38.880><c> you</c><01:12:39.040><c> subscribed</c><01:12:39.560><c> and</c>

01:12:39.709 --> 01:12:39.719 align:start position:0%
greatly appreciate if you subscribed and
 

01:12:39.719 --> 01:12:42.629 align:start position:0%
greatly appreciate if you subscribed and
left<01:12:39.960><c> to</c><01:12:40.400><c> review</c><01:12:41.400><c> Thanks</c><01:12:41.960><c> and</c><01:12:42.120><c> see</c><01:12:42.280><c> you</c><01:12:42.400><c> in</c><01:12:42.480><c> the</c>

01:12:42.629 --> 01:12:42.639 align:start position:0%
left to review Thanks and see you in the
 

01:12:42.639 --> 01:12:45.400 align:start position:0%
left to review Thanks and see you in the
next<01:12:42.840><c> one</c>