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My<00:00:10.559><c> name</c><00:00:10.800><c> is</c><00:00:11.040><c> Alex</c><00:00:11.360><c> Merced,</c><00:00:11.759><c> head</c><00:00:11.840><c> of</c><00:00:11.920><c> Devril</c>

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My name is Alex Merced, head of Devril
 

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My name is Alex Merced, head of Devril
at<00:00:12.960><c> Dreo,</c><00:00:13.679><c> the</c><00:00:14.000><c> Agentic</c><00:00:14.639><c> Lakehouse.</c><00:00:15.920><c> When</c><00:00:16.080><c> it</c>

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at Dreo, the Agentic Lakehouse. When it
 

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at Dreo, the Agentic Lakehouse. When it
comes<00:00:16.400><c> to</c><00:00:16.480><c> my</c><00:00:16.640><c> career,</c><00:00:17.039><c> one</c><00:00:17.199><c> of</c><00:00:17.279><c> the</c><00:00:17.359><c> most</c>

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comes to my career, one of the most
 

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comes to my career, one of the most
proudest<00:00:17.920><c> moments</c><00:00:18.160><c> or</c><00:00:18.400><c> sort</c><00:00:18.480><c> of</c><00:00:18.560><c> the</c><00:00:18.720><c> moments</c>

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proudest moments or sort of the moments
 

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proudest moments or sort of the moments
that<00:00:19.119><c> sort</c><00:00:19.279><c> of</c><00:00:19.359><c> have</c><00:00:19.520><c> been</c><00:00:20.000><c> very</c><00:00:20.320><c> impactful</c>

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that sort of have been very impactful
 

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that sort of have been very impactful
for<00:00:21.039><c> me,</c><00:00:21.760><c> um,</c><00:00:22.160><c> one</c><00:00:22.880><c> has</c><00:00:23.199><c> been</c><00:00:23.600><c> sort</c><00:00:23.760><c> of</c><00:00:23.920><c> being</c>

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for me, um, one has been sort of being
 

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for me, um, one has been sort of being
able<00:00:24.320><c> to</c><00:00:24.400><c> publish</c><00:00:24.720><c> a</c><00:00:24.960><c> couple</c><00:00:25.199><c> really</c><00:00:25.439><c> sort</c><00:00:25.600><c> of</c>

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able to publish a couple really sort of
 

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able to publish a couple really sort of
books<00:00:26.000><c> that</c><00:00:26.240><c> people</c><00:00:26.400><c> have</c><00:00:26.560><c> really</c><00:00:26.720><c> seemed</c><00:00:26.960><c> to</c>

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books that people have really seemed to
 

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books that people have really seemed to
enjoy.<00:00:27.599><c> One</c><00:00:27.760><c> of</c><00:00:27.840><c> them</c><00:00:28.000><c> being</c><00:00:28.080><c> Apache</c><00:00:28.480><c> iceberg</c>

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enjoy. One of them being Apache iceberg
 

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enjoy. One of them being Apache iceberg
the<00:00:29.039><c> definitive</c><00:00:29.359><c> guide,</c><00:00:29.679><c> Apache</c><00:00:30.000><c> Polaris</c><00:00:30.320><c> the</c>

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the definitive guide, Apache Polaris the
 

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the definitive guide, Apache Polaris the
definitive<00:00:30.800><c> guide</c><00:00:31.199><c> and</c><00:00:31.359><c> right</c><00:00:31.519><c> now</c><00:00:31.760><c> putting</c>

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definitive guide and right now putting
 

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definitive guide and right now putting
the<00:00:32.079><c> finishing</c><00:00:32.399><c> touches</c><00:00:32.800><c> on</c><00:00:32.960><c> architecting</c><00:00:33.360><c> an</c>

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the finishing touches on architecting an
 

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the finishing touches on architecting an
iceberg<00:00:33.840><c> lakehouse.</c><00:00:34.719><c> Now</c><00:00:34.960><c> while</c><00:00:35.120><c> these</c><00:00:35.440><c> focus</c>

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iceberg lakehouse. Now while these focus
 

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iceberg lakehouse. Now while these focus
more<00:00:35.840><c> on</c><00:00:36.000><c> lakehouse</c><00:00:36.399><c> architecture</c><00:00:36.960><c> versus</c><00:00:37.520><c> AI</c>

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more on lakehouse architecture versus AI
 

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more on lakehouse architecture versus AI
lake<00:00:38.719><c> house</c><00:00:38.879><c> architecture</c><00:00:39.280><c> has</c><00:00:39.520><c> become</c><00:00:39.760><c> the</c>

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lake house architecture has become the
 

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lake house architecture has become the
foundational<00:00:40.640><c> way</c><00:00:40.800><c> you</c><00:00:41.040><c> sort</c><00:00:41.200><c> of</c><00:00:41.280><c> put</c>

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foundational way you sort of put
 

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foundational way you sort of put
together<00:00:41.680><c> the</c><00:00:41.920><c> data</c><00:00:42.320><c> for</c><00:00:42.640><c> AI</c><00:00:43.440><c> and</c><00:00:43.760><c> this</c><00:00:43.920><c> has</c>

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together the data for AI and this has
 

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together the data for AI and this has
allowed<00:00:44.320><c> me</c><00:00:44.399><c> to</c><00:00:44.559><c> kind</c><00:00:44.640><c> of</c><00:00:44.719><c> participate</c><00:00:45.200><c> a</c><00:00:45.360><c> lot</c>

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allowed me to kind of participate a lot
 

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allowed me to kind of participate a lot
in<00:00:46.079><c> AI</c><00:00:46.480><c> conversations</c><00:00:47.680><c> and</c><00:00:48.480><c> because</c><00:00:48.719><c> at</c><00:00:48.879><c> the</c>

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in AI conversations and because at the
 

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in AI conversations and because at the
end<00:00:49.039><c> of</c><00:00:49.039><c> the</c><00:00:49.120><c> day</c><00:00:49.280><c> you</c><00:00:49.360><c> do</c><00:00:49.600><c> kind</c><00:00:49.680><c> of</c><00:00:49.760><c> really</c>

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end of the day you do kind of really
 

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end of the day you do kind of really
need<00:00:50.079><c> to</c><00:00:50.239><c> make</c><00:00:50.320><c> sure</c><00:00:50.399><c> you</c><00:00:50.719><c> lay</c><00:00:50.800><c> down</c><00:00:50.960><c> that</c><00:00:51.120><c> data</c>

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need to make sure you lay down that data
 

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need to make sure you lay down that data
foundation<00:00:51.840><c> before</c><00:00:52.160><c> you</c><00:00:52.399><c> take</c><00:00:52.559><c> those</c><00:00:52.719><c> next</c>

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foundation before you take those next
 

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foundation before you take those next
steps.<00:00:53.680><c> That's</c><00:00:53.840><c> an</c><00:00:54.079><c> interesting</c><00:00:54.399><c> question.</c><00:00:55.039><c> I</c>

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steps. That's an interesting question. I
 

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steps. That's an interesting question. I
mean<00:00:55.520><c> honestly</c><00:00:55.920><c> when</c><00:00:56.160><c> we</c><00:00:56.399><c> when</c><00:00:56.559><c> I</c><00:00:56.719><c> hear</c><00:00:56.800><c> the</c>

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mean honestly when we when I hear the
 

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mean honestly when we when I hear the
word<00:00:57.120><c> like</c><00:00:57.360><c> AI</c><00:00:57.760><c> stack</c><00:00:58.239><c> oftentimes</c><00:00:58.800><c> I</c><00:00:59.039><c> feel</c>

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word like AI stack oftentimes I feel
 

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word like AI stack oftentimes I feel
like<00:00:59.520><c> what</c><00:01:00.079><c> is</c><00:01:00.399><c> what</c><00:01:00.640><c> stack</c><00:01:00.960><c> versus</c><00:01:01.199><c> another</c>

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like what is what stack versus another
 

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like what is what stack versus another
is<00:01:01.840><c> sort</c><00:01:02.000><c> of</c><00:01:02.160><c> very</c><00:01:02.399><c> much</c><00:01:02.879><c> morphing</c><00:01:03.359><c> where</c>

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is sort of very much morphing where
 

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is sort of very much morphing where
basically<00:01:03.920><c> AI</c><00:01:04.159><c> is</c><00:01:04.320><c> becoming</c><00:01:04.640><c> part</c><00:01:04.799><c> of</c><00:01:04.960><c> like</c>

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basically AI is becoming part of like
 

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basically AI is becoming part of like
all<00:01:05.760><c> types</c><00:01:06.080><c> of</c><00:01:06.240><c> stacks.</c><00:01:06.960><c> Um</c><00:01:07.200><c> but</c><00:01:07.439><c> in</c><00:01:07.600><c> a</c><00:01:07.760><c> sense</c>

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all types of stacks. Um but in a sense
 

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all types of stacks. Um but in a sense
as<00:01:08.159><c> far</c><00:01:08.479><c> as</c><00:01:09.680><c> most</c><00:01:09.920><c> of</c><00:01:10.000><c> the</c><00:01:10.159><c> time</c><00:01:10.320><c> people's</c>

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as far as most of the time people's
 

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as far as most of the time people's
interactions<00:01:10.960><c> are</c><00:01:11.119><c> going</c><00:01:11.200><c> to</c><00:01:11.280><c> be</c><00:01:11.360><c> AI</c><00:01:11.600><c> it's</c>

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interactions are going to be AI it's
 

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interactions are going to be AI it's
going<00:01:11.840><c> to</c><00:01:11.920><c> become</c><00:01:12.159><c> more</c><00:01:12.320><c> and</c><00:01:12.560><c> more</c><00:01:12.640><c> abstracted</c>

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going to become more and more abstracted
 

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going to become more and more abstracted
away<00:01:13.280><c> and</c><00:01:13.360><c> that</c><00:01:13.439><c> generally</c><00:01:13.760><c> happens</c><00:01:13.920><c> with</c><00:01:14.080><c> all</c>

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away and that generally happens with all
 

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away and that generally happens with all
technologies<00:01:14.799><c> where</c><00:01:15.360><c> you</c><00:01:15.439><c> know</c><00:01:15.520><c> in</c><00:01:15.680><c> the</c><00:01:15.840><c> early</c>

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technologies where you know in the early
 

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technologies where you know in the early
stages<00:01:16.400><c> you</c><00:01:16.640><c> have</c><00:01:16.720><c> the</c><00:01:16.880><c> really</c><00:01:17.119><c> technical</c>

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stages you have the really technical
 

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stages you have the really technical
users<00:01:17.920><c> who</c><00:01:18.080><c> can</c><00:01:18.240><c> really</c><00:01:18.400><c> kind</c><00:01:18.560><c> of</c><00:01:18.640><c> get</c><00:01:19.040><c> in</c>

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users who can really kind of get in
 

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users who can really kind of get in
touch<00:01:19.439><c> and</c><00:01:19.680><c> work</c><00:01:19.840><c> with</c><00:01:20.000><c> like</c><00:01:20.159><c> the</c><00:01:20.320><c> lower</c>

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touch and work with like the lower
 

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touch and work with like the lower
levels.<00:01:20.799><c> So</c><00:01:20.960><c> in</c><00:01:21.119><c> this</c><00:01:21.200><c> case,</c><00:01:21.439><c> you</c><00:01:21.600><c> know,</c>

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levels. So in this case, you know,
 

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levels. So in this case, you know,
training<00:01:22.159><c> foundational</c><00:01:22.720><c> models</c><00:01:23.119><c> and</c><00:01:23.280><c> and</c>

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training foundational models and and
 

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training foundational models and and
building<00:01:23.840><c> rag</c><00:01:24.240><c> pipelines.</c><00:01:24.960><c> But</c><00:01:25.119><c> in</c><00:01:25.280><c> the</c>

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building rag pipelines. But in the
 

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building rag pipelines. But in the
future,<00:01:25.600><c> sort</c><00:01:25.759><c> of</c><00:01:25.840><c> like</c><00:01:26.000><c> a</c><00:01:26.159><c> lot</c><00:01:26.240><c> of</c>

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future, sort of like a lot of
 

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future, sort of like a lot of
interactions<00:01:26.799><c> people</c><00:01:26.960><c> with</c><00:01:27.119><c> AI,</c><00:01:27.520><c> which</c>

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interactions people with AI, which
 

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interactions people with AI, which
you're<00:01:27.920><c> already</c><00:01:28.080><c> starting</c><00:01:28.240><c> to</c><00:01:28.400><c> see</c><00:01:28.479><c> this</c><00:01:28.640><c> like</c>

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you're already starting to see this like
 

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you're already starting to see this like
that's<00:01:29.040><c> part</c><00:01:29.119><c> of</c><00:01:29.200><c> what</c><00:01:29.360><c> we're</c><00:01:29.520><c> doing</c><00:01:29.600><c> over</c>

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that's part of what we're doing over
 

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that's part of what we're doing over
there<00:01:29.840><c> at</c><00:01:30.000><c> Dreo</c><00:01:30.400><c> and</c><00:01:30.479><c> trying</c><00:01:30.640><c> to</c><00:01:30.880><c> create</c><00:01:31.360><c> a</c><00:01:31.680><c> way</c>

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there at Dreo and trying to create a way
 

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there at Dreo and trying to create a way
where,<00:01:32.320><c> you</c><00:01:32.479><c> know,</c><00:01:32.560><c> your</c><00:01:32.799><c> average</c><00:01:33.040><c> business</c>

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where, you know, your average business
 

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where, you know, your average business
user<00:01:33.520><c> who's</c><00:01:33.759><c> not</c><00:01:33.920><c> technical</c><00:01:34.320><c> can</c><00:01:34.560><c> really</c><00:01:34.799><c> feel</c>

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user who's not technical can really feel
 

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user who's not technical can really feel
accelerated<00:01:36.000><c> by</c><00:01:36.240><c> AI</c><00:01:36.560><c> and</c><00:01:36.799><c> feel</c><00:01:37.040><c> like</c><00:01:37.200><c> they're</c>

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accelerated by AI and feel like they're
 

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accelerated by AI and feel like they're
leveraging<00:01:37.920><c> AI</c><00:01:38.240><c> and</c><00:01:38.479><c> building</c><00:01:38.880><c> things</c><00:01:40.079><c> um</c>

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leveraging AI and building things um
 

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leveraging AI and building things um
basically<00:01:42.320><c> through</c><00:01:42.880><c> uh</c><00:01:43.040><c> things</c><00:01:43.200><c> like</c><00:01:43.439><c> MCP.</c>

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basically through uh things like MCP.
 

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basically through uh things like MCP.
Like<00:01:44.000><c> I</c><00:01:44.159><c> think</c><00:01:44.240><c> MCP</c><00:01:44.640><c> is</c><00:01:44.799><c> a</c><00:01:44.960><c> great</c><00:01:45.360><c> sort</c><00:01:45.600><c> of</c>

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Like I think MCP is a great sort of
 

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Like I think MCP is a great sort of
accelerator<00:01:46.240><c> in</c><00:01:46.399><c> this</c><00:01:46.560><c> space</c><00:01:46.720><c> by</c><00:01:46.960><c> creating</c><00:01:47.200><c> a</c>

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accelerator in this space by creating a
 

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accelerator in this space by creating a
standard<00:01:47.840><c> for</c><00:01:48.079><c> me</c><00:01:48.240><c> to</c><00:01:48.399><c> just</c><00:01:48.560><c> be</c><00:01:48.720><c> able</c><00:01:48.880><c> to</c>

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standard for me to just be able to
 

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standard for me to just be able to
plugandplay<00:01:49.600><c> functionality.</c><00:01:50.159><c> So</c><00:01:50.240><c> that</c><00:01:50.399><c> way</c><00:01:50.479><c> I</c>

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plugandplay functionality. So that way I
 

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plugandplay functionality. So that way I
don't<00:01:50.640><c> have</c><00:01:50.799><c> to</c><00:01:50.960><c> be</c><00:01:51.200><c> so</c><00:01:51.520><c> technical</c><00:01:51.840><c> that</c><00:01:52.079><c> I</c>

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don't have to be so technical that I
 

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don't have to be so technical that I
need<00:01:52.320><c> to</c><00:01:52.479><c> actually</c><00:01:52.799><c> build</c><00:01:53.200><c> that</c>

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need to actually build that
 

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need to actually build that
functionality<00:01:53.920><c> into</c><00:01:54.240><c> my</c><00:01:54.399><c> different</c><00:01:54.799><c> agentic</c>

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functionality into my different agentic
 

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functionality into my different agentic
workflows.<00:01:55.840><c> I</c><00:01:56.079><c> can</c><00:01:56.159><c> just</c><00:01:56.320><c> plug</c><00:01:56.640><c> different</c><00:01:56.799><c> MCP</c>

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workflows. I can just plug different MCP
 

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workflows. I can just plug different MCP
servers<00:01:57.600><c> with</c><00:01:57.840><c> different</c><00:01:58.079><c> functionality</c><00:01:58.640><c> and</c>

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servers with different functionality and
 

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servers with different functionality and
I<00:01:59.119><c> get</c><00:01:59.280><c> that.</c><00:01:59.600><c> But</c><00:01:59.680><c> that's</c><00:01:59.920><c> going</c><00:02:00.000><c> to</c><00:02:00.079><c> even</c>

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I get that. But that's going to even
 

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I get that. But that's going to even
become<00:02:01.040><c> more</c><00:02:01.280><c> abstracted</c><00:02:01.840><c> and</c><00:02:02.000><c> more</c>

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become more abstracted and more
 

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become more abstracted and more
abstracted<00:02:02.560><c> over</c><00:02:02.799><c> time</c><00:02:02.960><c> where</c><00:02:04.079><c> um</c>

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abstracted over time where um
 

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abstracted over time where um
you<00:02:05.920><c> know</c><00:02:06.240><c> basically</c><00:02:06.640><c> it's</c><00:02:06.880><c> going</c><00:02:06.960><c> to</c><00:02:07.040><c> be</c><00:02:08.080><c> very</c>

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you know basically it's going to be very
 

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you know basically it's going to be very
accessible<00:02:08.800><c> at</c><00:02:08.959><c> the</c><00:02:09.039><c> end</c><00:02:09.119><c> of</c><00:02:09.200><c> the</c><00:02:09.280><c> day.</c><00:02:09.440><c> You</c>

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accessible at the end of the day. You
 

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accessible at the end of the day. You
see<00:02:09.840><c> this</c><00:02:10.000><c> with</c><00:02:10.160><c> most</c><00:02:10.399><c> technologies</c><00:02:10.879><c> where</c>

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see this with most technologies where
 

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see this with most technologies where
over<00:02:11.360><c> time</c><00:02:11.680><c> you</c><00:02:11.920><c> get</c><00:02:12.000><c> to</c><00:02:12.160><c> a</c><00:02:12.319><c> point</c><00:02:12.480><c> where</c><00:02:13.360><c> uh</c>

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over time you get to a point where uh
 

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over time you get to a point where uh
it's<00:02:14.160><c> successful</c><00:02:14.480><c> and</c><00:02:14.560><c> then</c><00:02:14.720><c> you</c><00:02:14.800><c> know</c><00:02:14.879><c> people</c>

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it's successful and then you know people
 

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it's successful and then you know people
like<00:02:15.200><c> me</c><00:02:15.360><c> from</c><00:02:15.520><c> back</c><00:02:15.599><c> in</c><00:02:15.680><c> the</c><00:02:15.760><c> day</c><00:02:15.840><c> are</c><00:02:16.239><c> become</c>

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like me from back in the day are become
 

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like me from back in the day are become
sort<00:02:16.800><c> of</c><00:02:16.959><c> the</c><00:02:17.120><c> the</c><00:02:17.599><c> AI</c><00:02:18.000><c> hipsters</c><00:02:18.319><c> who</c><00:02:18.400><c> were</c>

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sort of the the AI hipsters who were
 

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sort of the the AI hipsters who were
like<00:02:18.720><c> well</c><00:02:18.879><c> I</c><00:02:19.040><c> was</c><00:02:19.120><c> into</c><00:02:19.360><c> some</c><00:02:19.520><c> of</c><00:02:19.599><c> those</c>

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like well I was into some of those
 

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like well I was into some of those
things<00:02:19.920><c> before</c><00:02:20.160><c> it</c><00:02:20.400><c> was</c><00:02:20.480><c> cool</c><00:02:20.800><c> but</c><00:02:21.200><c> you</c><00:02:21.360><c> know</c>

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things before it was cool but you know
 

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things before it was cool but you know
here<00:02:22.080><c> I</c>