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Uh<00:00:11.040><c> I'm</c><00:00:11.200><c> Jameson.</c><00:00:11.920><c> Uh</c><00:00:12.160><c> I'm</c><00:00:12.400><c> a</c><00:00:12.559><c> senior</c><00:00:12.880><c> engineer</c>

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Uh I'm Jameson. Uh I'm a senior engineer
 

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Uh I'm Jameson. Uh I'm a senior engineer
with<00:00:13.360><c> an</c><00:00:13.599><c> Uber.</c><00:00:14.719><c> Uh</c><00:00:15.040><c> last</c><00:00:15.280><c> year</c><00:00:15.440><c> I</c><00:00:15.679><c> was</c><00:00:15.759><c> the</c><00:00:15.920><c> the</c>

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with an Uber. Uh last year I was the the
 

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with an Uber. Uh last year I was the the
lead<00:00:16.720><c> for</c><00:00:17.039><c> uh</c><00:00:17.199><c> Uber's</c><00:00:17.600><c> product</c><00:00:17.920><c> called</c><00:00:18.320><c> uh</c>

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lead for uh Uber's product called uh
 

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lead for uh Uber's product called uh
Query<00:00:18.720><c> Copilot.</c><00:00:19.199><c> It</c><00:00:19.359><c> was</c><00:00:19.439><c> our</c><00:00:19.520><c> our</c><00:00:19.840><c> text</c><00:00:20.000><c> to</c>

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Query Copilot. It was our our text to
 

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Query Copilot. It was our our text to
SQL<00:00:20.640><c> application</c><00:00:21.359><c> for</c><00:00:21.760><c> uh</c><00:00:21.840><c> Prestos</c><00:00:22.400><c> SQL.</c><00:00:23.039><c> Um,</c>

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SQL application for uh Prestos SQL. Um,
 

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SQL application for uh Prestos SQL. Um,
it<00:00:24.160><c> allows</c><00:00:24.640><c> users</c><00:00:25.039><c> to</c><00:00:25.279><c> generate</c><00:00:25.680><c> queries</c><00:00:26.080><c> to</c>

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it allows users to generate queries to
 

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it allows users to generate queries to
get<00:00:26.400><c> insights</c><00:00:26.880><c> way</c><00:00:27.119><c> faster</c><00:00:27.439><c> than</c><00:00:27.680><c> they</c><00:00:27.840><c> would</c>

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get insights way faster than they would
 

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get insights way faster than they would
have<00:00:28.080><c> if</c><00:00:28.240><c> they</c><00:00:28.320><c> had</c><00:00:28.480><c> written</c><00:00:28.720><c> it</c><00:00:28.960><c> themselves.</c>

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have if they had written it themselves.
 

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have if they had written it themselves.
Uh,<00:00:30.000><c> this</c><00:00:30.160><c> was</c><00:00:30.320><c> my</c><00:00:30.640><c> first</c><00:00:31.119><c> uh</c><00:00:31.199><c> real</c><00:00:31.439><c> deep</c><00:00:31.679><c> dive</c>

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Uh, this was my first uh real deep dive
 

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Uh, this was my first uh real deep dive
into<00:00:32.399><c> the</c><00:00:32.640><c> agentic</c><00:00:33.280><c> world.</c>

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So<00:00:36.640><c> to</c><00:00:36.800><c> me,</c><00:00:37.040><c> reliable</c><00:00:37.520><c> AI</c><00:00:38.079><c> is</c><00:00:38.559><c> about</c><00:00:39.200><c> having</c>

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So to me, reliable AI is about having
 

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So to me, reliable AI is about having
agents<00:00:40.000><c> that</c><00:00:40.640><c> uh</c><00:00:40.800><c> answer</c><00:00:41.120><c> questions</c>

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agents that uh answer questions
 

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agents that uh answer questions
effectively<00:00:42.239><c> or</c><00:00:42.800><c> are</c><00:00:43.040><c> able</c><00:00:43.280><c> to</c><00:00:43.680><c> solve</c><00:00:44.000><c> the</c>

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effectively or are able to solve the
 

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effectively or are able to solve the
problem<00:00:44.800><c> uh</c><00:00:44.960><c> with</c><00:00:45.200><c> high</c><00:00:45.440><c> quality.</c><00:00:46.239><c> So</c><00:00:46.879><c> uh</c>

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problem uh with high quality. So uh
 

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problem uh with high quality. So uh
ensuring<00:00:47.680><c> that</c><00:00:48.000><c> I</c><00:00:48.239><c> know</c><00:00:48.399><c> that</c><00:00:48.640><c> the</c><00:00:48.879><c> agent</c><00:00:49.280><c> is</c>

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ensuring that I know that the agent is
 

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ensuring that I know that the agent is
able<00:00:49.760><c> to</c><00:00:50.239><c> uh</c><00:00:50.320><c> take</c><00:00:50.480><c> an</c><00:00:50.719><c> action</c><00:00:51.039><c> and</c><00:00:51.280><c> I</c><00:00:51.520><c> can</c>

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able to uh take an action and I can
 

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able to uh take an action and I can
trust<00:00:51.840><c> that</c><00:00:52.079><c> it</c><00:00:52.239><c> will</c><00:00:52.399><c> do</c><00:00:52.559><c> the</c><00:00:52.719><c> right</c><00:00:52.879><c> thing.</c>

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trust that it will do the right thing.
 

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trust that it will do the right thing.
Uh<00:00:53.840><c> a</c><00:00:54.079><c> lot</c><00:00:54.160><c> of</c><00:00:54.239><c> this</c><00:00:54.480><c> comes</c><00:00:54.719><c> down</c><00:00:54.960><c> to</c><00:00:55.680><c> uh</c><00:00:55.840><c> high</c>

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Uh a lot of this comes down to uh high
 

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Uh a lot of this comes down to uh high
quality<00:00:56.480><c> evaluations</c><00:00:57.600><c> uh</c><00:00:57.760><c> ensuring</c><00:00:58.160><c> that</c><00:00:58.320><c> the</c>

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quality evaluations uh ensuring that the
 

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quality evaluations uh ensuring that the
the<00:00:58.960><c> actual</c><00:00:59.280><c> score</c><00:00:59.440><c> of</c><00:00:59.600><c> the</c><00:00:59.760><c> agent</c><00:01:00.000><c> and</c><00:01:00.320><c> you</c>

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the actual score of the agent and you
 

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the actual score of the agent and you
know<00:01:00.559><c> we</c><00:01:00.719><c> have</c><00:01:00.879><c> confidence</c><00:01:01.280><c> ahead</c><00:01:01.600><c> of</c><00:01:01.680><c> time</c>

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know we have confidence ahead of time
 

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know we have confidence ahead of time
before<00:01:02.239><c> we</c><00:01:02.480><c> actually</c><00:01:02.719><c> launch</c><00:01:02.960><c> into</c>

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before we actually launch into
 

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before we actually launch into
production.

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production.
 

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production.
Um<00:01:07.200><c> so</c><00:01:08.000><c> uh</c><00:01:08.159><c> I</c><00:01:08.400><c> think</c><00:01:08.560><c> I</c><00:01:08.799><c> think</c><00:01:08.880><c> one</c><00:01:09.040><c> of</c><00:01:09.119><c> the</c>

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Um so uh I think I think one of the
 

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Um so uh I think I think one of the
things<00:01:09.360><c> that</c><00:01:09.600><c> help</c><00:01:09.840><c> really</c><00:01:10.080><c> power</c><00:01:10.400><c> reliable</c>

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things that help really power reliable
 

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things that help really power reliable
AI<00:01:11.280><c> is</c><00:01:11.520><c> a</c><00:01:11.680><c> is</c><00:01:11.840><c> a</c><00:01:12.000><c> good</c><00:01:12.159><c> evaluation</c><00:01:12.720><c> pipeline</c><00:01:13.360><c> as</c>

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AI is a is a good evaluation pipeline as
 

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AI is a is a good evaluation pipeline as
I<00:01:13.920><c> think</c><00:01:14.080><c> I</c><00:01:14.320><c> previously</c><00:01:14.720><c> mentioned.</c><00:01:15.760><c> uh</c><00:01:15.920><c> being</c>

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I think I previously mentioned. uh being
 

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I think I previously mentioned. uh being
able<00:01:16.400><c> to</c><00:01:16.720><c> go</c><00:01:16.960><c> from</c><00:01:17.439><c> a</c><00:01:17.759><c> series</c><00:01:18.000><c> of</c><00:01:18.159><c> questions,</c>

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able to go from a series of questions,
 

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able to go from a series of questions,
pass<00:01:19.040><c> it</c><00:01:19.280><c> to</c><00:01:19.360><c> the</c><00:01:19.520><c> agent,</c><00:01:19.920><c> be</c><00:01:20.080><c> able</c><00:01:20.240><c> to</c><00:01:20.400><c> iterate</c>

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pass it to the agent, be able to iterate
 

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pass it to the agent, be able to iterate
over<00:01:21.040><c> it</c><00:01:21.280><c> and</c><00:01:21.680><c> see</c><00:01:21.840><c> a</c><00:01:22.080><c> see</c><00:01:22.320><c> a</c><00:01:22.560><c> trend.</c><00:01:23.200><c> Uh</c><00:01:23.520><c> for</c>

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over it and see a see a trend. Uh for
 

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over it and see a see a trend. Uh for
example,<00:01:24.000><c> every</c><00:01:24.159><c> time</c><00:01:24.320><c> I</c><00:01:24.479><c> change</c><00:01:24.640><c> the</c><00:01:24.880><c> prompt,</c>

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example, every time I change the prompt,
 

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example, every time I change the prompt,
does<00:01:25.439><c> it</c><00:01:25.600><c> get</c><00:01:25.759><c> better</c><00:01:26.080><c> or</c><00:01:26.400><c> get</c><00:01:26.560><c> worse</c>

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does it get better or get worse
 

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does it get better or get worse
depending<00:01:27.119><c> on</c><00:01:27.280><c> my</c><00:01:27.520><c> answers?</c><00:01:28.400><c> Um</c><00:01:28.799><c> I</c><00:01:29.119><c> think</c><00:01:29.280><c> as</c>

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depending on my answers? Um I think as
 

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depending on my answers? Um I think as
the<00:01:29.920><c> community</c><00:01:30.240><c> gets</c><00:01:30.479><c> better,</c><00:01:30.880><c> maybe</c>

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the community gets better, maybe
 

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the community gets better, maybe
something<00:01:31.600><c> uh</c><00:01:31.759><c> either</c><00:01:32.000><c> open</c><00:01:32.320><c> source</c><00:01:32.720><c> or</c><00:01:33.360><c> um</c>

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something uh either open source or um
 

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something uh either open source or um
you<00:01:33.680><c> know,</c><00:01:33.840><c> maybe</c><00:01:34.079><c> something</c><00:01:34.320><c> allin-one</c><00:01:34.960><c> that</c>

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you know, maybe something allin-one that
 

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you know, maybe something allin-one that
allows<00:01:35.920><c> users</c><00:01:36.720><c> uh</c><00:01:37.040><c> or</c><00:01:37.360><c> engineers</c><00:01:37.920><c> or</c><00:01:38.240><c> even</c>

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allows users uh or engineers or even
 

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allows users uh or engineers or even
non-engineers<00:01:39.119><c> to</c><00:01:39.280><c> be</c><00:01:39.439><c> able</c><00:01:39.600><c> to</c><00:01:39.759><c> build</c>

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non-engineers to be able to build
 

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non-engineers to be able to build
effective<00:01:40.640><c> quality</c><00:01:41.280><c> uh</c><00:01:41.439><c> agents.</c><00:01:42.159><c> Um</c><00:01:42.720><c> yeah</c>

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effective quality uh agents. Um yeah
 

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effective quality uh agents. Um yeah
like<00:01:43.119><c> in</c><00:01:43.280><c> the</c><00:01:43.439><c> last</c><00:01:43.600><c> five</c><00:01:44.000><c> five</c><00:01:44.400><c> years</c><00:01:44.960><c> now</c>

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like in the last five five years now
 

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like in the last five five years now
we've<00:01:45.680><c> we've</c><00:01:46.000><c> basically</c><00:01:46.320><c> exploded</c><00:01:46.799><c> from</c><00:01:47.040><c> like</c>

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we've we've basically exploded from like
 

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we've we've basically exploded from like
uh<00:01:47.680><c> very</c><00:01:47.920><c> basic</c><00:01:48.320><c> agents</c><00:01:48.960><c> uh</c><00:01:49.119><c> such</c><00:01:49.280><c> as</c><00:01:49.439><c> like</c>

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uh very basic agents uh such as like
 

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uh very basic agents uh such as like
ChachiBT<00:01:50.320><c> to</c><00:01:50.479><c> even</c><00:01:50.640><c> more</c><00:01:50.880><c> complex</c><00:01:51.200><c> ones.</c><00:01:52.079><c> Um</c>

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ChachiBT to even more complex ones. Um
 

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ChachiBT to even more complex ones. Um
so<00:01:53.040><c> again</c><00:01:53.360><c> like</c><00:01:53.759><c> we</c><00:01:54.159><c> we've</c><00:01:54.799><c> had</c><00:01:55.439><c> especially</c><00:01:55.920><c> at</c>

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so again like we we've had especially at
 

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so again like we we've had especially at
uh<00:01:56.720><c> within</c><00:01:57.119><c> our</c><00:01:57.360><c> own</c><00:01:57.520><c> company</c><00:01:58.159><c> we've</c><00:01:58.399><c> had</c><00:01:58.560><c> no</c>

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uh within our own company we've had no
 

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uh within our own company we've had no
AI<00:01:59.119><c> in</c><00:01:59.360><c> the</c><00:01:59.439><c> last</c><00:01:59.600><c> 5</c><00:01:59.840><c> years</c><00:02:00.159><c> to</c><00:02:00.479><c> the</c><00:02:00.640><c> explosion</c>

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AI in the last 5 years to the explosion
 

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AI in the last 5 years to the explosion
of<00:02:01.200><c> AI</c><00:02:01.680><c> in</c><00:02:01.920><c> the</c><00:02:02.079><c> last</c><00:02:02.399><c> uh</c><00:02:02.560><c> two</c><00:02:02.719><c> or</c><00:02:02.960><c> so</c><00:02:03.119><c> years.</c><00:02:03.360><c> Uh</c>

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of AI in the last uh two or so years. Uh
 

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of AI in the last uh two or so years. Uh
the<00:02:03.759><c> models</c><00:02:04.079><c> continuously</c><00:02:04.640><c> get</c><00:02:04.880><c> better.</c><00:02:05.680><c> uh</c>

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the models continuously get better. uh
 

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the models continuously get better. uh
we've<00:02:06.079><c> had</c><00:02:06.560><c> uh</c><00:02:06.719><c> single</c><00:02:07.360><c> you</c><00:02:07.520><c> know</c><00:02:07.600><c> basic</c>

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we've had uh single you know basic
 

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we've had uh single you know basic
agents<00:02:08.800><c> uh</c><00:02:08.879><c> with</c><00:02:09.039><c> some</c><00:02:09.280><c> basic</c><00:02:09.520><c> tool</c><00:02:09.759><c> calling</c>

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agents uh with some basic tool calling
 

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agents uh with some basic tool calling
and<00:02:10.239><c> data</c><00:02:10.479><c> fetching</c><00:02:11.520><c> uh</c><00:02:11.599><c> to</c><00:02:12.080><c> multi-</c><00:02:12.480><c> aent</c>

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and data fetching uh to multi- aent
 

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and data fetching uh to multi- aent
static<00:02:13.200><c> systems</c><00:02:13.760><c> to</c><00:02:14.160><c> now</c><00:02:14.400><c> multi-agent</c>

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static systems to now multi-agent
 

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static systems to now multi-agent
dynamic<00:02:15.520><c> systems.</c><00:02:16.480><c> Um</c><00:02:16.959><c> I</c><00:02:17.200><c> think</c><00:02:17.360><c> the</c><00:02:17.599><c> the</c><00:02:17.920><c> next</c>

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dynamic systems. Um I think the the next
 

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dynamic systems. Um I think the the next
step<00:02:18.480><c> at</c><00:02:18.480><c> least</c><00:02:18.959><c> I</c><00:02:19.280><c> can</c><00:02:19.360><c> see</c><00:02:19.520><c> in</c><00:02:19.760><c> the</c><00:02:19.920><c> next</c><00:02:20.080><c> year</c>

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step at least I can see in the next year
 

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step at least I can see in the next year
or<00:02:20.560><c> two</c><00:02:20.959><c> is</c><00:02:21.440><c> uh</c><00:02:21.520><c> more</c><00:02:21.760><c> like</c><00:02:21.920><c> task</c><00:02:22.239><c> management</c>

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or two is uh more like task management
 

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or two is uh more like task management
oriented<00:02:23.280><c> being</c><00:02:23.520><c> able</c><00:02:23.680><c> to</c><00:02:23.840><c> collaborate</c><00:02:24.239><c> with</c>

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oriented being able to collaborate with
 

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oriented being able to collaborate with
each<00:02:24.560><c> other</c><00:02:24.800><c> more</c><00:02:25.040><c> effectively.</c><00:02:26.160><c> But</c><00:02:26.400><c> the</c><00:02:26.560><c> the</c>

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each other more effectively. But the the
 

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each other more effectively. But the the
problem<00:02:27.280><c> of</c><00:02:27.520><c> course</c><00:02:27.680><c> is</c><00:02:28.000><c> this</c><00:02:28.239><c> all</c><00:02:28.400><c> hinges</c><00:02:28.720><c> on</c>

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problem of course is this all hinges on
 

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problem of course is this all hinges on
the<00:02:29.040><c> models</c><00:02:29.760><c> uh</c><00:02:30.080><c> themselves.</c><00:02:30.640><c> If</c><00:02:30.800><c> the</c><00:02:30.959><c> models</c>

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the models uh themselves. If the models
 

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the models uh themselves. If the models
get<00:02:31.599><c> insanely</c><00:02:32.160><c> good</c><00:02:32.319><c> that</c><00:02:32.560><c> you</c><00:02:32.720><c> don't</c><00:02:32.879><c> even</c>

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get insanely good that you don't even
 

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get insanely good that you don't even
need<00:02:33.200><c> any</c><00:02:33.360><c> of</c><00:02:33.440><c> this,</c><00:02:33.760><c> this</c><00:02:33.920><c> will</c><00:02:34.160><c> change</c><00:02:34.400><c> the</c>

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need any of this, this will change the
 

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need any of this, this will change the
entire<00:02:34.959><c> scene.</c><00:02:35.840><c> Um,</c><00:02:36.400><c> maybe</c><00:02:36.640><c> we'll</c><00:02:36.959><c> go</c><00:02:37.040><c> back</c><00:02:37.200><c> to</c>

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entire scene. Um, maybe we'll go back to
 

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entire scene. Um, maybe we'll go back to
a<00:02:37.519><c> single</c><00:02:37.760><c> agent</c><00:02:38.080><c> that's</c><00:02:38.319><c> able</c><00:02:38.480><c> to</c><00:02:38.640><c> do</c>

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a single agent that's able to do
 

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a single agent that's able to do
everything.<00:02:39.840><c> Um,</c><00:02:41.040><c> it</c><00:02:41.280><c> just</c><00:02:41.440><c> it's</c><00:02:41.760><c> really</c><00:02:42.000><c> hard</c>

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everything. Um, it just it's really hard
 

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everything. Um, it just it's really hard
to<00:02:42.319><c> determine</c><00:02:42.879><c> uh</c><00:02:43.040><c> based</c><00:02:43.200><c> on</c><00:02:43.360><c> the</c><00:02:43.519><c> speed</c><00:02:43.760><c> of</c>

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to determine uh based on the speed of
 

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to determine uh based on the speed of
how<00:02:44.239><c> how</c><00:02:44.640><c> rapidly</c><00:02:45.120><c> these</c><00:02:45.360><c> these</c><00:02:45.599><c> agents</c><00:02:46.000><c> are</c>

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how how rapidly these these agents are
 

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how how rapidly these these agents are
getting<00:02:46.319><c> better.</c>