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hi

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hi
 

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hi
hello<00:00:12.320><c> so</c><00:00:13.000><c> yes</c><00:00:13.320><c> I</c><00:00:13.480><c> have</c><00:00:13.599><c> a</c><00:00:13.679><c> long</c><00:00:13.920><c> title</c><00:00:14.799><c> uh</c><00:00:14.920><c> so</c><00:00:15.120><c> I</c>

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hello so yes I have a long title uh so I
 

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hello so yes I have a long title uh so I
will<00:00:15.320><c> be</c><00:00:15.519><c> speaking</c><00:00:15.839><c> about</c><00:00:16.359><c> data</c><00:00:16.680><c> Varity</c>

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will be speaking about data Varity
 

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will be speaking about data Varity
sampling<00:00:18.640><c> and</c><00:00:19.279><c> uh</c><00:00:19.600><c> it's</c><00:00:19.720><c> a</c><00:00:19.840><c> long</c><00:00:20.080><c> title</c><00:00:20.480><c> and</c><00:00:20.600><c> I</c>

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sampling and uh it's a long title and I
 

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sampling and uh it's a long title and I
didn't<00:00:20.920><c> want</c><00:00:21.160><c> to</c><00:00:21.279><c> make</c><00:00:21.400><c> it</c><00:00:21.480><c> longer</c><00:00:21.920><c> but</c>

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didn't want to make it longer but
 

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didn't want to make it longer but
actually<00:00:22.439><c> I</c><00:00:22.560><c> have</c><00:00:22.680><c> to</c><00:00:22.800><c> make</c><00:00:22.960><c> a</c><00:00:23.720><c> small</c><00:00:24.720><c> it's</c><00:00:24.880><c> not</c>

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actually I have to make a small it's not
 

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actually I have to make a small it's not
even<00:00:25.240><c> blocks</c><00:00:26.000><c> it's</c><00:00:26.560><c> data</c><00:00:26.920><c> variability</c><00:00:27.640><c> space</c>

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even blocks it's data variability space
 

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even blocks it's data variability space
that<00:00:28.679><c> we</c><00:00:28.760><c> are</c><00:00:28.920><c> speaking</c><00:00:29.279><c> of</c><00:00:30.320><c> so</c><00:00:30.560><c> let's</c><00:00:30.880><c> see</c><00:00:31.880><c> who</c>

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that we are speaking of so let's see who
 

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that we are speaking of so let's see who
we<00:00:32.160><c> are</c><00:00:32.520><c> first</c><00:00:33.360><c> uh</c><00:00:33.640><c> I'm</c><00:00:33.840><c> chabba</c><00:00:34.399><c> I'm</c><00:00:34.559><c> from</c><00:00:34.719><c> the</c>

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we are first uh I'm chabba I'm from the
 

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we are first uh I'm chabba I'm from the
resarch<00:00:35.239><c> team</c><00:00:35.600><c> from</c><00:00:36.200><c> codex</c><00:00:37.200><c> uh</c><00:00:37.320><c> we</c><00:00:37.440><c> are</c>

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resarch team from codex uh we are
 

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resarch team from codex uh we are
working<00:00:37.960><c> on</c><00:00:38.320><c> uh</c><00:00:38.559><c> decentralized</c><00:00:39.079><c> storage</c>

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working on uh decentralized storage
 

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working on uh decentralized storage
Network<00:00:39.760><c> providing</c><00:00:40.200><c> high</c><00:00:40.399><c> durability</c>

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Network providing high durability
 

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Network providing high durability
guarantees<00:00:42.239><c> and</c><00:00:42.360><c> our</c><00:00:42.520><c> research</c><00:00:42.840><c> team</c><00:00:43.000><c> is</c><00:00:43.120><c> also</c>

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guarantees and our research team is also
 

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guarantees and our research team is also
working<00:00:43.640><c> with</c><00:00:43.800><c> thef</c><00:00:44.399><c> on</c><00:00:44.640><c> datability</c>

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working with thef on datability
 

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working with thef on datability
sampling<00:00:47.039><c> and</c><00:00:47.239><c> also</c><00:00:48.039><c> uh</c><00:00:48.199><c> the</c><00:00:48.320><c> client</c><00:00:49.079><c> themes</c>

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sampling and also uh the client themes
 

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sampling and also uh the client themes
okay<00:00:50.640><c> so</c><00:00:50.879><c> I</c><00:00:50.960><c> think</c><00:00:51.920><c> you</c><00:00:52.039><c> are</c><00:00:52.199><c> all</c><00:00:52.399><c> familiar</c>

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okay so I think you are all familiar
 

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okay so I think you are all familiar
with<00:00:52.960><c> this</c><00:00:53.079><c> chart</c><00:00:53.399><c> you</c><00:00:53.480><c> have</c><00:00:53.600><c> seen</c><00:00:53.760><c> it</c><00:00:53.960><c> like</c><00:00:54.239><c> 10</c>

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with this chart you have seen it like 10
 

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with this chart you have seen it like 10
times<00:00:55.000><c> during</c><00:00:55.399><c> this</c><00:00:55.680><c> Devcon</c><00:00:56.199><c> I</c><00:00:56.559><c> suppose</c><00:00:57.559><c> uh</c><00:00:57.760><c> we</c>

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times during this Devcon I suppose uh we
 

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times during this Devcon I suppose uh we
had<00:00:58.039><c> the</c><00:00:58.199><c> IP</c><00:00:58.760><c> 4844</c>

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had the IP 4844
 

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had the IP 4844
and<00:01:00.559><c> the</c><00:01:00.719><c> transaction</c><00:01:01.199><c> fees</c><00:01:01.600><c> on</c><00:01:01.719><c> L2</c><00:01:02.280><c> went</c><00:01:02.559><c> down</c>

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and the transaction fees on L2 went down
 

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and the transaction fees on L2 went down
right<00:01:03.760><c> and</c><00:01:03.879><c> on</c><00:01:04.000><c> the</c><00:01:04.159><c> right</c><00:01:04.320><c> side</c><00:01:04.519><c> we</c><00:01:04.680><c> so</c><00:01:04.960><c> see</c>

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right and on the right side we so see
 

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right and on the right side we so see
those<00:01:05.799><c> little</c><00:01:06.119><c> little</c><00:01:06.680><c> ones</c><00:01:07.680><c> uh</c><00:01:08.640><c> that's</c><00:01:08.920><c> very</c>

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those little little ones uh that's very
 

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those little little ones uh that's very
good<00:01:09.799><c> that's</c><00:01:10.000><c> very</c><00:01:10.200><c> nice</c><00:01:10.400><c> of</c><00:01:10.880><c> uh</c>

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good that's very nice of uh
 

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good that's very nice of uh
4844<00:01:13.400><c> but</c><00:01:13.520><c> I</c><00:01:13.640><c> hear</c><00:01:14.200><c> that</c><00:01:14.360><c> we</c><00:01:14.479><c> have</c><00:01:14.600><c> a</c><00:01:14.880><c> problem</c>

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4844 but I hear that we have a problem
 

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4844 but I hear that we have a problem
uh<00:01:16.439><c> and</c><00:01:16.960><c> uh</c><00:01:17.119><c> yeah</c><00:01:17.280><c> to</c><00:01:17.400><c> see</c><00:01:17.560><c> that</c><00:01:17.759><c> problem</c><00:01:18.000><c> I</c>

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uh and uh yeah to see that problem I
 

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uh and uh yeah to see that problem I
have<00:01:18.200><c> to</c><00:01:18.280><c> zoom</c><00:01:18.520><c> in</c><00:01:18.840><c> sorry</c><00:01:19.840><c> so</c><00:01:20.000><c> if</c><00:01:20.119><c> we</c><00:01:20.240><c> zoom</c><00:01:20.479><c> in</c>

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have to zoom in sorry so if we zoom in
 

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have to zoom in sorry so if we zoom in
we<00:01:20.799><c> see</c><00:01:21.040><c> this</c><00:01:21.280><c> problem</c><00:01:22.200><c> uh</c><00:01:23.040><c> so</c><00:01:24.040><c> there</c><00:01:24.159><c> is</c><00:01:24.280><c> a</c>

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we see this problem uh so there is a
 

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we see this problem uh so there is a
slight<00:01:24.960><c> increase</c><00:01:25.680><c> in</c><00:01:25.920><c> R2</c><00:01:26.360><c> transaction</c><00:01:26.759><c> fees</c>

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slight increase in R2 transaction fees
 

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slight increase in R2 transaction fees
and<00:01:27.400><c> actually</c><00:01:27.720><c> there</c><00:01:27.840><c> is</c><00:01:27.920><c> a</c><00:01:28.119><c> problem</c><00:01:28.759><c> uh</c><00:01:28.880><c> A2</c>

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and actually there is a problem uh A2
 

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and actually there is a problem uh A2
transaction<00:01:29.640><c> fees</c><00:01:29.920><c> these</c><00:01:30.119><c> are</c><00:01:30.680><c> uh</c><00:01:30.840><c> driven</c><00:01:31.399><c> by</c>

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transaction fees these are uh driven by
 

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transaction fees these are uh driven by
uh<00:01:32.799><c> glob</c><00:01:33.280><c> Space</c><00:01:33.960><c> by</c><00:01:34.200><c> data</c><00:01:34.479><c> ver</c><00:01:34.799><c> space</c><00:01:35.680><c> and</c>

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uh glob Space by data ver space and
 

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uh glob Space by data ver space and
that's<00:01:36.479><c> running</c><00:01:36.880><c> out</c><00:01:37.280><c> it</c><00:01:37.399><c> is</c><00:01:37.920><c> problem</c><00:01:38.320><c> and</c><00:01:38.479><c> if</c>

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that's running out it is problem and if
 

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that's running out it is problem and if
that<00:01:38.880><c> happens</c><00:01:39.399><c> prices</c><00:01:39.759><c> can</c><00:01:39.960><c> rise</c><00:01:40.360><c> fast</c><00:01:41.360><c> there</c>

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that happens prices can rise fast there
 

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that happens prices can rise fast there
are<00:01:41.640><c> other</c><00:01:41.880><c> datability</c><00:01:42.320><c> Solutions</c><00:01:43.280><c> uh</c><00:01:43.360><c> in</c>

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are other datability Solutions uh in
 

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are other datability Solutions uh in
codex<00:01:43.840><c> we</c><00:01:43.920><c> are</c><00:01:44.040><c> also</c><00:01:44.280><c> building</c><00:01:44.640><c> one</c><00:01:45.600><c> uh</c><00:01:45.960><c> but</c>

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codex we are also building one uh but
 

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codex we are also building one uh but
here<00:01:46.479><c> I</c><00:01:46.560><c> am</c><00:01:46.759><c> to</c><00:01:47.040><c> speak</c><00:01:47.280><c> of</c><00:01:47.520><c> the</c><00:01:48.439><c> ethereum</c>

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here I am to speak of the ethereum
 

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here I am to speak of the ethereum
datail<00:01:49.600><c> solution</c><00:01:49.960><c> so</c><00:01:50.119><c> we</c><00:01:50.200><c> should</c><00:01:50.399><c> scale</c><00:01:50.719><c> that</c>

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datail solution so we should scale that
 

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datail solution so we should scale that
ethereum<00:01:51.240><c> data</c><00:01:51.439><c> ability</c>

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ethereum data ability
 

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ethereum data ability
solution<00:01:53.640><c> so</c><00:01:54.399><c> uh</c><00:01:55.079><c> yeah</c><00:01:55.520><c> let's</c><00:01:55.840><c> look</c><00:01:56.039><c> a</c><00:01:56.200><c> little</c>

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solution so uh yeah let's look a little
 

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solution so uh yeah let's look a little
bit<00:01:56.960><c> behind</c><00:01:57.280><c> these</c>

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bit behind these
 

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bit behind these
numbers<00:01:59.280><c> what</c><00:01:59.399><c> you</c><00:01:59.520><c> see</c><00:01:59.719><c> here</c><00:01:59.960><c> here</c><00:02:00.479><c> uh</c><00:02:00.719><c> maybe</c>

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numbers what you see here here uh maybe
 

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numbers what you see here here uh maybe
you<00:02:01.039><c> have</c><00:02:01.159><c> already</c><00:02:01.399><c> seen</c><00:02:01.960><c> this</c><00:02:02.079><c> one</c><00:02:02.280><c> as</c><00:02:02.399><c> well</c>

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you have already seen this one as well
 

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you have already seen this one as well
this<00:02:03.360><c> is</c><00:02:03.520><c> the</c><00:02:03.719><c> daily</c><00:02:04.039><c> average</c><00:02:04.439><c> size</c><00:02:04.759><c> of</c><00:02:05.200><c> blocks</c>

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this is the daily average size of blocks
 

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this is the daily average size of blocks
uh<00:02:06.399><c> on</c><00:02:06.600><c> the</c><00:02:06.880><c> network</c><00:02:07.880><c> and</c><00:02:08.039><c> you</c><00:02:08.160><c> see</c><00:02:08.479><c> that</c><00:02:08.800><c> it</c>

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uh on the network and you see that it
 

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uh on the network and you see that it
was<00:02:09.119><c> rising</c><00:02:09.720><c> and</c><00:02:09.920><c> then</c><00:02:10.360><c> uh</c><00:02:10.479><c> after</c><00:02:10.679><c> the</c><00:02:10.800><c> merge</c>

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was rising and then uh after the merge
 

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was rising and then uh after the merge
it<00:02:11.319><c> started</c><00:02:11.640><c> to</c><00:02:11.800><c> rise</c><00:02:12.560><c> and</c><00:02:12.760><c> then</c><00:02:13.599><c> uh</c><00:02:14.040><c> with</c>

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it started to rise and then uh with
 

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it started to rise and then uh with
4844<00:02:16.120><c> it</c><00:02:16.599><c> uh</c>

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4844 it uh
 

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4844 it uh
reduced<00:02:18.760><c> so</c><00:02:19.120><c> this</c><00:02:19.280><c> looks</c><00:02:19.599><c> fine</c>

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reduced so this looks fine
 

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reduced so this looks fine
right<00:02:22.280><c> now</c><00:02:23.280><c> you</c><00:02:23.400><c> see</c><00:02:23.640><c> this</c><00:02:23.879><c> less</c><00:02:24.080><c> often</c><00:02:25.000><c> uh</c>

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right now you see this less often uh
 

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right now you see this less often uh
this<00:02:25.239><c> is</c><00:02:25.360><c> the</c><00:02:25.560><c> problem</c><00:02:26.319><c> so</c><00:02:26.560><c> this</c><00:02:26.680><c> is</c><00:02:26.840><c> what</c><00:02:27.000><c> our</c>

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this is the problem so this is what our
 

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this is the problem so this is what our
aerators<00:02:28.000><c> are</c><00:02:28.160><c> seeing</c><00:02:28.800><c> this</c><00:02:28.920><c> is</c><00:02:29.040><c> the</c><00:02:29.200><c> blobs</c><00:02:30.160><c> uh</c>

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aerators are seeing this is the blobs uh
 

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aerators are seeing this is the blobs uh
so<00:02:30.480><c> this</c><00:02:30.599><c> is</c><00:02:30.720><c> the</c><00:02:30.840><c> blocks</c><00:02:31.200><c> and</c><00:02:31.400><c> the</c><00:02:31.480><c> blocks</c>

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so this is the blocks and the blocks
 

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so this is the blocks and the blocks
cumulative<00:02:32.920><c> plot</c><00:02:33.720><c> uh</c><00:02:34.040><c> together</c><00:02:35.040><c> so</c><00:02:35.239><c> this</c><00:02:35.360><c> is</c>

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cumulative plot uh together so this is
 

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cumulative plot uh together so this is
the<00:02:35.599><c> data</c><00:02:35.840><c> amount</c><00:02:36.080><c> that</c><00:02:36.200><c> they</c><00:02:36.319><c> are</c><00:02:36.480><c> seeing</c><00:02:37.319><c> and</c>

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the data amount that they are seeing and
 

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the data amount that they are seeing and
now<00:02:37.640><c> we</c><00:02:37.760><c> can</c><00:02:38.040><c> start</c><00:02:38.480><c> worrying</c><00:02:39.120><c> right</c><00:02:39.760><c> uh</c><00:02:40.120><c> there</c>

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now we can start worrying right uh there
 

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now we can start worrying right uh there
is<00:02:40.360><c> more</c><00:02:40.599><c> data</c><00:02:40.800><c> to</c><00:02:41.360><c> handle</c><00:02:42.720><c> but</c><00:02:43.720><c> we</c><00:02:43.840><c> are</c>

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is more data to handle but we are
 

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is more data to handle but we are
scientists<00:02:44.879><c> we</c><00:02:45.000><c> can</c><00:02:45.120><c> look</c><00:02:45.280><c> at</c><00:02:45.400><c> this</c><00:02:45.560><c> different</c>

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scientists we can look at this different
 

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scientists we can look at this different
way<00:02:46.480><c> so</c><00:02:46.720><c> let's</c><00:02:46.959><c> see</c><00:02:47.159><c> it</c><00:02:47.239><c> on</c><00:02:47.360><c> a</c><00:02:47.480><c> log</c><00:02:47.720><c> scale</c><00:02:48.720><c> and</c>

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way so let's see it on a log scale and
 

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way so let's see it on a log scale and
then<00:02:49.879><c> it's</c><00:02:50.040><c> not</c><00:02:50.280><c> that</c><00:02:50.440><c> bad</c><00:02:50.720><c> actually</c><00:02:51.599><c> like</c>

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then it's not that bad actually like
 

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then it's not that bad actually like
it's<00:02:52.000><c> like</c><00:02:52.159><c> just</c><00:02:52.280><c> like</c><00:02:52.440><c> Mo</c><00:02:52.760><c> slow</c><00:02:53.440><c> it's</c>

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it's like just like Mo slow it's
 

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it's like just like Mo slow it's
actually<00:02:54.080><c> a</c><00:02:54.640><c> different</c><00:02:55.000><c> exponent</c><00:02:55.959><c> uh</c><00:02:56.120><c> but</c><00:02:56.319><c> we</c>

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actually a different exponent uh but we
 

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actually a different exponent uh but we
are<00:02:56.599><c> better</c><00:02:56.879><c> than</c><00:02:57.000><c> those</c><00:02:57.200><c> CPU</c><00:02:57.640><c> guys</c><00:02:57.959><c> so</c><00:02:58.879><c> uh</c><00:02:59.080><c> why</c>

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are better than those CPU guys so uh why
 

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are better than those CPU guys so uh why
would<00:02:59.440><c> worry</c>

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would worry
 

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would worry
okay<00:03:01.400><c> we</c><00:03:01.560><c> just</c><00:03:01.800><c> have</c><00:03:01.920><c> to</c><00:03:02.080><c> do</c><00:03:02.319><c> that</c><00:03:02.640><c> little</c>

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okay we just have to do that little
 

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okay we just have to do that little
technology<00:03:03.360><c> Evolution</c><00:03:03.920><c> which</c><00:03:04.519><c> keeps</c><00:03:04.840><c> this</c>

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technology Evolution which keeps this
 

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technology Evolution which keeps this
running<00:03:07.239><c> and</c>

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running and
 

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running and
then<00:03:09.480><c> we</c><00:03:09.599><c> have</c><00:03:09.720><c> a</c><00:03:09.840><c> solution</c><00:03:10.720><c> right</c><00:03:11.720><c> we</c><00:03:11.840><c> can</c><00:03:12.360><c> do</c>

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then we have a solution right we can do
 

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then we have a solution right we can do
that<00:03:12.840><c> line</c><00:03:13.280><c> we</c><00:03:13.400><c> just</c><00:03:13.519><c> need</c><00:03:13.680><c> more</c><00:03:13.920><c> b</c><00:03:14.319><c> space</c><00:03:15.319><c> and</c>

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that line we just need more b space and
 

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that line we just need more b space and
uh<00:03:16.560><c> and</c><00:03:16.840><c> that's</c><00:03:17.000><c> a</c><00:03:17.640><c> plan</c><00:03:18.640><c> and</c><00:03:18.799><c> here's</c><00:03:19.000><c> a</c><00:03:19.159><c> plan</c>

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uh and that's a plan and here's a plan
 

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uh and that's a plan and here's a plan
we<00:03:20.159><c> need</c><00:03:20.360><c> p</c><00:03:20.640><c> d</c><00:03:21.040><c> and</c><00:03:21.120><c> then</c><00:03:21.280><c> four</c><00:03:21.599><c> D</c><00:03:22.480><c> and</c><00:03:22.599><c> we</c><00:03:22.720><c> just</c>

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we need p d and then four D and we just
 

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we need p d and then four D and we just
have<00:03:22.959><c> to</c><00:03:23.040><c> be</c><00:03:23.200><c> a</c><00:03:23.280><c> bit</c><00:03:23.440><c> lousy</c><00:03:23.840><c> about</c><00:03:24.080><c> the</c><00:03:24.200><c> scale</c>

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have to be a bit lousy about the scale
 

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have to be a bit lousy about the scale
so<00:03:24.760><c> it's</c><00:03:24.840><c> an</c><00:03:24.959><c> unknown</c><00:03:25.239><c> scale</c><00:03:25.480><c> here</c><00:03:25.680><c> unkown</c>

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so it's an unknown scale here unkown
 

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so it's an unknown scale here unkown
scale<00:03:26.280><c> there</c><00:03:26.799><c> and</c><00:03:27.000><c> then</c><00:03:27.640><c> uh</c><00:03:27.760><c> we</c><00:03:27.840><c> saw</c><00:03:28.159><c> the</c>

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scale there and then uh we saw the
 

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scale there and then uh we saw the
problem<00:03:28.959><c> what</c><00:03:29.080><c> we</c><00:03:29.200><c> want</c><00:03:29.360><c> is</c><00:03:29.480><c> more</c><00:03:30.000><c> space</c><00:03:30.760><c> and</c>

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problem what we want is more space and
 

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problem what we want is more space and
what<00:03:31.080><c> we</c><00:03:31.200><c> want</c><00:03:31.400><c> is</c><00:03:31.560><c> less</c><00:03:31.840><c> no</c><00:03:32.159><c> traffic</c><00:03:32.480><c> for</c><00:03:32.680><c> our</c>

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what we want is less no traffic for our
 

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what we want is less no traffic for our
operators<00:03:34.640><c> uh</c><00:03:35.120><c> yeah</c><00:03:35.360><c> we</c><00:03:35.519><c> just</c><00:03:35.640><c> have</c><00:03:35.760><c> to</c><00:03:35.879><c> work</c>

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operators uh yeah we just have to work
 

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operators uh yeah we just have to work
out<00:03:36.319><c> these</c><00:03:36.480><c> little</c><00:03:36.760><c> networking</c>

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out these little networking
 

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out these little networking
details<00:03:39.040><c> so</c><00:03:39.720><c> uh</c><00:03:39.879><c> let's</c><00:03:40.080><c> see</c><00:03:40.400><c> those</c><00:03:40.720><c> little</c>

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details so uh let's see those little
 

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details so uh let's see those little
networking<00:03:41.400><c> details</c><00:03:41.760><c> that</c><00:03:41.879><c> we</c><00:03:41.959><c> have</c><00:03:42.080><c> to</c><00:03:42.200><c> work</c>

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networking details that we have to work
 

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networking details that we have to work
out<00:03:43.400><c> uh</c><00:03:43.519><c> but</c><00:03:43.680><c> first</c><00:03:43.920><c> let</c><00:03:44.040><c> me</c><00:03:44.720><c> uh</c><00:03:45.200><c> have</c><00:03:45.319><c> a</c><00:03:45.519><c> quick</c>

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out uh but first let me uh have a quick
 

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out uh but first let me uh have a quick
the<00:03:46.000><c> tool</c>

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the tool
 

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the tool
networking<00:03:48.280><c> uh</c><00:03:48.439><c> but</c><00:03:48.640><c> this</c><00:03:48.799><c> is</c><00:03:49.799><c> I</c><00:03:49.920><c> was</c><00:03:50.080><c> speaking</c>

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networking uh but this is I was speaking
 

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networking uh but this is I was speaking
of<00:03:50.599><c> average</c><00:03:50.920><c> book</c><00:03:51.280><c> size</c><00:03:51.599><c> till</c><00:03:52.120><c> now</c><00:03:53.120><c> uh</c><00:03:53.920><c> but</c>

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of average book size till now uh but
 

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of average book size till now uh but
average<00:03:54.480><c> is</c><00:03:54.879><c> is</c><00:03:55.000><c> a</c><00:03:55.200><c> was</c><00:03:55.319><c> a</c><00:03:55.400><c> daily</c><00:03:55.680><c> average</c><00:03:56.400><c> and</c>

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average is is a was a daily average and
 

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average is is a was a daily average and
in<00:03:56.680><c> the</c><00:03:56.840><c> day</c><00:03:57.000><c> many</c><00:03:57.239><c> things</c><00:03:57.640><c> things</c><00:03:57.920><c> happen</c>

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in the day many things things happen
 

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in the day many things things happen
right<00:03:58.480><c> every</c><00:03:58.720><c> 12</c><00:03:58.959><c> seconds</c><00:03:59.239><c> something</c><00:03:59.799><c> is</c>

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right every 12 seconds something is
 

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right every 12 seconds something is
happening<00:04:00.720><c> so</c><00:04:00.920><c> what</c><00:04:01.040><c> you</c><00:04:01.120><c> see</c><00:04:01.400><c> here</c><00:04:01.560><c> is</c><00:04:01.720><c> the</c>

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happening so what you see here is the
 

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happening so what you see here is the
tail<00:04:02.200><c> distribution</c><00:04:02.680><c> of</c><00:04:02.799><c> block</c><00:04:03.120><c> size</c><00:04:03.799><c> uh</c>

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tail distribution of block size uh
 

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tail distribution of block size uh
during<00:04:04.159><c> a</c><00:04:04.280><c> long</c><00:04:04.560><c> period</c><00:04:05.439><c> you</c><00:04:05.599><c> don't</c><00:04:05.799><c> even</c><00:04:06.000><c> see</c>

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during a long period you don't even see
 

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during a long period you don't even see
the<00:04:06.360><c> small</c><00:04:06.599><c> blocks</c><00:04:06.920><c> you</c><00:04:07.040><c> just</c><00:04:07.159><c> see</c><00:04:07.360><c> the</c><00:04:07.439><c> large</c>

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the small blocks you just see the large
 

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the small blocks you just see the large
ones<00:04:08.599><c> uh</c><00:04:08.720><c> and</c><00:04:08.879><c> this</c><00:04:09.000><c> was</c><00:04:09.319><c> before</c>

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ones uh and this was before
 

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ones uh and this was before
4844<00:04:12.280><c> uh</c><00:04:12.480><c> and</c><00:04:12.640><c> what</c><00:04:12.760><c> you</c><00:04:12.879><c> see</c><00:04:13.079><c> that</c><00:04:13.239><c> there</c><00:04:13.400><c> were</c>

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4844 uh and what you see that there were
 

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4844 uh and what you see that there were
blocks<00:04:14.599><c> Beyond</c><00:04:14.959><c> 2</c>

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blocks Beyond 2
 

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blocks Beyond 2
megab<00:04:17.079><c> and</c><00:04:17.519><c> uh</c><00:04:17.840><c> our</c><00:04:18.040><c> notes</c><00:04:18.359><c> have</c><00:04:18.479><c> to</c><00:04:18.639><c> handle</c>

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megab and uh our notes have to handle
 

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megab and uh our notes have to handle
those<00:04:19.840><c> what</c><00:04:20.000><c> if</c><00:04:20.160><c> two</c><00:04:20.440><c> blocks</c><00:04:20.720><c> of</c><00:04:20.880><c> such</c><00:04:21.560><c> come</c>

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those what if two blocks of such come
 

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those what if two blocks of such come
one<00:04:22.000><c> after</c><00:04:22.240><c> another</c><00:04:22.919><c> and</c><00:04:23.040><c> you</c><00:04:23.160><c> have</c><00:04:23.280><c> to</c><00:04:23.560><c> handle</c>

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one after another and you have to handle
 

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one after another and you have to handle
that<00:04:24.280><c> so</c><00:04:24.639><c> you</c><00:04:25.000><c> our</c><00:04:25.199><c> technology</c><00:04:25.600><c> have</c><00:04:25.720><c> to</c>

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that so you our technology have to
 

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that so you our technology have to
handle<00:04:26.160><c> these</c><00:04:26.360><c> things</c><00:04:26.639><c> as</c><00:04:26.800><c> well</c><00:04:27.560><c> and</c><00:04:27.680><c> we</c><00:04:27.800><c> were</c>

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handle these things as well and we were
 

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handle these things as well and we were
measuring<00:04:28.919><c> uh</c><00:04:29.080><c> whether</c><00:04:29.280><c> you</c><00:04:29.360><c> can</c><00:04:29.479><c> handle</c><00:04:29.960><c> that</c>

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measuring uh whether you can handle that
 

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measuring uh whether you can handle that
and<00:04:30.680><c> the</c><00:04:30.800><c> good</c><00:04:30.960><c> news</c><00:04:31.199><c> is</c><00:04:31.400><c> that</c><00:04:31.919><c> uh</c><00:04:32.039><c> you</c><00:04:32.160><c> can</c>

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and the good news is that uh you can
 

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and the good news is that uh you can
handle<00:04:32.639><c> that</c><00:04:32.800><c> so</c><00:04:32.960><c> the</c><00:04:33.080><c> network</c><00:04:33.520><c> was</c><00:04:33.720><c> was</c>

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handle that so the network was was
 

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handle that so the network was was
running<00:04:34.160><c> and</c><00:04:34.400><c> live</c><00:04:34.919><c> and</c><00:04:35.080><c> what</c><00:04:35.199><c> you</c><00:04:35.320><c> see</c><00:04:35.639><c> here</c>

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running and live and what you see here
 

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running and live and what you see here
is<00:04:36.520><c> uh</c><00:04:36.919><c> for</c><00:04:37.160><c> different</c><00:04:37.400><c> block</c><00:04:37.960><c> sizes</c><00:04:38.960><c> these</c>

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is uh for different block sizes these
 

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is uh for different block sizes these
are<00:04:39.280><c> the</c><00:04:39.360><c> bins</c><00:04:40.000><c> Smalls</c><00:04:40.479><c> up</c><00:04:40.600><c> to</c><00:04:40.759><c> 32</c><00:04:41.160><c> kiloby</c>

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are the bins Smalls up to 32 kiloby
 

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are the bins Smalls up to 32 kiloby
blocks<00:04:42.039><c> and</c><00:04:42.199><c> then</c><00:04:42.960><c> between</c><00:04:43.320><c> one</c><00:04:44.039><c> megabyte</c><00:04:44.440><c> and</c>

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blocks and then between one megabyte and
 

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blocks and then between one megabyte and
2<00:04:45.080><c> megabyte</c><00:04:46.080><c> how</c><00:04:46.240><c> much</c><00:04:46.560><c> time</c><00:04:47.039><c> nodes</c><00:04:47.479><c> need</c><00:04:48.440><c> to</c>

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2 megabyte how much time nodes need to
 

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2 megabyte how much time nodes need to
get<00:04:48.800><c> the</c><00:04:49.120><c> blocks</c><00:04:50.120><c> and</c><00:04:50.360><c> the</c><00:04:50.479><c> bigger</c><00:04:50.720><c> the</c><00:04:50.800><c> block</c>

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get the blocks and the bigger the block
 

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get the blocks and the bigger the block
the<00:04:51.080><c> more</c><00:04:51.360><c> time</c><00:04:51.560><c> is</c><00:04:51.720><c> needed</c><00:04:52.280><c> this</c><00:04:52.360><c> is</c><00:04:52.479><c> a</c>

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the more time is needed this is a
 

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the more time is needed this is a
distribution<00:04:53.440><c> so</c><00:04:54.080><c> the</c><00:04:54.680><c> notes</c><00:04:55.000><c> which</c><00:04:55.120><c> are</c>

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distribution so the notes which are
 

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distribution so the notes which are
receiving<00:04:55.560><c> it</c><00:04:55.720><c> only</c><00:04:56.000><c> here</c><00:04:56.199><c> and</c><00:04:56.320><c> there</c><00:04:56.440><c> are</c>

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receiving it only here and there are
 

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receiving it only here and there are
many<00:04:56.720><c> notes</c><00:04:56.960><c> which</c><00:04:57.080><c> are</c><00:04:57.360><c> receiving</c><00:04:57.560><c> it</c><00:04:57.759><c> before</c>

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many notes which are receiving it before
 

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many notes which are receiving it before
everyone<00:04:58.800><c> almost</c><00:04:59.080><c> everyone</c><00:04:59.320><c> is</c><00:04:59.400><c> receiving</c><00:04:59.919><c> it</c>

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everyone almost everyone is receiving it
 

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everyone almost everyone is receiving it
before<00:05:00.440><c> 4</c><00:05:00.840><c> seconds</c><00:05:01.680><c> so</c><00:05:01.919><c> things</c><00:05:02.120><c> are</c><00:05:02.759><c> fine</c><00:05:03.759><c> uh</c>

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before 4 seconds so things are fine uh
 

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before 4 seconds so things are fine uh
but<00:05:04.680><c> clearly</c><00:05:05.680><c> doesn't</c><00:05:06.000><c> scale</c><00:05:06.479><c> very</c><00:05:06.680><c> well</c><00:05:07.320><c> as</c>

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but clearly doesn't scale very well as
 

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but clearly doesn't scale very well as
you<00:05:07.680><c> seen</c><00:05:08.440><c> if</c><00:05:08.600><c> we</c><00:05:08.720><c> want</c><00:05:08.840><c> to</c><00:05:08.960><c> increase</c><00:05:09.280><c> the</c>

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you seen if we want to increase the
 

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you seen if we want to increase the
block<00:05:09.639><c> size</c><00:05:09.880><c> then</c><00:05:09.960><c> it</c><00:05:10.080><c> would</c><00:05:10.479><c> go</c><00:05:10.639><c> to</c><00:05:10.759><c> the</c>

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block size then it would go to the
 

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block size then it would go to the
right<00:05:12.960><c> so</c><00:05:13.960><c> we</c><00:05:14.160><c> arrived</c><00:05:14.440><c> to</c><00:05:14.560><c> our</c><00:05:14.759><c> Point</c><00:05:15.280><c> how</c><00:05:15.440><c> to</c>

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right so we arrived to our Point how to
 

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right so we arrived to our Point how to
scale<00:05:17.680><c> layer</c><00:05:18.080><c> one</c><00:05:18.720><c> from</c><00:05:18.880><c> the</c><00:05:19.039><c> networking</c><00:05:19.639><c> side</c>

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scale layer one from the networking side
 

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scale layer one from the networking side
and<00:05:20.560><c> we</c><00:05:20.680><c> can</c><00:05:20.800><c> do</c><00:05:21.000><c> different</c><00:05:21.840><c> things</c><00:05:22.840><c> uh</c><00:05:23.000><c> first</c>

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and we can do different things uh first
 

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and we can do different things uh first
of<00:05:23.319><c> all</c><00:05:23.479><c> we</c><00:05:23.560><c> can</c><00:05:23.800><c> change</c><00:05:24.800><c> the</c><00:05:24.960><c> slot</c><00:05:25.400><c> time</c><00:05:25.960><c> the</c>

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of all we can change the slot time the
 

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of all we can change the slot time the
slot<00:05:26.440><c> timing</c><00:05:26.800><c> window</c><00:05:27.240><c> and</c><00:05:27.440><c> the</c><00:05:27.680><c> internal</c>

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slot timing window and the internal
 

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slot timing window and the internal
timers<00:05:29.240><c> uh</c><00:05:29.360><c> we</c><00:05:29.479><c> can</c><00:05:29.720><c> change</c><00:05:30.000><c> resource</c>

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timers uh we can change resource
 

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timers uh we can change resource
requirements<00:05:31.880><c> uh</c><00:05:32.199><c> it's</c><00:05:32.319><c> a</c><00:05:32.479><c> good</c><00:05:32.680><c> discussion</c>

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requirements uh it's a good discussion
 

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requirements uh it's a good discussion
uh<00:05:33.680><c> it's</c><00:05:33.759><c> a</c><00:05:33.880><c> bit</c><00:05:34.360><c> controversial</c><00:05:35.360><c> we</c><00:05:35.479><c> have</c>

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uh it's a bit controversial we have
 

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uh it's a bit controversial we have
small<00:05:36.000><c> gains</c><00:05:36.280><c> we</c><00:05:36.400><c> have</c><00:05:36.479><c> lot</c><00:05:36.680><c> to</c><00:05:36.800><c> lose</c><00:05:37.319><c> so</c><00:05:37.479><c> let</c>

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small gains we have lot to lose so let
 

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small gains we have lot to lose so let
me<00:05:37.800><c> not</c><00:05:37.919><c> go</c><00:05:38.080><c> into</c><00:05:38.319><c> that</c><00:05:38.479><c> one</c><00:05:38.919><c> then</c><00:05:39.120><c> we</c><00:05:39.240><c> can</c>

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me not go into that one then we can
 

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me not go into that one then we can
change<00:05:40.280><c> uh</c><00:05:40.360><c> the</c><00:05:40.479><c> gossip</c><00:05:40.800><c> sub</c><00:05:41.039><c> the</c><00:05:41.319><c> protocol</c><00:05:42.319><c> uh</c>

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change uh the gossip sub the protocol uh
 

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change uh the gossip sub the protocol uh
the<00:05:42.520><c> networking</c><00:05:42.960><c> protocol</c><00:05:43.840><c> we</c><00:05:43.960><c> can</c><00:05:44.120><c> do</c>

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the networking protocol we can do
 

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the networking protocol we can do
improvements<00:05:44.919><c> on</c><00:05:45.039><c> Gossip</c><00:05:45.360><c> sub</c><00:05:45.520><c> for</c><00:05:45.680><c> large</c>

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improvements on Gossip sub for large
 

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improvements on Gossip sub for large
messages<00:05:46.520><c> and</c><00:05:46.639><c> this</c><00:05:46.759><c> is</c><00:05:46.960><c> in</c><00:05:47.280><c> making</c><00:05:48.199><c> uh</c><00:05:48.319><c> it's</c>

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messages and this is in making uh it's
 

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messages and this is in making uh it's
important<00:05:49.680><c> but</c><00:05:49.800><c> this</c><00:05:49.919><c> is</c><00:05:50.039><c> not</c><00:05:50.160><c> my</c><00:05:50.319><c> talk</c><00:05:50.560><c> today</c>

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important but this is not my talk today
 

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important but this is not my talk today
uh<00:05:51.319><c> and</c><00:05:51.440><c> it's</c><00:05:51.639><c> relatively</c><00:05:52.039><c> small</c><00:05:52.319><c> gains</c>

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uh and it's relatively small gains
 

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uh and it's relatively small gains
compared<00:05:52.919><c> to</c><00:05:53.039><c> what</c><00:05:53.160><c> we</c><00:05:53.280><c> need</c><00:05:53.680><c> still</c><00:05:54.319><c> important</c>

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compared to what we need still important
 

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compared to what we need still important
then<00:05:55.479><c> we</c><00:05:55.600><c> can</c><00:05:55.720><c> do</c><00:05:55.840><c> Shing</c><00:05:56.560><c> and</c><00:05:56.919><c> dat</c><00:05:57.280><c> data</c><00:05:57.600><c> with</c>

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then we can do Shing and dat data with
 

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then we can do Shing and dat data with
sampling<00:05:58.440><c> and</c><00:05:58.600><c> this</c><00:05:58.680><c> is</c><00:05:58.800><c> my</c><00:05:58.960><c> talk</c><00:05:59.160><c> today</c><00:05:59.919><c> uh</c>

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sampling and this is my talk today uh
 

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sampling and this is my talk today uh
this<00:06:00.240><c> is</c><00:06:00.400><c> large</c><00:06:00.680><c> gains</c><00:06:01.080><c> I</c>

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this is large gains I
 

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this is large gains I
hope<00:06:02.840><c> and</c><00:06:02.960><c> then</c><00:06:03.120><c> there</c><00:06:03.240><c> the</c><00:06:03.360><c> four</c><00:06:03.639><c> thing</c><00:06:04.160><c> we</c>

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hope and then there the four thing we
 

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hope and then there the four thing we
can<00:06:04.400><c> do</c><00:06:04.560><c> distributed</c><00:06:05.000><c> block</c><00:06:05.479><c> building</c><00:06:06.479><c> uh</c>

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can do distributed block building uh
 

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can do distributed block building uh
this<00:06:06.759><c> is</c><00:06:06.919><c> kind</c><00:06:07.039><c> of</c><00:06:07.199><c> intertwined</c><00:06:07.840><c> with</c><00:06:08.000><c> many</c>

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this is kind of intertwined with many
 

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this is kind of intertwined with many
things<00:06:09.240><c> uh</c><00:06:09.599><c> but</c><00:06:09.960><c> prises</c><00:06:10.400><c> large</c><00:06:10.680><c> gains</c><00:06:11.639><c> but</c>

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things uh but prises large gains but
 

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things uh but prises large gains but
basically<00:06:12.240><c> that</c><00:06:12.360><c> would</c><00:06:12.479><c> mean</c><00:06:12.800><c> resyncing</c><00:06:13.440><c> the</c>

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basically that would mean resyncing the
 

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basically that would mean resyncing the
whole<00:06:13.880><c> data</c><00:06:14.120><c> flow</c><00:06:14.680><c> of</c><00:06:14.800><c> The</c><00:06:14.960><c> Blob</c><00:06:15.280><c> transaction</c>

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whole data flow of The Blob transaction
 

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whole data flow of The Blob transaction
from<00:06:16.120><c> submission</c><00:06:16.599><c> of</c><00:06:16.800><c> the</c><00:06:17.240><c> the</c><00:06:17.360><c> transaction</c>

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from submission of the the transaction
 

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from submission of the the transaction
Until<00:06:18.720><c> the</c>

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Until the
 

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Until the
End<00:06:21.199><c> okay</c><00:06:21.880><c> so</c><00:06:22.280><c> let's</c><00:06:22.479><c> focus</c><00:06:22.720><c> on</c><00:06:22.880><c> point</c><00:06:23.120><c> three</c>

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End okay so let's focus on point three
 

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End okay so let's focus on point three
the<00:06:23.759><c> sharding</c><00:06:24.240><c> and</c><00:06:24.400><c> data</c><00:06:24.880><c> sampling</c><00:06:25.240><c> over</c><00:06:25.400><c> the</c>

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the sharding and data sampling over the
 

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the sharding and data sampling over the
network<00:06:28.360><c> so</c><00:06:28.960><c> uh</c><00:06:29.120><c> data</c><00:06:29.639><c> sampling</c><00:06:30.400><c> uh</c><00:06:30.520><c> let's</c>

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network so uh data sampling uh let's
 

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network so uh data sampling uh let's
just<00:06:30.840><c> key</c><00:06:31.080><c> Concepts</c><00:06:31.919><c> so</c><00:06:32.280><c> you</c><00:06:32.400><c> need</c><00:06:32.560><c> to</c><00:06:32.759><c> prepare</c>

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just key Concepts so you need to prepare
 

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just key Concepts so you need to prepare
the<00:06:33.280><c> data</c><00:06:33.560><c> we</c><00:06:33.639><c> were</c><00:06:33.800><c> speaking</c><00:06:34.039><c> of</c><00:06:34.560><c> blobs</c><00:06:35.560><c> uh</c>

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the data we were speaking of blobs uh
 

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the data we were speaking of blobs uh
there<00:06:35.880><c> are</c><00:06:36.160><c> blobs</c><00:06:37.160><c> there's</c><00:06:37.360><c> a</c><00:06:37.479><c> package</c><00:06:37.759><c> of</c>

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there are blobs there's a package of
 

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there are blobs there's a package of
blobs<00:06:39.319><c> uh</c><00:06:39.560><c> and</c><00:06:39.720><c> then</c><00:06:40.120><c> we</c><00:06:40.240><c> need</c><00:06:40.400><c> an</c><00:06:40.599><c> encoding</c><00:06:41.599><c> we</c>

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blobs uh and then we need an encoding we
 

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blobs uh and then we need an encoding we
need<00:06:41.840><c> an</c><00:06:41.960><c> encoding</c><00:06:42.360><c> because</c><00:06:42.520><c> we</c><00:06:42.599><c> want</c><00:06:42.720><c> to</c>

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need an encoding because we want to
 

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need an encoding because we want to
sample<00:06:43.199><c> from</c><00:06:43.400><c> it</c><00:06:43.599><c> and</c><00:06:43.720><c> for</c><00:06:43.880><c> the</c><00:06:44.000><c> sampling</c><00:06:44.440><c> to</c>

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sample from it and for the sampling to
 

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sample from it and for the sampling to
be<00:06:44.919><c> effective</c><00:06:45.919><c> we</c><00:06:46.039><c> need</c><00:06:46.360><c> AER</c><00:06:46.840><c> coding</c><00:06:47.240><c> for</c>

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be effective we need AER coding for
 

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be effective we need AER coding for
theer<00:06:47.840><c> coding</c><00:06:48.120><c> we</c><00:06:48.240><c> need</c><00:06:48.479><c> segmentation</c><00:06:49.479><c> so</c><00:06:49.639><c> we</c>

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theer coding we need segmentation so we
 

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theer coding we need segmentation so we
need<00:06:49.880><c> to</c><00:06:50.039><c> segment</c><00:06:50.440><c> it</c><00:06:50.560><c> chop</c><00:06:50.800><c> it</c><00:06:50.919><c> to</c><00:06:51.120><c> Pieces</c><00:06:51.880><c> we</c>

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need to segment it chop it to Pieces we
 

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need to segment it chop it to Pieces we
need<00:06:52.160><c> to</c><00:06:52.360><c> extend</c><00:06:52.759><c> it</c><00:06:53.080><c> with</c><00:06:53.240><c> AER</c><00:06:53.800><c> coding</c><00:06:54.800><c> then</c>

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need to extend it with AER coding then
 

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need to extend it with AER coding then
we<00:06:55.120><c> have</c><00:06:55.240><c> to</c><00:06:55.440><c> commit</c><00:06:55.800><c> to</c><00:06:56.000><c> it</c><00:06:56.440><c> so</c><00:06:56.680><c> that</c><00:06:56.800><c> it</c>

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we have to commit to it so that it
 

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we have to commit to it so that it
cannot<00:06:57.280><c> be</c><00:06:58.080><c> uh</c><00:06:59.080><c> not</c><00:06:59.800><c> send</c><00:07:00.240><c> for</c><00:07:00.639><c> PES</c><00:07:01.160><c> basically</c>

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cannot be uh not send for PES basically
 

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cannot be uh not send for PES basically
and<00:07:02.319><c> once</c><00:07:02.560><c> we'</c><00:07:02.840><c> done</c><00:07:03.199><c> this</c><00:07:03.759><c> we</c><00:07:03.879><c> are</c><00:07:04.000><c> ready</c><00:07:04.199><c> with</c>

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and once we' done this we are ready with
 

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and once we' done this we are ready with
the<00:07:04.479><c> data</c><00:07:04.840><c> preparation</c><00:07:05.840><c> okay</c><00:07:06.479><c> and</c><00:07:06.639><c> here</c><00:07:06.759><c> we</c>

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the data preparation okay and here we
 

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the data preparation okay and here we
have<00:07:07.080><c> different</c><00:07:07.720><c> structures</c><00:07:08.720><c> uh</c><00:07:09.080><c> we</c><00:07:09.240><c> have</c>

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have different structures uh we have
 

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have different structures uh we have
what<00:07:09.560><c> we</c><00:07:09.720><c> call</c><00:07:09.919><c> the</c><00:07:10.039><c> onedimensional</c><00:07:10.520><c> P</c>

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what we call the onedimensional P
 

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what we call the onedimensional P
structure<00:07:12.080><c> where</c><00:07:12.240><c> you</c><00:07:12.360><c> have</c><00:07:12.599><c> blobs</c><00:07:13.599><c> which</c><00:07:13.759><c> are</c>

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structure where you have blobs which are
 

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structure where you have blobs which are
extended<00:07:15.199><c> and</c><00:07:15.919><c> through</c><00:07:16.199><c> and</c><00:07:16.400><c> committed</c><00:07:16.759><c> to</c><00:07:17.240><c> or</c>

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extended and through and committed to or
 

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extended and through and committed to or
we<00:07:17.479><c> have</c><00:07:17.560><c> the</c><00:07:17.680><c> two</c><00:07:17.879><c> dimensional</c><00:07:18.400><c> structure</c>

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we have the two dimensional structure
 

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we have the two dimensional structure
where<00:07:18.879><c> you</c><00:07:19.000><c> have</c><00:07:19.160><c> blobs</c><00:07:19.840><c> which</c><00:07:19.960><c> are</c><00:07:20.160><c> extended</c>

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where you have blobs which are extended
 

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where you have blobs which are extended
in<00:07:20.720><c> two</c><00:07:21.400><c> Dimension</c><00:07:22.400><c> uh</c><00:07:22.599><c> if</c><00:07:22.680><c> you</c><00:07:22.919><c> look</c>

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in two Dimension uh if you look
 

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in two Dimension uh if you look
carefully<00:07:23.639><c> you</c><00:07:23.759><c> see</c><00:07:23.960><c> that</c><00:07:24.240><c> actually</c><00:07:24.520><c> this</c><00:07:24.639><c> is</c>

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carefully you see that actually this is
 

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carefully you see that actually this is
also<00:07:25.000><c> two-</c><00:07:25.199><c> dimensional</c><00:07:25.800><c> the</c><00:07:25.960><c> difference</c><00:07:26.360><c> is</c>

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also two- dimensional the difference is
 

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also two- dimensional the difference is
that<00:07:26.680><c> it's</c><00:07:26.840><c> not</c><00:07:27.080><c> extended</c><00:07:27.639><c> by</c><00:07:27.759><c> an</c><00:07:27.960><c> addal</c><00:07:28.360><c> code</c>

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that it's not extended by an addal code
 

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that it's not extended by an addal code
in<00:07:28.759><c> this</c><00:07:28.960><c> dimension</c><00:07:29.520><c> and</c><00:07:29.680><c> that</c><00:07:29.840><c> has</c>

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consequences<00:07:33.199><c> okay</c><00:07:33.840><c> and</c><00:07:34.039><c> then</c><00:07:34.280><c> you</c><00:07:34.440><c> just</c><00:07:34.599><c> have</c>

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consequences okay and then you just have
 

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consequences okay and then you just have
to<00:07:34.840><c> sample</c><00:07:35.280><c> it</c><00:07:35.400><c> sounds</c><00:07:36.400><c> uh</c><00:07:36.639><c> easy</c><00:07:37.199><c> right</c><00:07:38.199><c> uh</c><00:07:38.319><c> the</c>

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to sample it sounds uh easy right uh the
 

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to sample it sounds uh easy right uh the
question<00:07:38.639><c> is</c><00:07:38.840><c> where</c><00:07:39.000><c> you</c><00:07:39.120><c> are</c><00:07:39.280><c> sampling</c><00:07:39.720><c> from</c>

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question is where you are sampling from
 

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question is where you are sampling from
and<00:07:40.440><c> how</c><00:07:40.599><c> you</c><00:07:40.720><c> do</c><00:07:40.919><c> this</c><00:07:41.120><c> sample</c><00:07:42.000><c> sampling</c><00:07:42.960><c> so</c><00:07:43.120><c> I</c>

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and how you do this sample sampling so I
 

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and how you do this sample sampling so I
wasn't<00:07:43.680><c> saying</c><00:07:44.159><c> anything</c><00:07:44.520><c> about</c><00:07:44.840><c> that</c><00:07:45.400><c> uh</c><00:07:46.080><c> so</c>

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wasn't saying anything about that uh so
 

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wasn't saying anything about that uh so
let's<00:07:46.960><c> just</c><00:07:47.159><c> see</c><00:07:48.080><c> uh</c>

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let's just see uh
 

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let's just see uh
that<00:07:50.319><c> okay</c><00:07:50.440><c> so</c><00:07:50.680><c> we</c><00:07:50.840><c> were</c><00:07:51.000><c> typically</c><00:07:51.400><c> speaking</c>

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that okay so we were typically speaking
 

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that okay so we were typically speaking
of<00:07:51.800><c> D</c><00:07:52.240><c> Das</c><00:07:52.560><c> as</c><00:07:53.560><c> uh</c><00:07:53.680><c> but</c><00:07:53.800><c> it's</c><00:07:53.960><c> actually</c><00:07:54.199><c> a</c><00:07:54.319><c> DA</c>

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of D Das as uh but it's actually a DA
 

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of D Das as uh but it's actually a DA
plus<00:07:54.919><c> an</c><00:07:55.199><c> S</c><00:07:56.199><c> so</c><00:07:56.400><c> there</c><00:07:56.479><c> is</c><00:07:56.599><c> the</c><00:07:56.720><c> da</c><00:07:57.159><c> part</c><00:07:57.840><c> which</c>

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plus an S so there is the da part which
 

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plus an S so there is the da part which
is<00:07:58.800><c> a</c><00:07:58.960><c> property</c><00:07:59.319><c> of</c><00:07:59.759><c> of</c><00:07:59.919><c> the</c><00:08:00.080><c> of</c><00:08:00.159><c> the</c><00:08:00.319><c> network</c>

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is a property of of the of the network
 

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is a property of of the of the network
it's<00:08:00.879><c> a</c><00:08:01.000><c> global</c><00:08:01.319><c> property</c><00:08:01.840><c> the</c><00:08:02.000><c> data</c><00:08:02.280><c> is</c>

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it's a global property the data is
 

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it's a global property the data is
available<00:08:02.960><c> the</c><00:08:03.120><c> data</c><00:08:03.360><c> is</c><00:08:03.440><c> not</c><00:08:03.800><c> available</c><00:08:04.800><c> and</c>

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available the data is not available and
 

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available the data is not available and
to<00:08:05.120><c> have</c><00:08:05.280><c> the</c><00:08:05.479><c> data</c><00:08:05.840><c> available</c><00:08:06.400><c> in</c><00:08:06.520><c> the</c><00:08:06.680><c> system</c>

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to have the data available in the system
 

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to have the data available in the system
I<00:08:07.159><c> have</c><00:08:07.280><c> to</c><00:08:07.479><c> dispers</c><00:08:07.960><c> it</c><00:08:08.759><c> in</c><00:08:08.879><c> the</c><00:08:09.080><c> system</c><00:08:09.960><c> so</c><00:08:10.080><c> I</c>

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I have to dispers it in the system so I
 

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I have to dispers it in the system so I
have<00:08:10.319><c> to</c><00:08:10.800><c> send</c><00:08:11.159><c> it</c><00:08:11.440><c> out</c><00:08:12.440><c> different</c><00:08:12.759><c> pieces</c><00:08:13.080><c> to</c>

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have to send it out different pieces to
 

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have to send it out different pieces to
different<00:08:13.639><c> nodes</c><00:08:14.639><c> which</c><00:08:14.800><c> are</c><00:08:15.039><c> custody</c><00:08:15.879><c> it</c><00:08:16.879><c> and</c>

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different nodes which are custody it and
 

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different nodes which are custody it and
only<00:08:17.520><c> then</c><00:08:18.520><c> I</c><00:08:18.599><c> can</c><00:08:18.759><c> start</c>

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only then I can start
 

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only then I can start
sampling<00:08:21.120><c> so</c><00:08:21.400><c> this</c><00:08:21.520><c> is</c><00:08:21.680><c> the</c><00:08:22.000><c> da</c><00:08:22.479><c> part</c><00:08:23.240><c> it's</c><00:08:23.479><c> is</c>

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sampling so this is the da part it's is
 

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sampling so this is the da part it's is
uing<00:08:23.960><c> data</c><00:08:24.199><c> ability</c><00:08:25.159><c> it</c><00:08:25.280><c> is</c><00:08:25.479><c> doing</c><00:08:25.720><c> the</c><00:08:25.800><c> Shing</c>

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uing data ability it is doing the Shing
 

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uing data ability it is doing the Shing
not<00:08:27.080><c> s</c><00:08:27.360><c> only</c><00:08:27.680><c> receiving</c><00:08:27.919><c> pieces</c><00:08:28.840><c> and</c><00:08:29.000><c> then</c>

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not s only receiving pieces and then
 

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not s only receiving pieces and then
there<00:08:29.280><c> is</c><00:08:29.560><c> sampling</c><00:08:30.039><c> part</c><00:08:30.560><c> once</c><00:08:30.879><c> the</c><00:08:31.039><c> data</c><00:08:31.280><c> is</c>

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there is sampling part once the data is
 

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there is sampling part once the data is
in<00:08:31.560><c> custody</c><00:08:32.000><c> at</c><00:08:32.200><c> different</c>

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in custody at different
 

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in custody at different
nodes<00:08:34.200><c> uh</c><00:08:34.360><c> you</c><00:08:34.479><c> can</c><00:08:34.680><c> start</c><00:08:35.200><c> test</c><00:08:35.800><c> sampling</c>

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nodes uh you can start test sampling
 

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nodes uh you can start test sampling
asking<00:08:37.080><c> for</c><00:08:37.360><c> pieces</c><00:08:38.360><c> and</c><00:08:38.519><c> getting</c>

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asking for pieces and getting
 

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asking for pieces and getting
pieces<00:08:40.880><c> little</c><00:08:41.519><c> uh</c><00:08:41.680><c> graphical</c>

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pieces little uh graphical
 

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pieces little uh graphical
representation<00:08:43.320><c> so</c><00:08:43.959><c> uh</c><00:08:44.080><c> you</c><00:08:44.159><c> have</c><00:08:44.279><c> a</c><00:08:44.399><c> builder</c>

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representation so uh you have a builder
 

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representation so uh you have a builder
it<00:08:45.480><c> does</c><00:08:46.120><c> here</c><00:08:46.480><c> in</c><00:08:46.560><c> the</c><00:08:46.680><c> example</c><00:08:47.040><c> I</c><00:08:47.120><c> was</c><00:08:47.279><c> doing</c>

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it does here in the example I was doing
 

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it does here in the example I was doing
it<00:08:47.640><c> with</c><00:08:47.800><c> the</c><00:08:47.959><c> 2D</c><00:08:48.440><c> encoding</c><00:08:49.440><c> so</c><00:08:49.600><c> it</c><00:08:49.720><c> does</c><00:08:49.880><c> the</c>

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it with the 2D encoding so it does the
 

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it with the 2D encoding so it does the
2D<00:08:50.440><c> encoding</c><00:08:51.440><c> and</c><00:08:51.600><c> then</c><00:08:51.760><c> you</c><00:08:51.880><c> have</c><00:08:52.080><c> those</c>

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2D encoding and then you have those
 

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2D encoding and then you have those
Beacon<00:08:52.600><c> nodes</c><00:08:53.480><c> in</c><00:08:53.600><c> the</c><00:08:54.040><c> system</c><00:08:55.040><c> and</c><00:08:55.240><c> what</c><00:08:55.360><c> you</c>

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Beacon nodes in the system and what you
 

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Beacon nodes in the system and what you
are<00:08:55.560><c> doing</c><00:08:55.880><c> you</c><00:08:55.959><c> are</c><00:08:56.120><c> sending</c><00:08:56.560><c> out</c><00:08:57.040><c> these</c>

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are doing you are sending out these
 

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are doing you are sending out these
things<00:08:58.519><c> uh</c><00:08:58.760><c> pieces</c><00:08:59.120><c> of</c><00:08:59.279><c> this</c><00:08:59.720><c> actually</c><00:09:00.040><c> rows</c>

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things uh pieces of this actually rows
 

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things uh pieces of this actually rows
and<00:09:00.760><c> columns</c><00:09:01.760><c> two</c><00:09:02.000><c> different</c><00:09:02.680><c> nodes</c><00:09:03.680><c> someone</c>

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and columns two different nodes someone
 

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and columns two different nodes someone
is<00:09:04.200><c> getting</c><00:09:04.519><c> only</c><00:09:04.760><c> two</c><00:09:05.000><c> rows</c><00:09:05.279><c> and</c><00:09:05.399><c> two</c><00:09:05.600><c> columns</c>

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is getting only two rows and two columns
 

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is getting only two rows and two columns
someone<00:09:06.200><c> is</c><00:09:06.320><c> getting</c><00:09:06.560><c> a</c><00:09:06.680><c> bit</c><00:09:06.839><c> more</c><00:09:07.079><c> someone</c><00:09:07.279><c> is</c>

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someone is getting a bit more someone is
 

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someone is getting a bit more someone is
getting<00:09:07.640><c> the</c><00:09:07.760><c> whole</c><00:09:07.959><c> thing</c><00:09:08.240><c> because</c><00:09:08.440><c> he's</c>

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getting the whole thing because he's
 

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getting the whole thing because he's
running<00:09:08.920><c> hands</c><00:09:09.120><c> of</c><00:09:09.360><c> validators</c><00:09:10.360><c> and</c><00:09:10.560><c> he's</c>

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running hands of validators and he's
 

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running hands of validators and he's
securing<00:09:11.200><c> so</c><00:09:11.320><c> much</c><00:09:11.480><c> money</c><00:09:11.800><c> but</c><00:09:11.920><c> it's</c><00:09:12.120><c> better</c>

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securing so much money but it's better
 

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securing so much money but it's better
for<00:09:12.560><c> him</c><00:09:12.720><c> to</c><00:09:12.880><c> get</c><00:09:13.040><c> the</c><00:09:13.160><c> whole</c><00:09:13.440><c> thing</c><00:09:14.279><c> plus</c>

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for him to get the whole thing plus
 

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for him to get the whole thing plus
doing<00:09:15.079><c> that</c><00:09:15.240><c> he</c><00:09:15.399><c> can</c><00:09:15.519><c> support</c><00:09:15.920><c> the</c>

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doing that he can support the
 

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doing that he can support the
system<00:09:18.240><c> that's</c><00:09:18.480><c> one</c><00:09:18.760><c> side</c><00:09:19.200><c> that's</c><00:09:19.399><c> just</c><00:09:19.519><c> the</c>

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system that's one side that's just the
 

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system that's one side that's just the
data<00:09:19.920><c> viability</c><00:09:20.640><c> now</c><00:09:20.800><c> you</c><00:09:20.920><c> have</c><00:09:21.040><c> to</c><00:09:21.200><c> sample</c>

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data viability now you have to sample
 

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data viability now you have to sample
and<00:09:22.000><c> that's</c><00:09:22.320><c> an</c><00:09:22.480><c> individual</c>

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and that's an individual
 

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and that's an individual
node<00:09:24.760><c> and</c><00:09:24.920><c> actually</c><00:09:25.240><c> every</c><00:09:25.480><c> individual</c><00:09:25.880><c> node</c>

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node and actually every individual node
 

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node and actually every individual node
has<00:09:26.240><c> to</c><00:09:26.839><c> sample</c><00:09:27.839><c> that's</c><00:09:28.040><c> his</c><00:09:28.160><c> own</c><00:09:28.360><c> view</c><00:09:28.880><c> so</c><00:09:29.079><c> he</c>

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has to sample that's his own view so he
 

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has to sample that's his own view so he
is<00:09:29.720><c> picking</c><00:09:30.200><c> a</c><00:09:30.320><c> few</c>

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is picking a few
 

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is picking a few
pieces<00:09:32.880><c> and</c><00:09:33.120><c> then</c><00:09:33.680><c> asking</c><00:09:34.000><c> for</c><00:09:34.320><c> those</c><00:09:35.320><c> from</c>

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pieces and then asking for those from
 

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pieces and then asking for those from
custody<00:09:37.200><c> so</c><00:09:37.399><c> you're</c><00:09:37.519><c> getting</c><00:09:37.800><c> this</c><00:09:38.000><c> piece</c>

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custody so you're getting this piece
 

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custody so you're getting this piece
from<00:09:38.440><c> here</c><00:09:38.760><c> that</c><00:09:38.959><c> from</c><00:09:39.160><c> there</c><00:09:39.360><c> that</c><00:09:39.480><c> from</c>

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from here that from there that from
 

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from here that from there that from
there<00:09:40.320><c> and</c><00:09:40.839><c> if</c><00:09:40.959><c> it</c><00:09:41.079><c> manages</c><00:09:41.399><c> to</c><00:09:41.560><c> sample</c><00:09:42.519><c> then</c>

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there and if it manages to sample then
 

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there and if it manages to sample then
things<00:09:42.959><c> are</c>

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things are
 

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things are
good

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good
 

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good
okay<00:09:46.760><c> so</c><00:09:47.760><c> we</c><00:09:47.920><c> have</c><00:09:48.160><c> this</c><00:09:48.360><c> kind</c><00:09:48.519><c> of</c><00:09:48.880><c> two</c><00:09:49.120><c> sides</c>

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okay so we have this kind of two sides
 

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okay so we have this kind of two sides
of<00:09:49.519><c> things</c><00:09:49.800><c> and</c><00:09:49.920><c> you</c><00:09:50.000><c> can</c><00:09:50.120><c> see</c><00:09:50.320><c> that</c><00:09:50.480><c> on</c><00:09:50.600><c> the</c>

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of things and you can see that on the
 

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of things and you can see that on the
network<00:09:51.120><c> these</c><00:09:51.240><c> are</c><00:09:51.399><c> a</c><00:09:51.519><c> little</c><00:09:51.720><c> bit</c><00:09:52.040><c> different</c>

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network these are a little bit different
 

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network these are a little bit different
and<00:09:53.160><c> we</c><00:09:53.279><c> need</c><00:09:53.519><c> them</c><00:09:53.680><c> to</c>

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and we need them to
 

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and we need them to
behave<00:09:56.440><c> differently</c><00:09:57.440><c> so</c><00:09:57.600><c> we</c><00:09:57.760><c> need</c><00:09:58.079><c> them</c><00:09:58.519><c> to</c><00:09:58.720><c> be</c>

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behave differently so we need them to be
 

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behave differently so we need them to be
secure<00:09:59.800><c> robust</c><00:10:00.279><c> fast</c><00:10:00.519><c> and</c><00:10:00.839><c> cheap</c><00:10:01.839><c> and</c><00:10:02.000><c> we</c><00:10:02.120><c> need</c>

00:10:02.269 --> 00:10:02.279 align:start position:0%
secure robust fast and cheap and we need
 

00:10:02.279 --> 00:10:04.389 align:start position:0%
secure robust fast and cheap and we need
sampling<00:10:02.680><c> to</c><00:10:02.800><c> be</c><00:10:02.920><c> secure</c><00:10:03.240><c> robust</c><00:10:03.600><c> fast</c><00:10:03.800><c> and</c>

00:10:04.389 --> 00:10:04.399 align:start position:0%
sampling to be secure robust fast and
 

00:10:04.399 --> 00:10:07.110 align:start position:0%
sampling to be secure robust fast and
cheap<00:10:05.399><c> um</c><00:10:06.000><c> so</c><00:10:06.120><c> we</c><00:10:06.240><c> need</c><00:10:06.360><c> the</c><00:10:06.480><c> same</c><00:10:06.720><c> properties</c>

00:10:07.110 --> 00:10:07.120 align:start position:0%
cheap um so we need the same properties
 

00:10:07.120 --> 00:10:09.269 align:start position:0%
cheap um so we need the same properties
for<00:10:07.200><c> the</c><00:10:07.360><c> two</c><00:10:07.519><c> things</c><00:10:08.200><c> it's</c><00:10:08.480><c> just</c><00:10:08.959><c> uh</c>

00:10:09.269 --> 00:10:09.279 align:start position:0%
for the two things it's just uh
 

00:10:09.279 --> 00:10:11.829 align:start position:0%
for the two things it's just uh
different

00:10:11.829 --> 00:10:11.839 align:start position:0%
different
 

00:10:11.839 --> 00:10:13.870 align:start position:0%
different
protocols

00:10:13.870 --> 00:10:13.880 align:start position:0%
protocols
 

00:10:13.880 --> 00:10:18.190 align:start position:0%
protocols
okay

00:10:18.190 --> 00:10:18.200 align:start position:0%
 
 

00:10:18.200 --> 00:10:21.350 align:start position:0%
 
so<00:10:19.200><c> I</c><00:10:19.320><c> was</c><00:10:19.519><c> saying</c><00:10:20.000><c> that</c><00:10:20.519><c> there</c><00:10:20.640><c> is</c><00:10:20.800><c> peas</c><00:10:21.240><c> and</c>

00:10:21.350 --> 00:10:21.360 align:start position:0%
so I was saying that there is peas and
 

00:10:21.360 --> 00:10:23.030 align:start position:0%
so I was saying that there is peas and
there<00:10:21.440><c> is</c><00:10:21.519><c> FAS</c><00:10:22.200><c> and</c><00:10:22.320><c> there</c><00:10:22.399><c> is</c><00:10:22.600><c> difference</c><00:10:22.920><c> in</c>

00:10:23.030 --> 00:10:23.040 align:start position:0%
there is FAS and there is difference in
 

00:10:23.040 --> 00:10:24.630 align:start position:0%
there is FAS and there is difference in
the<00:10:23.160><c> data</c><00:10:23.440><c> structure</c><00:10:23.920><c> actually</c><00:10:24.200><c> there</c><00:10:24.279><c> are</c><00:10:24.519><c> a</c>

00:10:24.630 --> 00:10:24.640 align:start position:0%
the data structure actually there are a
 

00:10:24.640 --> 00:10:27.230 align:start position:0%
the data structure actually there are a
number<00:10:24.839><c> of</c><00:10:25.399><c> differences</c><00:10:26.399><c> uh</c><00:10:26.560><c> if</c><00:10:26.640><c> you</c><00:10:26.880><c> scan</c>

00:10:27.230 --> 00:10:27.240 align:start position:0%
number of differences uh if you scan
 

00:10:27.240 --> 00:10:28.990 align:start position:0%
number of differences uh if you scan
that<00:10:27.399><c> QR</c><00:10:27.720><c> code</c><00:10:27.959><c> we</c><00:10:28.079><c> have</c><00:10:28.160><c> a</c><00:10:28.320><c> right</c><00:10:28.560><c> up</c><00:10:28.720><c> on</c><00:10:28.880><c> on</c>

00:10:28.990 --> 00:10:29.000 align:start position:0%
that QR code we have a right up on on
 

00:10:29.000 --> 00:10:31.790 align:start position:0%
that QR code we have a right up on on
full<00:10:29.640><c> which</c><00:10:29.720><c> is</c><00:10:29.880><c> starting</c><00:10:30.279><c> from</c><00:10:30.680><c> uh</c><00:10:30.839><c> from</c><00:10:31.040><c> pust</c>

00:10:31.790 --> 00:10:31.800 align:start position:0%
full which is starting from uh from pust
 

00:10:31.800 --> 00:10:34.670 align:start position:0%
full which is starting from uh from pust
and<00:10:32.160><c> uh</c><00:10:32.519><c> some</c><00:10:32.720><c> of</c><00:10:32.920><c> these</c><00:10:33.120><c> techniques</c><00:10:33.800><c> apply</c><00:10:34.480><c> to</c>

00:10:34.670 --> 00:10:34.680 align:start position:0%
and uh some of these techniques apply to
 

00:10:34.680 --> 00:10:36.590 align:start position:0%
and uh some of these techniques apply to
pust<00:10:35.200><c> some</c><00:10:35.320><c> of</c><00:10:35.480><c> them</c><00:10:35.600><c> to</c><00:10:35.720><c> fust</c><00:10:36.240><c> so</c><00:10:36.360><c> what</c><00:10:36.480><c> you</c>

00:10:36.590 --> 00:10:36.600 align:start position:0%
pust some of them to fust so what you
 

00:10:36.600 --> 00:10:41.230 align:start position:0%
pust some of them to fust so what you
see<00:10:36.920><c> here</c><00:10:37.720><c> is</c><00:10:37.920><c> peas</c><00:10:38.560><c> and</c><00:10:38.680><c> in</c><00:10:39.240><c> pillas</c><00:10:40.240><c> you</c><00:10:40.480><c> have</c>

00:10:41.230 --> 00:10:41.240 align:start position:0%
see here is peas and in pillas you have
 

00:10:41.240 --> 00:10:42.350 align:start position:0%
see here is peas and in pillas you have
onedimensional

00:10:42.350 --> 00:10:42.360 align:start position:0%
onedimensional
 

00:10:42.360 --> 00:10:44.509 align:start position:0%
onedimensional
extension<00:10:43.360><c> and</c><00:10:43.560><c> that</c><00:10:43.720><c> also</c><00:10:43.959><c> means</c><00:10:44.240><c> that</c><00:10:44.399><c> when</c>

00:10:44.509 --> 00:10:44.519 align:start position:0%
extension and that also means that when
 

00:10:44.519 --> 00:10:48.069 align:start position:0%
extension and that also means that when
you<00:10:44.600><c> are</c><00:10:45.160><c> sampling</c><00:10:46.160><c> you</c><00:10:46.360><c> cannot</c><00:10:46.720><c> just</c><00:10:46.959><c> get</c><00:10:47.920><c> a</c>

00:10:48.069 --> 00:10:48.079 align:start position:0%
you are sampling you cannot just get a
 

00:10:48.079 --> 00:10:49.750 align:start position:0%
you are sampling you cannot just get a
small<00:10:48.399><c> piece</c><00:10:48.839><c> because</c><00:10:49.040><c> it</c><00:10:49.120><c> would</c><00:10:49.320><c> not</c><00:10:49.519><c> tell</c>

00:10:49.750 --> 00:10:49.760 align:start position:0%
small piece because it would not tell
 

00:10:49.760 --> 00:10:51.990 align:start position:0%
small piece because it would not tell
you<00:10:50.000><c> probabilistically</c><00:10:50.839><c> enough</c><00:10:51.519><c> you</c><00:10:51.680><c> have</c><00:10:51.839><c> to</c>

00:10:51.990 --> 00:10:52.000 align:start position:0%
you probabilistically enough you have to
 

00:10:52.000 --> 00:10:53.150 align:start position:0%
you probabilistically enough you have to
get<00:10:52.120><c> a</c><00:10:52.240><c> full</c>

00:10:53.150 --> 00:10:53.160 align:start position:0%
get a full
 

00:10:53.160 --> 00:10:56.949 align:start position:0%
get a full
column<00:10:54.160><c> so</c><00:10:54.360><c> your</c><00:10:54.600><c> sample</c><00:10:55.360><c> is</c><00:10:55.480><c> a</c><00:10:55.800><c> column</c><00:10:56.800><c> which</c>

00:10:56.949 --> 00:10:56.959 align:start position:0%
column so your sample is a column which
 

00:10:56.959 --> 00:11:00.190 align:start position:0%
column so your sample is a column which
is<00:10:57.079><c> more</c><00:10:57.519><c> data</c><00:10:58.519><c> than</c><00:10:58.639><c> a</c><00:10:58.800><c> cell</c>

00:11:00.190 --> 00:11:00.200 align:start position:0%
is more data than a cell
 

00:11:00.200 --> 00:11:02.230 align:start position:0%
is more data than a cell
that<00:11:00.320><c> you</c><00:11:00.440><c> can</c><00:11:00.600><c> sample</c><00:11:01.480><c> if</c><00:11:01.600><c> you</c><00:11:01.720><c> have</c><00:11:01.880><c> this</c><00:11:02.040><c> two</c>

00:11:02.230 --> 00:11:02.240 align:start position:0%
that you can sample if you have this two
 

00:11:02.240 --> 00:11:04.829 align:start position:0%
that you can sample if you have this two
dimensional

00:11:04.829 --> 00:11:04.839 align:start position:0%
 
 

00:11:04.839 --> 00:11:07.350 align:start position:0%
 
extension<00:11:05.839><c> uh</c><00:11:06.079><c> but</c><00:11:06.200><c> to</c><00:11:06.360><c> make</c><00:11:06.560><c> this</c><00:11:06.760><c> work</c><00:11:07.200><c> you</c>

00:11:07.350 --> 00:11:07.360 align:start position:0%
extension uh but to make this work you
 

00:11:07.360 --> 00:11:08.949 align:start position:0%
extension uh but to make this work you
need<00:11:07.600><c> changes</c><00:11:07.920><c> in</c><00:11:08.079><c> the</c><00:11:08.200><c> networking</c><00:11:08.680><c> changes</c>

00:11:08.949 --> 00:11:08.959 align:start position:0%
need changes in the networking changes
 

00:11:08.959 --> 00:11:10.829 align:start position:0%
need changes in the networking changes
in<00:11:09.079><c> the</c><00:11:09.160><c> other</c><00:11:09.519><c> coding</c><00:11:09.839><c> changes</c><00:11:10.079><c> in</c><00:11:10.240><c> many</c>

00:11:10.829 --> 00:11:10.839 align:start position:0%
in the other coding changes in many
 

00:11:10.839 --> 00:11:13.030 align:start position:0%
in the other coding changes in many
things

00:11:13.030 --> 00:11:13.040 align:start position:0%
things
 

00:11:13.040 --> 00:11:16.629 align:start position:0%
things
okay

00:11:16.629 --> 00:11:16.639 align:start position:0%
 
 

00:11:16.639 --> 00:11:19.710 align:start position:0%
 
so<00:11:17.639><c> let</c><00:11:17.760><c> me</c><00:11:18.200><c> just</c><00:11:18.360><c> give</c><00:11:18.480><c> you</c><00:11:18.600><c> a</c><00:11:18.720><c> comparision</c><00:11:19.480><c> of</c>

00:11:19.710 --> 00:11:19.720 align:start position:0%
so let me just give you a comparision of
 

00:11:19.720 --> 00:11:23.470 align:start position:0%
so let me just give you a comparision of
peas<00:11:20.160><c> and</c>

00:11:23.470 --> 00:11:23.480 align:start position:0%
 
 

00:11:23.480 --> 00:11:26.750 align:start position:0%
 
foras<00:11:24.480><c> actually</c><00:11:24.760><c> let</c><00:11:24.920><c> me</c><00:11:25.519><c> go</c><00:11:25.720><c> back</c><00:11:26.120><c> and</c><00:11:26.440><c> and</c>

00:11:26.750 --> 00:11:26.760 align:start position:0%
foras actually let me go back and and
 

00:11:26.760 --> 00:11:29.430 align:start position:0%
foras actually let me go back and and
just<00:11:27.079><c> go</c><00:11:27.200><c> through</c><00:11:27.480><c> this</c><00:11:27.639><c> list</c><00:11:28.200><c> so</c><00:11:28.399><c> we</c><00:11:28.600><c> have</c>

00:11:29.430 --> 00:11:29.440 align:start position:0%
just go through this list so we have
 

00:11:29.440 --> 00:11:33.509 align:start position:0%
just go through this list so we have
techniques<00:11:29.920><c> here</c><00:11:30.920><c> uh</c><00:11:31.760><c> the</c><00:11:31.920><c> first</c><00:11:32.320><c> category</c><00:11:33.320><c> is</c>

00:11:33.509 --> 00:11:33.519 align:start position:0%
techniques here uh the first category is
 

00:11:33.519 --> 00:11:35.750 align:start position:0%
techniques here uh the first category is
about<00:11:34.160><c> sampling</c><00:11:34.720><c> is</c><00:11:34.880><c> about</c><00:11:35.320><c> how</c><00:11:35.560><c> I'm</c>

00:11:35.750 --> 00:11:35.760 align:start position:0%
about sampling is about how I'm
 

00:11:35.760 --> 00:11:37.590 align:start position:0%
about sampling is about how I'm
selecting<00:11:36.480><c> what</c><00:11:36.639><c> to</c><00:11:36.800><c> sample</c><00:11:37.279><c> how</c><00:11:37.440><c> I'm</c>

00:11:37.590 --> 00:11:37.600 align:start position:0%
selecting what to sample how I'm
 

00:11:37.600 --> 00:11:40.350 align:start position:0%
selecting what to sample how I'm
selecting<00:11:38.079><c> those</c><00:11:38.560><c> small</c><00:11:38.920><c> pieces</c><00:11:39.920><c> that</c><00:11:40.040><c> I</c><00:11:40.160><c> will</c>

00:11:40.350 --> 00:11:40.360 align:start position:0%
selecting those small pieces that I will
 

00:11:40.360 --> 00:11:43.350 align:start position:0%
selecting those small pieces that I will
be<00:11:40.480><c> looking</c><00:11:41.040><c> for</c><00:11:42.040><c> then</c><00:11:42.360><c> the</c><00:11:42.480><c> second</c><00:11:42.800><c> category</c>

00:11:43.350 --> 00:11:43.360 align:start position:0%
be looking for then the second category
 

00:11:43.360 --> 00:11:47.430 align:start position:0%
be looking for then the second category
is<00:11:43.959><c> about</c><00:11:45.079><c> uh</c><00:11:46.079><c> AER</c><00:11:46.560><c> coding</c><00:11:46.839><c> and</c><00:11:46.959><c> the</c><00:11:47.040><c> using</c><00:11:47.320><c> of</c>

00:11:47.430 --> 00:11:47.440 align:start position:0%
is about uh AER coding and the using of
 

00:11:47.440 --> 00:11:50.990 align:start position:0%
is about uh AER coding and the using of
the<00:11:47.560><c> aure</c><00:11:48.000><c> coding</c><00:11:49.000><c> because</c><00:11:49.240><c> what</c><00:11:49.360><c> I</c><00:11:49.480><c> can</c><00:11:49.680><c> do</c><00:11:50.519><c> is</c>

00:11:50.990 --> 00:11:51.000 align:start position:0%
the aure coding because what I can do is
 

00:11:51.000 --> 00:11:53.790 align:start position:0%
the aure coding because what I can do is
if<00:11:51.200><c> the</c><00:11:51.320><c> data</c><00:11:51.560><c> is</c><00:11:51.639><c> AER</c><00:11:52.079><c> coded</c><00:11:53.000><c> I</c><00:11:53.120><c> can</c><00:11:53.320><c> use</c><00:11:53.560><c> that</c>

00:11:53.790 --> 00:11:53.800 align:start position:0%
if the data is AER coded I can use that
 

00:11:53.800 --> 00:11:56.829 align:start position:0%
if the data is AER coded I can use that
as<00:11:54.079><c> part</c><00:11:54.320><c> of</c><00:11:54.560><c> the</c><00:11:55.040><c> transmission</c><00:11:55.800><c> so</c><00:11:56.160><c> when</c><00:11:56.480><c> I'm</c>

00:11:56.829 --> 00:11:56.839 align:start position:0%
as part of the transmission so when I'm
 

00:11:56.839 --> 00:11:59.310 align:start position:0%
as part of the transmission so when I'm
sending<00:11:57.279><c> the</c><00:11:57.480><c> data</c><00:11:58.399><c> I</c><00:11:58.480><c> can</c><00:11:58.639><c> already</c><00:11:58.920><c> use</c><00:11:59.279><c> the</c>

00:11:59.310 --> 00:11:59.320 align:start position:0%
sending the data I can already use the
 

00:11:59.320 --> 00:12:01.790 align:start position:0%
sending the data I can already use the
aure<00:11:59.680><c> coding</c><00:12:00.079><c> to</c><00:12:00.279><c> recover</c><00:12:00.839><c> data</c><00:12:01.399><c> and</c><00:12:01.560><c> then</c>

00:12:01.790 --> 00:12:01.800 align:start position:0%
aure coding to recover data and then
 

00:12:01.800 --> 00:12:03.870 align:start position:0%
aure coding to recover data and then
send<00:12:02.040><c> it</c><00:12:02.160><c> on</c><00:12:02.320><c> to</c><00:12:02.480><c> others</c><00:12:03.360><c> and</c><00:12:03.480><c> that's</c><00:12:03.600><c> a</c><00:12:03.760><c> very</c>

00:12:03.870 --> 00:12:03.880 align:start position:0%
send it on to others and that's a very
 

00:12:03.880 --> 00:12:05.310 align:start position:0%
send it on to others and that's a very
important<00:12:04.279><c> property</c><00:12:04.600><c> we</c><00:12:04.680><c> are</c><00:12:04.839><c> always</c><00:12:05.040><c> using</c>

00:12:05.310 --> 00:12:05.320 align:start position:0%
important property we are always using
 

00:12:05.320 --> 00:12:06.509 align:start position:0%
important property we are always using
aure<00:12:05.680><c> coding</c><00:12:05.959><c> when</c><00:12:06.079><c> we</c><00:12:06.160><c> are</c><00:12:06.279><c> doing</c>

00:12:06.509 --> 00:12:06.519 align:start position:0%
aure coding when we are doing
 

00:12:06.519 --> 00:12:08.110 align:start position:0%
aure coding when we are doing
transmission<00:12:07.040><c> actually</c><00:12:07.519><c> take</c><00:12:07.680><c> your</c><00:12:07.839><c> mobile</c>

00:12:08.110 --> 00:12:08.120 align:start position:0%
transmission actually take your mobile
 

00:12:08.120 --> 00:12:11.870 align:start position:0%
transmission actually take your mobile
phone<00:12:08.399><c> take</c><00:12:08.800><c> whatever</c><00:12:10.040><c> uh</c><00:12:11.040><c> here</c><00:12:11.320><c> we</c><00:12:11.399><c> can</c><00:12:11.560><c> use</c>

00:12:11.870 --> 00:12:11.880 align:start position:0%
phone take whatever uh here we can use
 

00:12:11.880 --> 00:12:14.910 align:start position:0%
phone take whatever uh here we can use
aure<00:12:12.240><c> coding</c><00:12:13.040><c> uh</c><00:12:13.199><c> very</c><00:12:13.440><c> efficiently</c><00:12:14.360><c> to</c><00:12:14.519><c> send</c>

00:12:14.910 --> 00:12:14.920 align:start position:0%
aure coding uh very efficiently to send
 

00:12:14.920 --> 00:12:17.629 align:start position:0%
aure coding uh very efficiently to send
data<00:12:15.440><c> and</c><00:12:15.560><c> when</c><00:12:15.680><c> we</c><00:12:15.760><c> are</c><00:12:15.880><c> sending</c><00:12:16.199><c> a</c><00:12:16.519><c> row</c><00:12:17.519><c> we</c>

00:12:17.629 --> 00:12:17.639 align:start position:0%
data and when we are sending a row we
 

00:12:17.639 --> 00:12:20.750 align:start position:0%
data and when we are sending a row we
can<00:12:18.120><c> take</c><00:12:18.279><c> a</c><00:12:18.720><c> piece</c><00:12:19.720><c> and</c><00:12:19.839><c> we</c><00:12:19.959><c> can</c><00:12:20.160><c> send</c><00:12:20.399><c> it</c><00:12:20.519><c> on</c><00:12:20.639><c> a</c>

00:12:20.750 --> 00:12:20.760 align:start position:0%
can take a piece and we can send it on a
 

00:12:20.760 --> 00:12:22.910 align:start position:0%
can take a piece and we can send it on a
column<00:12:21.120><c> and</c><00:12:21.320><c> then</c><00:12:21.519><c> we</c><00:12:21.720><c> we</c><00:12:22.160><c> have</c><00:12:22.360><c> when</c><00:12:22.480><c> we</c><00:12:22.600><c> have</c>

00:12:22.910 --> 00:12:22.920 align:start position:0%
column and then we we have when we have
 

00:12:22.920 --> 00:12:26.470 align:start position:0%
column and then we we have when we have
received<00:12:23.320><c> half</c><00:12:23.519><c> of</c><00:12:23.680><c> a</c><00:12:23.880><c> row</c><00:12:24.680><c> we</c><00:12:24.800><c> can</c><00:12:25.000><c> extend</c><00:12:25.480><c> it</c>

00:12:26.470 --> 00:12:26.480 align:start position:0%
received half of a row we can extend it
 

00:12:26.480 --> 00:12:31.509 align:start position:0%
received half of a row we can extend it
uh<00:12:27.279><c> to</c><00:12:28.279><c> uh</c><00:12:28.880><c> to</c><00:12:29.279><c> whole</c><00:12:29.519><c> row</c><00:12:29.880><c> for</c>

00:12:31.509 --> 00:12:31.519 align:start position:0%
uh to uh to whole row for
 

00:12:31.519 --> 00:12:33.949 align:start position:0%
uh to uh to whole row for
example<00:12:32.519><c> uh</c><00:12:32.680><c> and</c><00:12:32.839><c> then</c><00:12:33.040><c> there</c><00:12:33.160><c> are</c><00:12:33.399><c> techniques</c>

00:12:33.949 --> 00:12:33.959 align:start position:0%
example uh and then there are techniques
 

00:12:33.959 --> 00:12:37.590 align:start position:0%
example uh and then there are techniques
which<00:12:34.360><c> are</c><00:12:35.360><c> protocol</c><00:12:36.160><c> changes</c><00:12:37.160><c> and</c><00:12:37.320><c> I'm</c><00:12:37.440><c> not</c>

00:12:37.590 --> 00:12:37.600 align:start position:0%
which are protocol changes and I'm not
 

00:12:37.600 --> 00:12:39.990 align:start position:0%
which are protocol changes and I'm not
going<00:12:37.800><c> through</c><00:12:38.079><c> all</c><00:12:38.199><c> of</c><00:12:38.560><c> them</c><00:12:39.560><c> just</c><00:12:39.720><c> showing</c>

00:12:39.990 --> 00:12:40.000 align:start position:0%
going through all of them just showing
 

00:12:40.000 --> 00:12:43.670 align:start position:0%
going through all of them just showing
you<00:12:40.120><c> the</c><00:12:40.279><c> comparision</c><00:12:40.760><c> so</c><00:12:40.959><c> p</c><00:12:41.360><c> and</c>

00:12:43.670 --> 00:12:43.680 align:start position:0%
 
 

00:12:43.680 --> 00:12:47.110 align:start position:0%
 
FAS<00:12:44.680><c> uh</c><00:12:45.160><c> so</c><00:12:45.320><c> one</c><00:12:45.480><c> is</c><00:12:45.600><c> cheap</c><00:12:46.160><c> robust</c><00:12:46.680><c> fast</c><00:12:46.959><c> and</c>

00:12:47.110 --> 00:12:47.120 align:start position:0%
FAS uh so one is cheap robust fast and
 

00:12:47.120 --> 00:12:48.910 align:start position:0%
FAS uh so one is cheap robust fast and
secure<00:12:47.480><c> and</c><00:12:47.600><c> the</c><00:12:47.680><c> other</c><00:12:47.839><c> is</c><00:12:47.959><c> cheaper</c><00:12:48.680><c> more</c>

00:12:48.910 --> 00:12:48.920 align:start position:0%
secure and the other is cheaper more
 

00:12:48.920 --> 00:12:52.189 align:start position:0%
secure and the other is cheaper more
robust<00:12:49.519><c> faster</c><00:12:50.000><c> and</c><00:12:50.160><c> more</c><00:12:50.680><c> secure</c><00:12:51.680><c> and</c><00:12:51.800><c> I</c><00:12:51.920><c> was</c>

00:12:52.189 --> 00:12:52.199 align:start position:0%
robust faster and more secure and I was
 

00:12:52.199 --> 00:12:56.110 align:start position:0%
robust faster and more secure and I was
inclined<00:12:52.680><c> to</c><00:12:52.839><c> stop</c><00:12:53.480><c> here</c><00:12:54.480><c> uh</c><00:12:55.440><c> but</c><00:12:55.600><c> let's</c><00:12:55.760><c> see</c><00:12:55.959><c> a</c>

00:12:56.110 --> 00:12:56.120 align:start position:0%
inclined to stop here uh but let's see a
 

00:12:56.120 --> 00:13:00.269 align:start position:0%
inclined to stop here uh but let's see a
little<00:12:56.320><c> bit</c><00:12:56.440><c> more</c><00:12:56.639><c> in</c><00:12:56.800><c> detail</c>

00:13:00.269 --> 00:13:00.279 align:start position:0%
 
 

00:13:00.279 --> 00:13:03.629 align:start position:0%
 
okay<00:13:01.279><c> so</c><00:13:01.480><c> Fus</c><00:13:01.920><c> is</c><00:13:02.000><c> cheaper</c><00:13:02.959><c> uh</c><00:13:03.079><c> it's</c><00:13:03.240><c> cheaper</c>

00:13:03.629 --> 00:13:03.639 align:start position:0%
okay so Fus is cheaper uh it's cheaper
 

00:13:03.639 --> 00:13:05.790 align:start position:0%
okay so Fus is cheaper uh it's cheaper
because<00:13:03.880><c> it's</c><00:13:04.120><c> as</c><00:13:04.199><c> I</c><00:13:04.360><c> shown</c><00:13:04.959><c> it's</c><00:13:05.120><c> sampling</c><00:13:05.639><c> at</c>

00:13:05.790 --> 00:13:05.800 align:start position:0%
because it's as I shown it's sampling at
 

00:13:05.800 --> 00:13:09.910 align:start position:0%
because it's as I shown it's sampling at
the<00:13:05.880><c> cell</c><00:13:06.199><c> level</c><00:13:07.040><c> and</c><00:13:07.199><c> the</c><00:13:07.360><c> cell</c><00:13:08.040><c> is</c><00:13:08.560><c> 512</c><00:13:09.560><c> bytes</c>

00:13:09.910 --> 00:13:09.920 align:start position:0%
the cell level and the cell is 512 bytes
 

00:13:09.920 --> 00:13:11.110 align:start position:0%
the cell level and the cell is 512 bytes
actually<00:13:10.160><c> it's</c>

00:13:11.110 --> 00:13:11.120 align:start position:0%
actually it's
 

00:13:11.120 --> 00:13:13.990 align:start position:0%
actually it's
590<00:13:12.120><c> bytes</c><00:13:12.440><c> because</c><00:13:12.639><c> it's</c><00:13:12.839><c> the</c><00:13:13.040><c> data</c><00:13:13.320><c> plus</c><00:13:13.480><c> the</c>

00:13:13.990 --> 00:13:14.000 align:start position:0%
590 bytes because it's the data plus the
 

00:13:14.000 --> 00:13:16.389 align:start position:0%
590 bytes because it's the data plus the
proof<00:13:15.000><c> uh</c><00:13:15.160><c> which</c><00:13:15.279><c> is</c><00:13:15.399><c> still</c><00:13:15.680><c> much</c><00:13:15.880><c> smaller</c>

00:13:16.389 --> 00:13:16.399 align:start position:0%
proof uh which is still much smaller
 

00:13:16.399 --> 00:13:19.150 align:start position:0%
proof uh which is still much smaller
than<00:13:16.600><c> than</c><00:13:16.720><c> a</c><00:13:16.800><c> whole</c><00:13:17.480><c> column</c><00:13:18.480><c> so</c><00:13:18.680><c> whenever</c><00:13:19.040><c> we</c>

00:13:19.150 --> 00:13:19.160 align:start position:0%
than than a whole column so whenever we
 

00:13:19.160 --> 00:13:22.030 align:start position:0%
than than a whole column so whenever we
are<00:13:19.800><c> uh</c><00:13:20.760><c> so</c><00:13:20.920><c> the</c>

00:13:22.030 --> 00:13:22.040 align:start position:0%
are uh so the
 

00:13:22.040 --> 00:13:24.509 align:start position:0%
are uh so the
sampling<00:13:23.040><c> uh</c><00:13:23.279><c> becomes</c>

00:13:24.509 --> 00:13:24.519 align:start position:0%
sampling uh becomes
 

00:13:24.519 --> 00:13:28.750 align:start position:0%
sampling uh becomes
cheaper<00:13:25.519><c> it's</c><00:13:25.680><c> more</c><00:13:26.240><c> robust</c><00:13:27.240><c> because</c><00:13:28.199><c> it</c><00:13:28.399><c> can</c>

00:13:28.750 --> 00:13:28.760 align:start position:0%
cheaper it's more robust because it can
 

00:13:28.760 --> 00:13:31.430 align:start position:0%
cheaper it's more robust because it can
do<00:13:29.120><c> arure</c><00:13:29.519><c> coding</c><00:13:30.240><c> which</c><00:13:30.360><c> is</c><00:13:30.519><c> allowing</c><00:13:31.320><c> uh</c>

00:13:31.430 --> 00:13:31.440 align:start position:0%
do arure coding which is allowing uh
 

00:13:31.440 --> 00:13:33.629 align:start position:0%
do arure coding which is allowing uh
what<00:13:31.560><c> I</c><00:13:31.920><c> was</c><00:13:32.079><c> calling</c><00:13:32.320><c> local</c><00:13:32.639><c> repair</c><00:13:33.160><c> but</c><00:13:33.480><c> uh</c>

00:13:33.629 --> 00:13:33.639 align:start position:0%
what I was calling local repair but uh
 

00:13:33.639 --> 00:13:36.629 align:start position:0%
what I was calling local repair but uh
what<00:13:33.800><c> local</c><00:13:34.440><c> means</c><00:13:35.440><c> uh</c><00:13:35.639><c> is</c><00:13:35.839><c> important</c><00:13:36.199><c> to</c>

00:13:36.629 --> 00:13:36.639 align:start position:0%
what local means uh is important to
 

00:13:36.639 --> 00:13:38.189 align:start position:0%
what local means uh is important to
understand<00:13:36.800><c> local</c><00:13:37.160><c> means</c><00:13:37.560><c> in</c><00:13:37.680><c> the</c><00:13:37.800><c> sense</c><00:13:38.040><c> of</c>

00:13:38.189 --> 00:13:38.199 align:start position:0%
understand local means in the sense of
 

00:13:38.199 --> 00:13:41.430 align:start position:0%
understand local means in the sense of
the<00:13:38.399><c> code</c><00:13:38.920><c> in</c><00:13:39.040><c> the</c><00:13:39.199><c> sense</c><00:13:39.519><c> of</c><00:13:40.519><c> let</c><00:13:40.639><c> me</c><00:13:40.880><c> go</c><00:13:41.079><c> back</c>

00:13:41.430 --> 00:13:41.440 align:start position:0%
the code in the sense of let me go back
 

00:13:41.440 --> 00:13:44.430 align:start position:0%
the code in the sense of let me go back
here<00:13:42.199><c> in</c><00:13:42.320><c> the</c><00:13:42.480><c> sense</c><00:13:42.720><c> of</c><00:13:43.320><c> this</c><00:13:43.600><c> Square</c><00:13:44.120><c> so</c><00:13:44.320><c> I</c>

00:13:44.430 --> 00:13:44.440 align:start position:0%
here in the sense of this Square so I
 

00:13:44.440 --> 00:13:46.870 align:start position:0%
here in the sense of this Square so I
only<00:13:44.639><c> have</c><00:13:44.760><c> a</c><00:13:44.880><c> few</c><00:13:45.240><c> data</c><00:13:45.600><c> I</c><00:13:45.720><c> only</c><00:13:46.000><c> have</c><00:13:46.519><c> half</c><00:13:46.760><c> of</c>

00:13:46.870 --> 00:13:46.880 align:start position:0%
only have a few data I only have half of
 

00:13:46.880 --> 00:13:49.310 align:start position:0%
only have a few data I only have half of
a<00:13:47.040><c> column</c><00:13:47.880><c> and</c><00:13:48.040><c> I</c><00:13:48.120><c> can</c><00:13:48.320><c> repair</c><00:13:48.800><c> something</c><00:13:49.240><c> I</c>

00:13:49.310 --> 00:13:49.320 align:start position:0%
a column and I can repair something I
 

00:13:49.320 --> 00:13:52.189 align:start position:0%
a column and I can repair something I
can<00:13:49.959><c> generate</c><00:13:50.519><c> these</c><00:13:51.040><c> or</c><00:13:51.199><c> I</c><00:13:51.320><c> have</c><00:13:51.519><c> these</c><00:13:52.000><c> and</c><00:13:52.120><c> I</c>

00:13:52.189 --> 00:13:52.199 align:start position:0%
can generate these or I have these and I
 

00:13:52.199 --> 00:13:54.829 align:start position:0%
can generate these or I have these and I
can<00:13:52.360><c> generate</c><00:13:52.720><c> these</c><00:13:53.519><c> well</c><00:13:53.639><c> I</c><00:13:53.759><c> have</c><00:13:53.920><c> a</c><00:13:54.519><c> half</c><00:13:54.720><c> of</c>

00:13:54.829 --> 00:13:54.839 align:start position:0%
can generate these well I have a half of
 

00:13:54.839 --> 00:13:56.629 align:start position:0%
can generate these well I have a half of
the<00:13:55.000><c> pieces</c><00:13:55.399><c> here</c><00:13:55.560><c> and</c><00:13:55.759><c> I</c><00:13:55.839><c> can</c><00:13:56.000><c> generate</c><00:13:56.440><c> this</c>

00:13:56.629 --> 00:13:56.639 align:start position:0%
the pieces here and I can generate this
 

00:13:56.639 --> 00:13:59.829 align:start position:0%
the pieces here and I can generate this
one<00:13:57.639><c> I</c><00:13:57.800><c> cannot</c><00:13:58.120><c> do</c><00:13:58.279><c> that</c><00:13:58.440><c> up</c><00:13:58.680><c> there</c>

00:13:59.829 --> 00:13:59.839 align:start position:0%
one I cannot do that up there
 

00:13:59.839 --> 00:14:02.069 align:start position:0%
one I cannot do that up there
and<00:14:00.000><c> that's</c><00:14:00.160><c> a</c><00:14:00.320><c> huge</c><00:14:00.759><c> difference</c><00:14:01.759><c> that's</c><00:14:01.920><c> a</c>

00:14:02.069 --> 00:14:02.079 align:start position:0%
and that's a huge difference that's a
 

00:14:02.079 --> 00:14:04.990 align:start position:0%
and that's a huge difference that's a
huge<00:14:02.720><c> difference</c><00:14:03.720><c> because</c><00:14:04.040><c> that</c><00:14:04.199><c> means</c><00:14:04.759><c> that</c>

00:14:04.990 --> 00:14:05.000 align:start position:0%
huge difference because that means that
 

00:14:05.000 --> 00:14:08.389 align:start position:0%
huge difference because that means that
every<00:14:05.279><c> single</c><00:14:05.639><c> node</c><00:14:06.440><c> can</c><00:14:06.600><c> do</c><00:14:06.800><c> repair</c><00:14:07.800><c> not</c><00:14:08.079><c> just</c>

00:14:08.389 --> 00:14:08.399 align:start position:0%
every single node can do repair not just
 

00:14:08.399 --> 00:14:11.470 align:start position:0%
every single node can do repair not just
big<00:14:08.600><c> nodes</c><00:14:08.959><c> who</c><00:14:09.079><c> are</c><00:14:09.240><c> having</c><00:14:09.480><c> old</c><00:14:10.160><c> data</c><00:14:11.160><c> uh</c><00:14:11.320><c> but</c>

00:14:11.470 --> 00:14:11.480 align:start position:0%
big nodes who are having old data uh but
 

00:14:11.480 --> 00:14:13.470 align:start position:0%
big nodes who are having old data uh but
every<00:14:11.680><c> single</c><00:14:11.959><c> node</c><00:14:12.320><c> actually</c><00:14:13.120><c> in</c><00:14:13.279><c> that</c>

00:14:13.470 --> 00:14:13.480 align:start position:0%
every single node actually in that
 

00:14:13.480 --> 00:14:16.470 align:start position:0%
every single node actually in that
construct<00:14:13.920><c> we</c><00:14:14.040><c> don't</c><00:14:14.279><c> need</c><00:14:14.560><c> big</c><00:14:15.120><c> nodes</c><00:14:16.120><c> uh</c>

00:14:16.470 --> 00:14:16.480 align:start position:0%
construct we don't need big nodes uh
 

00:14:16.480 --> 00:14:17.990 align:start position:0%
construct we don't need big nodes uh
which<00:14:16.680><c> by</c><00:14:16.800><c> the</c><00:14:16.920><c> way</c><00:14:17.040><c> we</c><00:14:17.160><c> have</c><00:14:17.279><c> in</c><00:14:17.440><c> etherum</c><00:14:17.880><c> so</c>

00:14:17.990 --> 00:14:18.000 align:start position:0%
which by the way we have in etherum so
 

00:14:18.000 --> 00:14:20.470 align:start position:0%
which by the way we have in etherum so
it's<00:14:18.120><c> not</c><00:14:18.360><c> like</c><00:14:18.720><c> we</c><00:14:18.839><c> don't</c><00:14:19.079><c> have</c><00:14:19.279><c> them</c><00:14:20.279><c> uh</c><00:14:20.399><c> but</c>

00:14:20.470 --> 00:14:20.480 align:start position:0%
it's not like we don't have them uh but
 

00:14:20.480 --> 00:14:23.749 align:start position:0%
it's not like we don't have them uh but
we<00:14:20.600><c> are</c><00:14:20.680><c> not</c><00:14:20.920><c> relying</c><00:14:21.399><c> on</c><00:14:21.920><c> them</c><00:14:22.600><c> doing</c><00:14:23.240><c> the</c>

00:14:23.749 --> 00:14:23.759 align:start position:0%
we are not relying on them doing the
 

00:14:23.759 --> 00:14:27.550 align:start position:0%
we are not relying on them doing the
repair<00:14:24.759><c> in</c><00:14:25.000><c> the</c><00:14:25.399><c> in</c><00:14:25.519><c> the</c><00:14:25.680><c> data</c><00:14:26.399><c> structure</c><00:14:27.399><c> and</c>

00:14:27.550 --> 00:14:27.560 align:start position:0%
repair in the in the data structure and
 

00:14:27.560 --> 00:14:29.910 align:start position:0%
repair in the in the data structure and
it's<00:14:27.759><c> faster</c><00:14:28.639><c> why</c><00:14:28.720><c> it's</c><00:14:28.839><c> faster</c>

00:14:29.910 --> 00:14:29.920 align:start position:0%
it's faster why it's faster
 

00:14:29.920 --> 00:14:31.629 align:start position:0%
it's faster why it's faster
uh<00:14:30.040><c> because</c><00:14:30.240><c> we</c><00:14:30.320><c> are</c><00:14:30.440><c> working</c><00:14:30.680><c> on</c><00:14:30.880><c> new</c>

00:14:31.629 --> 00:14:31.639 align:start position:0%
uh because we are working on new
 

00:14:31.639 --> 00:14:34.790 align:start position:0%
uh because we are working on new
protocols<00:14:32.639><c> and</c><00:14:33.120><c> uh</c><00:14:33.279><c> both</c><00:14:33.480><c> for</c><00:14:33.920><c> the</c><00:14:34.079><c> pops</c><00:14:34.360><c> up</c>

00:14:34.790 --> 00:14:34.800 align:start position:0%
protocols and uh both for the pops up
 

00:14:34.800 --> 00:14:37.749 align:start position:0%
protocols and uh both for the pops up
part<00:14:35.800><c> and</c><00:14:35.959><c> both</c><00:14:36.120><c> for</c><00:14:36.240><c> the</c><00:14:36.360><c> sampling</c>

00:14:37.749 --> 00:14:37.759 align:start position:0%
part and both for the sampling
 

00:14:37.759 --> 00:14:39.870 align:start position:0%
part and both for the sampling
part

00:14:39.870 --> 00:14:39.880 align:start position:0%
part
 

00:14:39.880 --> 00:14:44.590 align:start position:0%
part
so<00:14:40.880><c> and</c><00:14:41.279><c> yes</c><00:14:42.279><c> uh</c><00:14:42.399><c> is</c><00:14:42.519><c> it</c><00:14:42.680><c> more</c><00:14:42.920><c> secure</c><00:14:43.920><c> uh</c><00:14:44.399><c> so</c>

00:14:44.590 --> 00:14:44.600 align:start position:0%
so and yes uh is it more secure uh so
 

00:14:44.600 --> 00:14:46.389 align:start position:0%
so and yes uh is it more secure uh so
the<00:14:44.759><c> right</c><00:14:44.959><c> size</c><00:14:45.320><c> is</c><00:14:45.440><c> still</c><00:14:45.600><c> in</c>

00:14:46.389 --> 00:14:46.399 align:start position:0%
the right size is still in
 

00:14:46.399 --> 00:14:48.790 align:start position:0%
the right size is still in
resarch<00:14:47.399><c> uh</c><00:14:47.680><c> should</c><00:14:47.880><c> it</c><00:14:48.040><c> be</c><00:14:48.199><c> more</c><00:14:48.440><c> secure</c>

00:14:48.790 --> 00:14:48.800 align:start position:0%
resarch uh should it be more secure
 

00:14:48.800 --> 00:14:50.749 align:start position:0%
resarch uh should it be more secure
actually<00:14:49.279><c> when</c><00:14:49.440><c> this</c><00:14:49.560><c> is</c><00:14:49.680><c> secure</c><00:14:50.040><c> enough</c><00:14:50.639><c> uh</c>

00:14:50.749 --> 00:14:50.759 align:start position:0%
actually when this is secure enough uh
 

00:14:50.759 --> 00:14:52.310 align:start position:0%
actually when this is secure enough uh
that<00:14:50.880><c> we</c><00:14:50.959><c> are</c><00:14:51.079><c> changing</c><00:14:51.360><c> to</c><00:14:51.519><c> this</c><00:14:52.000><c> actually</c><00:14:52.240><c> it</c>

00:14:52.310 --> 00:14:52.320 align:start position:0%
that we are changing to this actually it
 

00:14:52.320 --> 00:14:54.949 align:start position:0%
that we are changing to this actually it
doesn't<00:14:53.320><c> uh</c><00:14:53.440><c> it</c><00:14:53.519><c> shouldn't</c><00:14:53.800><c> be</c><00:14:53.959><c> less</c><00:14:54.199><c> secure</c>

00:14:54.949 --> 00:14:54.959 align:start position:0%
doesn't uh it shouldn't be less secure
 

00:14:54.959 --> 00:14:56.430 align:start position:0%
doesn't uh it shouldn't be less secure
uh<00:14:55.079><c> that's</c><00:14:55.279><c> still</c><00:14:55.480><c> in</c><00:14:55.600><c> research</c><00:14:56.199><c> this</c><00:14:56.320><c> is</c>

00:14:56.430 --> 00:14:56.440 align:start position:0%
uh that's still in research this is
 

00:14:56.440 --> 00:14:59.470 align:start position:0%
uh that's still in research this is
still<00:14:56.680><c> in</c><00:14:56.839><c> specification</c><00:14:57.360><c> and</c><00:14:57.720><c> changing</c><00:14:58.720><c> so</c>

00:14:59.470 --> 00:14:59.480 align:start position:0%
still in specification and changing so
 

00:14:59.480 --> 00:15:01.430 align:start position:0%
still in specification and changing so
uh<00:14:59.720><c> let</c><00:14:59.880><c> me</c><00:15:00.040><c> not</c><00:15:00.480><c> do</c><00:15:00.600><c> more</c><00:15:00.800><c> comparisions</c>

00:15:01.430 --> 00:15:01.440 align:start position:0%
uh let me not do more comparisions
 

00:15:01.440 --> 00:15:02.949 align:start position:0%
uh let me not do more comparisions
because<00:15:01.720><c> this</c><00:15:01.839><c> will</c><00:15:02.040><c> change</c><00:15:02.480><c> and</c><00:15:02.639><c> actually</c>

00:15:02.949 --> 00:15:02.959 align:start position:0%
because this will change and actually
 

00:15:02.959 --> 00:15:05.069 align:start position:0%
because this will change and actually
this<00:15:03.120><c> is</c><00:15:03.320><c> still</c><00:15:03.519><c> in</c>

00:15:05.069 --> 00:15:05.079 align:start position:0%
this is still in
 

00:15:05.079 --> 00:15:07.710 align:start position:0%
this is still in
changing

00:15:07.710 --> 00:15:07.720 align:start position:0%
changing
 

00:15:07.720 --> 00:15:14.030 align:start position:0%
changing
okay<00:15:08.720><c> sorry</c><00:15:09.639><c> uh</c><00:15:10.440><c> last</c>

00:15:14.030 --> 00:15:14.040 align:start position:0%
 
 

00:15:14.040 --> 00:15:16.910 align:start position:0%
 
slide<00:15:15.040><c> as</c><00:15:15.199><c> I</c><00:15:15.320><c> said</c><00:15:15.759><c> it</c><00:15:15.880><c> is</c><00:15:16.000><c> not</c><00:15:16.160><c> just</c><00:15:16.360><c> peas</c><00:15:16.759><c> and</c>

00:15:16.910 --> 00:15:16.920 align:start position:0%
slide as I said it is not just peas and
 

00:15:16.920 --> 00:15:20.829 align:start position:0%
slide as I said it is not just peas and
FAS<00:15:17.839><c> uh</c><00:15:17.959><c> but</c><00:15:18.079><c> we</c><00:15:18.199><c> can</c><00:15:18.360><c> go</c><00:15:18.680><c> beyond</c><00:15:19.680><c> and</c><00:15:20.279><c> uh</c><00:15:20.519><c> to</c><00:15:20.680><c> go</c>

00:15:20.829 --> 00:15:20.839 align:start position:0%
FAS uh but we can go beyond and uh to go
 

00:15:20.839 --> 00:15:23.550 align:start position:0%
FAS uh but we can go beyond and uh to go
beyond<00:15:21.120><c> we</c><00:15:21.240><c> have</c><00:15:21.360><c> to</c><00:15:21.480><c> resync</c><00:15:21.880><c> the</c><00:15:22.040><c> data</c><00:15:22.560><c> flow</c>

00:15:23.550 --> 00:15:23.560 align:start position:0%
beyond we have to resync the data flow
 

00:15:23.560 --> 00:15:25.350 align:start position:0%
beyond we have to resync the data flow
so<00:15:23.800><c> how</c><00:15:23.959><c> is</c><00:15:24.120><c> this</c><00:15:24.279><c> data</c>

00:15:25.350 --> 00:15:25.360 align:start position:0%
so how is this data
 

00:15:25.360 --> 00:15:27.990 align:start position:0%
so how is this data
flow<00:15:26.360><c> what</c><00:15:26.480><c> is</c><00:15:26.680><c> happening</c><00:15:27.600><c> what</c><00:15:27.720><c> I</c><00:15:27.839><c> was</c>

00:15:27.990 --> 00:15:28.000 align:start position:0%
flow what is happening what I was
 

00:15:28.000 --> 00:15:29.389 align:start position:0%
flow what is happening what I was
speaking<00:15:28.360><c> about</c><00:15:28.600><c> is</c><00:15:28.720><c> what's</c><00:15:29.000><c> happening</c><00:15:29.240><c> in</c><00:15:29.319><c> a</c>

00:15:29.389 --> 00:15:29.399 align:start position:0%
speaking about is what's happening in a
 

00:15:29.399 --> 00:15:32.470 align:start position:0%
speaking about is what's happening in a
consensus<00:15:30.120><c> layer</c><00:15:31.120><c> so</c><00:15:31.880><c> when</c><00:15:32.000><c> a</c><00:15:32.120><c> block</c><00:15:32.360><c> is</c>

00:15:32.470 --> 00:15:32.480 align:start position:0%
consensus layer so when a block is
 

00:15:32.480 --> 00:15:34.710 align:start position:0%
consensus layer so when a block is
generated<00:15:33.079><c> how</c><00:15:33.279><c> that's</c><00:15:33.720><c> distributed</c><00:15:34.519><c> but</c>

00:15:34.710 --> 00:15:34.720 align:start position:0%
generated how that's distributed but
 

00:15:34.720 --> 00:15:38.509 align:start position:0%
generated how that's distributed but
actually<00:15:35.399><c> these</c><00:15:35.560><c> blobs</c><00:15:35.880><c> are</c><00:15:36.079><c> coming</c><00:15:36.759><c> as</c>

00:15:38.509 --> 00:15:38.519 align:start position:0%
actually these blobs are coming as
 

00:15:38.519 --> 00:15:42.030 align:start position:0%
actually these blobs are coming as
transactions<00:15:39.519><c> from</c><00:15:39.720><c> the</c><00:15:40.079><c> world</c><00:15:41.079><c> okay</c><00:15:41.839><c> so</c>

00:15:42.030 --> 00:15:42.040 align:start position:0%
transactions from the world okay so
 

00:15:42.040 --> 00:15:44.790 align:start position:0%
transactions from the world okay so
let's<00:15:42.279><c> say</c><00:15:42.600><c> one</c><00:15:42.800><c> blob</c><00:15:43.040><c> is</c><00:15:43.160><c> coming</c>

00:15:44.790 --> 00:15:44.800 align:start position:0%
let's say one blob is coming
 

00:15:44.800 --> 00:15:47.710 align:start position:0%
let's say one blob is coming
in<00:15:45.800><c> and</c><00:15:45.920><c> that</c><00:15:46.079><c> goes</c><00:15:46.240><c> to</c><00:15:46.360><c> the</c><00:15:46.480><c> execution</c><00:15:46.959><c> layer</c>

00:15:47.710 --> 00:15:47.720 align:start position:0%
in and that goes to the execution layer
 

00:15:47.720 --> 00:15:49.790 align:start position:0%
in and that goes to the execution layer
and<00:15:47.839><c> the</c><00:15:48.000><c> execution</c><00:15:48.519><c> layer</c><00:15:48.880><c> has</c><00:15:49.000><c> the</c><00:15:49.120><c> mol</c><00:15:49.680><c> and</c>

00:15:49.790 --> 00:15:49.800 align:start position:0%
and the execution layer has the mol and
 

00:15:49.800 --> 00:15:52.069 align:start position:0%
and the execution layer has the mol and
the<00:15:49.880><c> mol</c><00:15:50.240><c> is</c><00:15:50.399><c> redistributing</c><00:15:51.199><c> this</c><00:15:51.480><c> sharing</c>

00:15:52.069 --> 00:15:52.079 align:start position:0%
the mol is redistributing this sharing
 

00:15:52.079 --> 00:15:54.949 align:start position:0%
the mol is redistributing this sharing
this<00:15:52.240><c> blob</c><00:15:53.079><c> between</c><00:15:53.360><c> nodes</c><00:15:54.279><c> actually</c><00:15:54.839><c> when</c>

00:15:54.949 --> 00:15:54.959 align:start position:0%
this blob between nodes actually when
 

00:15:54.959 --> 00:15:57.470 align:start position:0%
this blob between nodes actually when
it's<00:15:55.160><c> blobs</c><00:15:56.040><c> it's</c><00:15:56.240><c> not</c><00:15:56.399><c> shared</c><00:15:57.120><c> like</c><00:15:57.360><c> when</c>

00:15:57.470 --> 00:15:57.480 align:start position:0%
it's blobs it's not shared like when
 

00:15:57.480 --> 00:16:00.230 align:start position:0%
it's blobs it's not shared like when
it's<00:15:58.399><c> normal</c><00:15:59.000><c> for</c><00:15:59.160><c> small</c><00:15:59.519><c> transactions</c><00:16:00.120><c> when</c>

00:16:00.230 --> 00:16:00.240 align:start position:0%
it's normal for small transactions when
 

00:16:00.240 --> 00:16:02.350 align:start position:0%
it's normal for small transactions when
it's<00:16:00.360><c> normal</c><00:16:00.720><c> small</c><00:16:01.040><c> transactions</c><00:16:01.680><c> these</c>

00:16:02.350 --> 00:16:02.360 align:start position:0%
it's normal small transactions these
 

00:16:02.360 --> 00:16:05.150 align:start position:0%
it's normal small transactions these
transactions<00:16:02.880><c> are</c><00:16:03.120><c> pushed</c><00:16:03.480><c> to</c><00:16:04.000><c> others</c><00:16:05.000><c> when</c>

00:16:05.150 --> 00:16:05.160 align:start position:0%
transactions are pushed to others when
 

00:16:05.160 --> 00:16:07.350 align:start position:0%
transactions are pushed to others when
it<00:16:05.319><c> blobs</c><00:16:06.000><c> is</c><00:16:06.240><c> just</c><00:16:06.440><c> information</c><00:16:07.000><c> that</c><00:16:07.120><c> I</c><00:16:07.240><c> have</c>

00:16:07.350 --> 00:16:07.360 align:start position:0%
it blobs is just information that I have
 

00:16:07.360 --> 00:16:08.430 align:start position:0%
it blobs is just information that I have
this<00:16:07.480><c> blob</c><00:16:07.759><c> and</c><00:16:07.880><c> then</c><00:16:08.040><c> the</c><00:16:08.120><c> others</c><00:16:08.319><c> are</c>

00:16:08.430 --> 00:16:08.440 align:start position:0%
this blob and then the others are
 

00:16:08.440 --> 00:16:10.910 align:start position:0%
this blob and then the others are
pulling<00:16:09.000><c> it</c><00:16:10.000><c> overall</c>

00:16:10.910 --> 00:16:10.920 align:start position:0%
pulling it overall
 

00:16:10.920 --> 00:16:13.749 align:start position:0%
pulling it overall
effect<00:16:11.920><c> these</c><00:16:12.079><c> blobs</c><00:16:12.440><c> are</c><00:16:12.639><c> spreading</c><00:16:13.120><c> in</c><00:16:13.240><c> the</c>

00:16:13.749 --> 00:16:13.759 align:start position:0%
effect these blobs are spreading in the
 

00:16:13.759 --> 00:16:16.110 align:start position:0%
effect these blobs are spreading in the
network<00:16:14.759><c> let's</c><00:16:14.959><c> see</c><00:16:15.120><c> there</c><00:16:15.199><c> is</c><00:16:15.319><c> another</c><00:16:15.639><c> blob</c>

00:16:16.110 --> 00:16:16.120 align:start position:0%
network let's see there is another blob
 

00:16:16.120 --> 00:16:18.670 align:start position:0%
network let's see there is another blob
that's<00:16:16.319><c> spreading</c><00:16:16.720><c> also</c><00:16:16.959><c> in</c><00:16:17.079><c> the</c><00:16:17.519><c> network</c><00:16:18.519><c> and</c>

00:16:18.670 --> 00:16:18.680 align:start position:0%
that's spreading also in the network and
 

00:16:18.680 --> 00:16:21.550 align:start position:0%
that's spreading also in the network and
then<00:16:18.920><c> there</c><00:16:19.079><c> is</c><00:16:19.800><c> one</c><00:16:20.000><c> node</c><00:16:20.680><c> which</c><00:16:20.839><c> is</c>

00:16:21.550 --> 00:16:21.560 align:start position:0%
then there is one node which is
 

00:16:21.560 --> 00:16:25.030 align:start position:0%
then there is one node which is
selected<00:16:22.560><c> as</c><00:16:23.160><c> block</c>

00:16:25.030 --> 00:16:25.040 align:start position:0%
selected as block
 

00:16:25.040 --> 00:16:26.910 align:start position:0%
selected as block
proposal<00:16:26.040><c> takes</c><00:16:26.279><c> the</c>

00:16:26.910 --> 00:16:26.920 align:start position:0%
proposal takes the
 

00:16:26.920 --> 00:16:30.990 align:start position:0%
proposal takes the
blobs<00:16:27.920><c> packages</c><00:16:28.440><c> them</c><00:16:29.160><c> does</c><00:16:29.399><c> the</c><00:16:30.000><c> encoding</c>

00:16:30.990 --> 00:16:31.000 align:start position:0%
blobs packages them does the encoding
 

00:16:31.000 --> 00:16:33.430 align:start position:0%
blobs packages them does the encoding
and<00:16:31.199><c> then</c><00:16:32.079><c> the</c><00:16:32.199><c> encoded</c><00:16:32.639><c> version</c><00:16:32.920><c> is</c><00:16:33.079><c> getting</c>

00:16:33.430 --> 00:16:33.440 align:start position:0%
and then the encoded version is getting
 

00:16:33.440 --> 00:16:35.829 align:start position:0%
and then the encoded version is getting
spread<00:16:33.800><c> in</c><00:16:33.920><c> the</c><00:16:34.079><c> consensus</c><00:16:34.560><c> layer</c><00:16:35.480><c> everyone</c>

00:16:35.829 --> 00:16:35.839 align:start position:0%
spread in the consensus layer everyone
 

00:16:35.839 --> 00:16:38.110 align:start position:0%
spread in the consensus layer everyone
is<00:16:35.959><c> getting</c><00:16:36.240><c> his</c><00:16:36.560><c> place</c><00:16:37.560><c> I</c><00:16:37.639><c> think</c><00:16:37.800><c> you</c><00:16:37.920><c> start</c>

00:16:38.110 --> 00:16:38.120 align:start position:0%
is getting his place I think you start
 

00:16:38.120 --> 00:16:40.590 align:start position:0%
is getting his place I think you start
to<00:16:38.240><c> see</c><00:16:38.440><c> the</c><00:16:38.600><c> problem</c><00:16:39.199><c> right</c><00:16:39.959><c> it's</c><00:16:40.120><c> not</c><00:16:40.399><c> the</c>

00:16:40.590 --> 00:16:40.600 align:start position:0%
to see the problem right it's not the
 

00:16:40.600 --> 00:16:43.150 align:start position:0%
to see the problem right it's not the
problem<00:16:41.160><c> it's</c><00:16:41.319><c> an</c><00:16:41.720><c> inefficiency</c><00:16:42.720><c> we</c><00:16:42.880><c> have</c><00:16:43.040><c> an</c>

00:16:43.150 --> 00:16:43.160 align:start position:0%
problem it's an inefficiency we have an
 

00:16:43.160 --> 00:16:45.710 align:start position:0%
problem it's an inefficiency we have an
inefficiency<00:16:43.720><c> in</c><00:16:43.839><c> the</c><00:16:44.000><c> system</c><00:16:44.519><c> in</c><00:16:44.680><c> which</c><00:16:45.600><c> we</c>

00:16:45.710 --> 00:16:45.720 align:start position:0%
inefficiency in the system in which we
 

00:16:45.720 --> 00:16:48.350 align:start position:0%
inefficiency in the system in which we
are<00:16:45.880><c> Distributing</c><00:16:46.399><c> the</c><00:16:46.560><c> data</c><00:16:47.079><c> here</c><00:16:48.079><c> and</c><00:16:48.199><c> then</c>

00:16:48.350 --> 00:16:48.360 align:start position:0%
are Distributing the data here and then
 

00:16:48.360 --> 00:16:50.189 align:start position:0%
are Distributing the data here and then
we<00:16:48.480><c> are</c><00:16:48.720><c> actually</c><00:16:49.040><c> redistributing</c><00:16:49.720><c> the</c><00:16:49.880><c> data</c>

00:16:50.189 --> 00:16:50.199 align:start position:0%
we are actually redistributing the data
 

00:16:50.199 --> 00:16:52.870 align:start position:0%
we are actually redistributing the data
there<00:16:50.680><c> and</c><00:16:50.839><c> is</c><00:16:51.040><c> the</c><00:16:51.160><c> same</c><00:16:51.440><c> data</c><00:16:52.440><c> so</c><00:16:52.600><c> we</c><00:16:52.720><c> can</c>

00:16:52.870 --> 00:16:52.880 align:start position:0%
there and is the same data so we can
 

00:16:52.880 --> 00:16:55.030 align:start position:0%
there and is the same data so we can
optimize<00:16:53.279><c> it</c><00:16:53.360><c> a</c><00:16:53.440><c> lot</c><00:16:53.639><c> which</c><00:16:53.720><c> is</c><00:16:53.920><c> good</c><00:16:54.279><c> right</c><00:16:54.880><c> we</c>

00:16:55.030 --> 00:16:55.040 align:start position:0%
optimize it a lot which is good right we
 

00:16:55.040 --> 00:16:56.910 align:start position:0%
optimize it a lot which is good right we
need<00:16:55.360><c> these</c><00:16:55.560><c> optimizations</c><00:16:56.079><c> for</c><00:16:56.240><c> Mo</c><00:16:56.519><c> roow</c><00:16:56.800><c> to</c>

00:16:56.910 --> 00:16:56.920 align:start position:0%
need these optimizations for Mo roow to
 

00:16:56.920 --> 00:16:59.590 align:start position:0%
need these optimizations for Mo roow to
happen<00:16:57.639><c> so</c><00:16:58.279><c> uh</c><00:16:58.480><c> we</c><00:16:58.600><c> found</c><00:16:59.040><c> another</c><00:16:59.319><c> place</c>

00:16:59.590 --> 00:16:59.600 align:start position:0%
happen so uh we found another place
 

00:16:59.600 --> 00:17:02.870 align:start position:0%
happen so uh we found another place
where<00:16:59.720><c> we</c><00:16:59.880><c> can</c><00:17:00.480><c> save</c><00:17:00.720><c> a</c><00:17:01.000><c> lot</c><00:17:02.000><c> and</c><00:17:02.519><c> have</c><00:17:02.720><c> that</c>

00:17:02.870 --> 00:17:02.880 align:start position:0%
where we can save a lot and have that
 

00:17:02.880 --> 00:17:06.789 align:start position:0%
where we can save a lot and have that
curve<00:17:03.399><c> go</c><00:17:03.560><c> up</c><00:17:04.439><c> so</c><00:17:04.679><c> what</c><00:17:04.760><c> you</c><00:17:04.880><c> can</c><00:17:05.079><c> do</c><00:17:05.880><c> in</c><00:17:06.120><c> first</c>

00:17:06.789 --> 00:17:06.799 align:start position:0%
curve go up so what you can do in first
 

00:17:06.799 --> 00:17:09.630 align:start position:0%
curve go up so what you can do in first
instance<00:17:07.799><c> is</c><00:17:07.919><c> that</c><00:17:08.079><c> we</c><00:17:08.240><c> do</c><00:17:08.439><c> the</c><00:17:08.640><c> distribution</c>

00:17:09.630 --> 00:17:09.640 align:start position:0%
instance is that we do the distribution
 

00:17:09.640 --> 00:17:12.669 align:start position:0%
instance is that we do the distribution
up<00:17:10.039><c> there</c><00:17:11.039><c> but</c><00:17:11.199><c> whenever</c><00:17:11.520><c> the</c><00:17:11.679><c> node</c><00:17:12.480><c> is</c>

00:17:12.669 --> 00:17:12.679 align:start position:0%
up there but whenever the node is
 

00:17:12.679 --> 00:17:15.590 align:start position:0%
up there but whenever the node is
realizing<00:17:13.199><c> that</c><00:17:13.360><c> he</c><00:17:13.480><c> has</c><00:17:13.600><c> a</c><00:17:14.240><c> piece</c><00:17:15.240><c> he</c><00:17:15.360><c> would</c>

00:17:15.590 --> 00:17:15.600 align:start position:0%
realizing that he has a piece he would
 

00:17:15.600 --> 00:17:18.390 align:start position:0%
realizing that he has a piece he would
need<00:17:15.919><c> this</c><00:17:16.039><c> and</c><00:17:16.319><c> this</c><00:17:17.120><c> but</c><00:17:17.280><c> he</c><00:17:17.439><c> has</c><00:17:17.600><c> the</c><00:17:17.720><c> blobs</c>

00:17:18.390 --> 00:17:18.400 align:start position:0%
need this and this but he has the blobs
 

00:17:18.400 --> 00:17:20.630 align:start position:0%
need this and this but he has the blobs
he<00:17:18.559><c> has</c><00:17:18.720><c> the</c><00:17:18.880><c> data</c><00:17:19.720><c> he</c><00:17:19.839><c> can</c><00:17:20.000><c> just</c><00:17:20.199><c> pop</c><00:17:20.360><c> it</c><00:17:20.480><c> up</c>

00:17:20.630 --> 00:17:20.640 align:start position:0%
he has the data he can just pop it up
 

00:17:20.640 --> 00:17:22.590 align:start position:0%
he has the data he can just pop it up
from<00:17:20.919><c> the</c><00:17:21.319><c> execution</c>

00:17:22.590 --> 00:17:22.600 align:start position:0%
from the execution
 

00:17:22.600 --> 00:17:25.710 align:start position:0%
from the execution
client<00:17:23.600><c> because</c><00:17:23.799><c> the</c><00:17:23.959><c> data</c><00:17:24.160><c> is</c><00:17:24.280><c> also</c>

00:17:25.710 --> 00:17:25.720 align:start position:0%
client because the data is also
 

00:17:25.720 --> 00:17:27.710 align:start position:0%
client because the data is also
there<00:17:26.720><c> now</c><00:17:26.880><c> of</c><00:17:27.000><c> course</c><00:17:27.240><c> this</c><00:17:27.360><c> plot</c><00:17:27.600><c> is</c>

00:17:27.710 --> 00:17:27.720 align:start position:0%
there now of course this plot is
 

00:17:27.720 --> 00:17:30.430 align:start position:0%
there now of course this plot is
optimistic<00:17:28.600><c> because</c><00:17:29.039><c> I</c><00:17:29.160><c> was</c><00:17:29.880><c> putting</c><00:17:30.200><c> this</c>

00:17:30.430 --> 00:17:30.440 align:start position:0%
optimistic because I was putting this
 

00:17:30.440 --> 00:17:32.909 align:start position:0%
optimistic because I was putting this
white<00:17:30.720><c> blob</c><00:17:31.160><c> almost</c><00:17:31.559><c> everywhere</c><00:17:32.520><c> and</c><00:17:32.640><c> I</c><00:17:32.760><c> was</c>

00:17:32.909 --> 00:17:32.919 align:start position:0%
white blob almost everywhere and I was
 

00:17:32.919 --> 00:17:35.190 align:start position:0%
white blob almost everywhere and I was
putting<00:17:33.200><c> this</c><00:17:33.360><c> red</c><00:17:33.640><c> blob</c><00:17:34.480><c> almost</c><00:17:34.840><c> everywhere</c>

00:17:35.190 --> 00:17:35.200 align:start position:0%
putting this red blob almost everywhere
 

00:17:35.200 --> 00:17:38.669 align:start position:0%
putting this red blob almost everywhere
in<00:17:35.280><c> the</c><00:17:35.679><c> network</c><00:17:36.679><c> in</c><00:17:37.000><c> reality</c><00:17:38.000><c> you</c><00:17:38.160><c> don't</c><00:17:38.480><c> have</c>

00:17:38.669 --> 00:17:38.679 align:start position:0%
in the network in reality you don't have
 

00:17:38.679 --> 00:17:41.230 align:start position:0%
in the network in reality you don't have
every<00:17:38.960><c> blob</c><00:17:39.840><c> everywhere</c><00:17:40.840><c> uh</c><00:17:40.960><c> in</c><00:17:41.080><c> the</c>

00:17:41.230 --> 00:17:41.240 align:start position:0%
every blob everywhere uh in the
 

00:17:41.240 --> 00:17:43.470 align:start position:0%
every blob everywhere uh in the
execution<00:17:41.760><c> layer</c><00:17:42.400><c> because</c><00:17:42.679><c> if</c><00:17:42.880><c> we</c><00:17:43.120><c> we</c><00:17:43.240><c> would</c>

00:17:43.470 --> 00:17:43.480 align:start position:0%
execution layer because if we we would
 

00:17:43.480 --> 00:17:45.990 align:start position:0%
execution layer because if we we would
we<00:17:43.600><c> could</c><00:17:43.799><c> do</c><00:17:44.039><c> that</c><00:17:44.640><c> like</c><00:17:45.160><c> now</c><00:17:45.360><c> you</c><00:17:45.559><c> actually</c>

00:17:45.990 --> 00:17:46.000 align:start position:0%
we could do that like now you actually
 

00:17:46.000 --> 00:17:48.190 align:start position:0%
we could do that like now you actually
have<00:17:46.960><c> but</c><00:17:47.120><c> when</c><00:17:47.280><c> we</c><00:17:47.400><c> are</c>

00:17:48.190 --> 00:17:48.200 align:start position:0%
have but when we are
 

00:17:48.200 --> 00:17:50.430 align:start position:0%
have but when we are
scaling<00:17:49.200><c> we</c><00:17:49.320><c> will</c><00:17:49.480><c> not</c><00:17:49.640><c> be</c><00:17:49.760><c> able</c><00:17:49.960><c> to</c><00:17:50.080><c> do</c><00:17:50.240><c> that</c>

00:17:50.430 --> 00:17:50.440 align:start position:0%
scaling we will not be able to do that
 

00:17:50.440 --> 00:17:52.870 align:start position:0%
scaling we will not be able to do that
because<00:17:50.679><c> if</c><00:17:50.799><c> we</c><00:17:50.960><c> can</c><00:17:51.200><c> do</c><00:17:51.480><c> that</c><00:17:52.440><c> then</c><00:17:52.559><c> we</c><00:17:52.679><c> don't</c>

00:17:52.870 --> 00:17:52.880 align:start position:0%
because if we can do that then we don't
 

00:17:52.880 --> 00:17:54.870 align:start position:0%
because if we can do that then we don't
have<00:17:53.000><c> a</c><00:17:53.160><c> problem</c><00:17:53.720><c> every</c><00:17:54.000><c> note</c><00:17:54.240><c> can</c><00:17:54.400><c> handle</c><00:17:54.679><c> all</c>

00:17:54.870 --> 00:17:54.880 align:start position:0%
have a problem every note can handle all
 

00:17:54.880 --> 00:17:57.710 align:start position:0%
have a problem every note can handle all
the<00:17:55.039><c> data</c><00:17:55.360><c> which</c><00:17:55.480><c> is</c><00:17:55.919><c> there</c><00:17:56.919><c> we</c><00:17:57.080><c> want</c><00:17:57.200><c> to</c><00:17:57.360><c> scale</c>

00:17:57.710 --> 00:17:57.720 align:start position:0%
the data which is there we want to scale
 

00:17:57.720 --> 00:18:00.149 align:start position:0%
the data which is there we want to scale
beyond<00:17:58.200><c> that</c><00:17:59.000><c> so</c><00:17:59.159><c> in</c><00:17:59.320><c> reality</c><00:17:59.720><c> you</c><00:17:59.799><c> would</c><00:18:00.000><c> have</c>

00:18:00.149 --> 00:18:00.159 align:start position:0%
beyond that so in reality you would have
 

00:18:00.159 --> 00:18:02.070 align:start position:0%
beyond that so in reality you would have
some<00:18:00.360><c> blobs</c><00:18:00.799><c> here</c><00:18:01.039><c> some</c><00:18:01.240><c> blobs</c><00:18:01.679><c> there</c><00:18:01.919><c> some</c>

00:18:02.070 --> 00:18:02.080 align:start position:0%
some blobs here some blobs there some
 

00:18:02.080 --> 00:18:04.070 align:start position:0%
some blobs here some blobs there some
blobs<00:18:02.480><c> there</c><00:18:03.039><c> but</c><00:18:03.200><c> then</c><00:18:03.360><c> when</c><00:18:03.480><c> you</c><00:18:03.559><c> do</c><00:18:03.720><c> that</c>

00:18:04.070 --> 00:18:04.080 align:start position:0%
blobs there but then when you do that
 

00:18:04.080 --> 00:18:06.390 align:start position:0%
blobs there but then when you do that
distribution<00:18:05.080><c> data</c><00:18:05.320><c> can</c><00:18:05.559><c> pop</c>

00:18:06.390 --> 00:18:06.400 align:start position:0%
distribution data can pop
 

00:18:06.400 --> 00:18:08.870 align:start position:0%
distribution data can pop
up<00:18:07.400><c> and</c><00:18:07.880><c> uh</c><00:18:08.080><c> that's</c><00:18:08.280><c> one</c><00:18:08.400><c> of</c><00:18:08.520><c> the</c>

00:18:08.870 --> 00:18:08.880 align:start position:0%
up and uh that's one of the
 

00:18:08.880 --> 00:18:11.230 align:start position:0%
up and uh that's one of the
optimizations<00:18:09.880><c> of</c><00:18:10.039><c> course</c><00:18:10.520><c> that's</c><00:18:10.720><c> a</c><00:18:10.919><c> simple</c>

00:18:11.230 --> 00:18:11.240 align:start position:0%
optimizations of course that's a simple
 

00:18:11.240 --> 00:18:13.549 align:start position:0%
optimizations of course that's a simple
one<00:18:12.120><c> we</c><00:18:12.240><c> can</c><00:18:12.400><c> do</c><00:18:12.559><c> much</c><00:18:12.720><c> more</c><00:18:12.880><c> complex</c><00:18:13.240><c> ones</c>

00:18:13.549 --> 00:18:13.559 align:start position:0%
one we can do much more complex ones
 

00:18:13.559 --> 00:18:14.990 align:start position:0%
one we can do much more complex ones
where<00:18:13.720><c> we</c><00:18:13.840><c> have</c><00:18:14.039><c> interaction</c><00:18:14.559><c> between</c><00:18:14.880><c> the</c>

00:18:14.990 --> 00:18:15.000 align:start position:0%
where we have interaction between the
 

00:18:15.000 --> 00:18:18.070 align:start position:0%
where we have interaction between the
two<00:18:15.760><c> and</c><00:18:15.880><c> we</c><00:18:16.000><c> are</c><00:18:16.200><c> avoiding</c><00:18:17.200><c> some</c><00:18:17.400><c> of</c><00:18:17.559><c> these</c>

00:18:18.070 --> 00:18:18.080 align:start position:0%
two and we are avoiding some of these
 

00:18:18.080 --> 00:18:21.350 align:start position:0%
two and we are avoiding some of these
duplications<00:18:19.080><c> uh</c><00:18:19.799><c> but</c><00:18:19.919><c> for</c><00:18:20.200><c> that</c><00:18:20.360><c> we</c><00:18:20.480><c> have</c><00:18:20.600><c> to</c>

00:18:21.350 --> 00:18:21.360 align:start position:0%
duplications uh but for that we have to
 

00:18:21.360 --> 00:18:24.630 align:start position:0%
duplications uh but for that we have to
resync<00:18:22.360><c> uh</c><00:18:22.480><c> the</c><00:18:22.600><c> networking</c><00:18:23.120><c> stack</c><00:18:24.080><c> here</c>

00:18:24.630 --> 00:18:24.640 align:start position:0%
resync uh the networking stack here
 

00:18:24.640 --> 00:18:27.070 align:start position:0%
resync uh the networking stack here
which<00:18:24.760><c> is</c><00:18:25.080><c> that</c><00:18:25.280><c> P2P</c><00:18:26.120><c> here</c><00:18:26.360><c> which</c><00:18:26.480><c> is</c><00:18:26.600><c> using</c><00:18:26.840><c> Li</c>

00:18:27.070 --> 00:18:27.080 align:start position:0%
which is that P2P here which is using Li
 

00:18:27.080 --> 00:18:29.470 align:start position:0%
which is that P2P here which is using Li
P2P<00:18:28.039><c> they</c><00:18:28.159><c> are</c><00:18:28.280><c> doing</c><00:18:28.480><c> different</c><00:18:28.880><c> kinds</c><00:18:29.080><c> of</c>

00:18:29.470 --> 00:18:29.480 align:start position:0%
P2P they are doing different kinds of
 

00:18:29.480 --> 00:18:31.710 align:start position:0%
P2P they are doing different kinds of
gossiping<00:18:30.039><c> distribution</c><00:18:31.039><c> uh</c><00:18:31.200><c> this</c><00:18:31.320><c> is</c><00:18:31.440><c> using</c>

00:18:31.710 --> 00:18:31.720 align:start position:0%
gossiping distribution uh this is using
 

00:18:31.720 --> 00:18:34.190 align:start position:0%
gossiping distribution uh this is using
gossip<00:18:32.080><c> sub</c><00:18:32.360><c> this</c><00:18:32.480><c> is</c><00:18:32.600><c> using</c><00:18:32.880><c> other</c><00:18:33.200><c> protocols</c>

00:18:34.190 --> 00:18:34.200 align:start position:0%
gossip sub this is using other protocols
 

00:18:34.200 --> 00:18:39.190 align:start position:0%
gossip sub this is using other protocols
so<00:18:34.960><c> this</c><00:18:35.080><c> is</c><00:18:35.240><c> all</c><00:18:36.000><c> uh</c><00:18:36.159><c> this</c><00:18:36.280><c> can</c><00:18:36.400><c> all</c><00:18:36.520><c> be</c>

00:18:39.190 --> 00:18:39.200 align:start position:0%
 
 

00:18:39.200 --> 00:18:42.830 align:start position:0%
 
Ling<00:18:40.200><c> uh</c><00:18:40.400><c> but</c><00:18:40.679><c> that's</c><00:18:41.679><c> just</c>

00:18:42.830 --> 00:18:42.840 align:start position:0%
Ling uh but that's just
 

00:18:42.840 --> 00:18:51.149 align:start position:0%
Ling uh but that's just
starting<00:18:43.960><c> okay</c><00:18:44.960><c> thank</c>

00:18:51.149 --> 00:18:51.159 align:start position:0%
 
 

00:18:51.159 --> 00:18:54.510 align:start position:0%
 
you<00:18:52.159><c> okay</c><00:18:52.400><c> we</c><00:18:52.520><c> are</c><00:18:52.760><c> now</c><00:18:53.039><c> here</c><00:18:53.200><c> to</c><00:18:53.400><c> take</c><00:18:53.640><c> some</c>

00:18:54.510 --> 00:18:54.520 align:start position:0%
you okay we are now here to take some
 

00:18:54.520 --> 00:18:57.110 align:start position:0%
you okay we are now here to take some
Q&amp;A<00:18:55.520><c> um</c><00:18:55.640><c> so</c><00:18:55.880><c> starting</c><00:18:56.120><c> from</c><00:18:56.280><c> the</c><00:18:56.520><c> top</c><00:18:57.000><c> there</c>

00:18:57.110 --> 00:18:57.120 align:start position:0%
Q&amp;A um so starting from the top there
 

00:18:57.120 --> 00:18:59.830 align:start position:0%
Q&amp;A um so starting from the top there
are<00:18:57.320><c> blob</c><00:18:57.679><c> fees</c><00:18:58.000><c> that</c><00:18:58.200><c> play</c><00:18:58.799><c> blah</c><00:18:59.000><c> blah</c><00:18:59.240><c> blah</c>

00:18:59.830 --> 00:18:59.840 align:start position:0%
are blob fees that play blah blah blah
 

00:18:59.840 --> 00:19:01.750 align:start position:0%
are blob fees that play blah blah blah
blah<00:19:00.120><c> blah</c><00:19:00.320><c> blah</c><00:19:00.640><c> there</c><00:19:00.720><c> are</c><00:19:00.880><c> blob</c><00:19:01.240><c> fees</c><00:19:01.520><c> that</c>

00:19:01.750 --> 00:19:01.760 align:start position:0%
blah blah blah there are blob fees that
 

00:19:01.760 --> 00:19:03.590 align:start position:0%
blah blah blah there are blob fees that
pay<00:19:01.919><c> for</c><00:19:02.120><c> blob</c><00:19:02.520><c> storage</c><00:19:03.039><c> but</c><00:19:03.240><c> is</c><00:19:03.360><c> this</c>

00:19:03.590 --> 00:19:03.600 align:start position:0%
pay for blob storage but is this
 

00:19:03.600 --> 00:19:05.909 align:start position:0%
pay for blob storage but is this
verified<00:19:04.200><c> at</c><00:19:04.400><c> all</c><00:19:05.000><c> what</c><00:19:05.200><c> happens</c><00:19:05.520><c> if</c><00:19:05.640><c> I</c><00:19:05.760><c> get</c>

00:19:05.909 --> 00:19:05.919 align:start position:0%
verified at all what happens if I get
 

00:19:05.919 --> 00:19:07.789 align:start position:0%
verified at all what happens if I get
the<00:19:06.080><c> fee</c><00:19:06.400><c> but</c><00:19:06.559><c> don't</c><00:19:07.000><c> actually</c><00:19:07.320><c> Store</c><00:19:07.679><c> The</c>

00:19:07.789 --> 00:19:07.799 align:start position:0%
the fee but don't actually Store The
 

00:19:07.799 --> 00:19:11.029 align:start position:0%
the fee but don't actually Store The
Blob

00:19:11.029 --> 00:19:11.039 align:start position:0%
 
 

00:19:11.039 --> 00:19:14.909 align:start position:0%
 
data<00:19:12.039><c> um</c><00:19:12.640><c> okay</c><00:19:13.520><c> blob</c><00:19:13.840><c> fees</c><00:19:14.120><c> that</c><00:19:14.280><c> pay</c><00:19:14.480><c> for</c><00:19:14.640><c> BL</c>

00:19:14.909 --> 00:19:14.919 align:start position:0%
data um okay blob fees that pay for BL
 

00:19:14.919 --> 00:19:18.390 align:start position:0%
data um okay blob fees that pay for BL
storage<00:19:15.760><c> I</c><00:19:15.880><c> don't</c><00:19:16.120><c> know</c>

00:19:18.390 --> 00:19:18.400 align:start position:0%
storage I don't know
 

00:19:18.400 --> 00:19:21.789 align:start position:0%
storage I don't know
yeah<00:19:19.400><c> I'm</c><00:19:19.559><c> not</c><00:19:19.679><c> sure</c><00:19:19.960><c> what</c><00:19:20.400><c> the</c><00:19:21.400><c> question</c><00:19:21.640><c> is</c>

00:19:21.789 --> 00:19:21.799 align:start position:0%
yeah I'm not sure what the question is
 

00:19:21.799 --> 00:19:24.990 align:start position:0%
yeah I'm not sure what the question is
about<00:19:22.400><c> no</c><00:19:22.679><c> worry</c><00:19:23.679><c> question</c><00:19:24.039><c> answer</c><00:19:24.559><c> question</c>

00:19:24.990 --> 00:19:25.000 align:start position:0%
about no worry question answer question
 

00:19:25.000 --> 00:19:27.270 align:start position:0%
about no worry question answer question
asker<00:19:25.520><c> if</c><00:19:25.600><c> you</c><00:19:25.799><c> have</c><00:19:25.919><c> the</c><00:19:26.120><c> question</c><00:19:26.600><c> still</c>

00:19:27.270 --> 00:19:27.280 align:start position:0%
asker if you have the question still
 

00:19:27.280 --> 00:19:29.230 align:start position:0%
asker if you have the question still
feel<00:19:27.679><c> to</c><00:19:27.799><c> clarify</c><00:19:28.320><c> clarify</c>

00:19:29.230 --> 00:19:29.240 align:start position:0%
feel to clarify clarify
 

00:19:29.240 --> 00:19:31.070 align:start position:0%
feel to clarify clarify
um<00:19:29.400><c> but</c><00:19:29.520><c> I'll</c><00:19:29.640><c> mark</c><00:19:29.880><c> this</c><00:19:30.000><c> as</c><00:19:30.240><c> answered</c><00:19:30.960><c> what</c>

00:19:31.070 --> 00:19:31.080 align:start position:0%
um but I'll mark this as answered what
 

00:19:31.080 --> 00:19:32.669 align:start position:0%
um but I'll mark this as answered what
are<00:19:31.320><c> standing</c><00:19:31.760><c> problems</c><00:19:32.159><c> that</c><00:19:32.280><c> hinder</c>

00:19:32.669 --> 00:19:32.679 align:start position:0%
are standing problems that hinder
 

00:19:32.679 --> 00:19:34.430 align:start position:0%
are standing problems that hinder
current

00:19:34.430 --> 00:19:34.440 align:start position:0%
current
 

00:19:34.440 --> 00:19:37.149 align:start position:0%
current
adoption<00:19:35.440><c> okay</c><00:19:35.760><c> so</c>

00:19:37.149 --> 00:19:37.159 align:start position:0%
adoption okay so
 

00:19:37.159 --> 00:19:40.590 align:start position:0%
adoption okay so
um<00:19:38.159><c> it's</c><00:19:38.440><c> just</c><00:19:39.039><c> in</c><00:19:39.240><c> implementation</c><00:19:39.840><c> so</c><00:19:40.039><c> the</c><00:19:40.200><c> p</c>

00:19:40.590 --> 00:19:40.600 align:start position:0%
um it's just in implementation so the p
 

00:19:40.600 --> 00:19:43.710 align:start position:0%
um it's just in implementation so the p
is<00:19:40.679><c> in</c><00:19:41.159><c> implementation</c><00:19:42.159><c> uh</c><00:19:42.400><c> it's</c><00:19:43.039><c> still</c>

00:19:43.710 --> 00:19:43.720 align:start position:0%
is in implementation uh it's still
 

00:19:43.720 --> 00:19:46.390 align:start position:0%
is in implementation uh it's still
compatibility<00:19:44.280><c> Problems</c><00:19:45.000><c> P</c><00:19:45.400><c> will</c><00:19:45.559><c> be</c><00:19:45.760><c> here</c><00:19:46.240><c> uh</c>

00:19:46.390 --> 00:19:46.400 align:start position:0%
compatibility Problems P will be here uh
 

00:19:46.400 --> 00:19:48.270 align:start position:0%
compatibility Problems P will be here uh
very<00:19:46.600><c> soon</c><00:19:46.960><c> it</c><00:19:47.080><c> will</c><00:19:47.240><c> not</c><00:19:47.360><c> be</c><00:19:47.480><c> in</c><00:19:47.640><c> pcta</c><00:19:48.039><c> but</c><00:19:48.159><c> it</c>

00:19:48.270 --> 00:19:48.280 align:start position:0%
very soon it will not be in pcta but it
 

00:19:48.280 --> 00:19:51.549 align:start position:0%
very soon it will not be in pcta but it
will<00:19:48.440><c> be</c><00:19:48.679><c> in</c><00:19:48.799><c> the</c><00:19:48.919><c> next</c><00:19:49.640><c> for</c><00:19:50.640><c> uh</c><00:19:50.760><c> for</c><00:19:50.919><c> FAS</c><00:19:51.440><c> we</c>

00:19:51.549 --> 00:19:51.559 align:start position:0%
will be in the next for uh for FAS we
 

00:19:51.559 --> 00:19:53.630 align:start position:0%
will be in the next for uh for FAS we
still<00:19:51.720><c> have</c><00:19:51.840><c> to</c><00:19:51.919><c> figure</c><00:19:52.200><c> out</c><00:19:52.720><c> uh</c><00:19:52.880><c> many</c><00:19:53.080><c> things</c>

00:19:53.630 --> 00:19:53.640 align:start position:0%
still have to figure out uh many things
 

00:19:53.640 --> 00:19:55.789 align:start position:0%
still have to figure out uh many things
so<00:19:54.320><c> uh</c><00:19:54.640><c> there</c><00:19:54.799><c> was</c><00:19:54.919><c> that</c><00:19:55.120><c> question</c><00:19:55.320><c> mark</c><00:19:55.640><c> on</c>

00:19:55.789 --> 00:19:55.799 align:start position:0%
so uh there was that question mark on
 

00:19:55.799 --> 00:19:58.350 align:start position:0%
so uh there was that question mark on
the<00:19:55.960><c> on</c><00:19:56.080><c> the</c><00:19:56.200><c> on</c><00:19:56.320><c> the</c><00:19:56.799><c> security</c><00:19:57.799><c> uh</c><00:19:58.039><c> and</c><00:19:58.200><c> we</c>

00:19:58.350 --> 00:19:58.360 align:start position:0%
the on the on the security uh and we
 

00:19:58.360 --> 00:20:00.430 align:start position:0%
the on the on the security uh and we
have<00:19:58.720><c> to</c><00:19:58.960><c> work</c><00:19:59.159><c> on</c><00:19:59.320><c> that</c><00:19:59.440><c> to</c><00:19:59.600><c> make</c><00:19:59.760><c> sure</c><00:20:00.039><c> that</c>

00:20:00.430 --> 00:20:00.440 align:start position:0%
have to work on that to make sure that
 

00:20:00.440 --> 00:20:02.789 align:start position:0%
have to work on that to make sure that
there<00:20:00.559><c> are</c><00:20:00.720><c> no</c><00:20:00.880><c> issues</c><00:20:01.240><c> with</c>

00:20:02.789 --> 00:20:02.799 align:start position:0%
there are no issues with
 

00:20:02.799 --> 00:20:06.070 align:start position:0%
there are no issues with
that<00:20:03.799><c> cool</c><00:20:04.200><c> why</c><00:20:04.320><c> do</c><00:20:04.440><c> we</c><00:20:04.640><c> need</c><00:20:05.000><c> 2D</c><00:20:05.520><c> eraser</c>

00:20:06.070 --> 00:20:06.080 align:start position:0%
that cool why do we need 2D eraser
 

00:20:06.080 --> 00:20:08.110 align:start position:0%
that cool why do we need 2D eraser
coding<00:20:06.679><c> can't</c><00:20:06.880><c> we</c><00:20:07.039><c> put</c><00:20:07.240><c> all</c><00:20:07.360><c> of</c><00:20:07.480><c> the</c><00:20:07.640><c> points</c><00:20:07.919><c> on</c>

00:20:08.110 --> 00:20:08.120 align:start position:0%
coding can't we put all of the points on
 

00:20:08.120 --> 00:20:11.510 align:start position:0%
coding can't we put all of the points on
one<00:20:08.360><c> polinomial</c><00:20:09.000><c> and</c><00:20:09.240><c> extend</c><00:20:10.039><c> it</c><00:20:11.039><c> so</c><00:20:11.280><c> putting</c>

00:20:11.510 --> 00:20:11.520 align:start position:0%
one polinomial and extend it so putting
 

00:20:11.520 --> 00:20:13.270 align:start position:0%
one polinomial and extend it so putting
them<00:20:11.799><c> on</c><00:20:11.960><c> one</c><00:20:12.159><c> point</c><00:20:12.440><c> and</c><00:20:12.600><c> extending</c><00:20:13.000><c> it</c><00:20:13.120><c> would</c>

00:20:13.270 --> 00:20:13.280 align:start position:0%
them on one point and extending it would
 

00:20:13.280 --> 00:20:18.669 align:start position:0%
them on one point and extending it would
be<00:20:13.840><c> uh</c><00:20:14.720><c> one</c><00:20:15.320><c> huge</c><00:20:16.320><c> uher</c><00:20:16.960><c> code</c><00:20:17.919><c> uh</c><00:20:18.039><c> one</c>

00:20:18.669 --> 00:20:18.679 align:start position:0%
be uh one huge uher code uh one
 

00:20:18.679 --> 00:20:21.070 align:start position:0%
be uh one huge uher code uh one
dimensional<00:20:19.679><c> and</c><00:20:19.880><c> that</c><00:20:20.039><c> would</c><00:20:20.240><c> be</c><00:20:20.600><c> very</c><00:20:20.880><c> bad</c>

00:20:21.070 --> 00:20:21.080 align:start position:0%
dimensional and that would be very bad
 

00:20:21.080 --> 00:20:23.310 align:start position:0%
dimensional and that would be very bad
for<00:20:21.320><c> repair</c><00:20:22.039><c> in</c><00:20:22.159><c> the</c><00:20:22.320><c> sense</c><00:20:22.520><c> that</c><00:20:22.760><c> then</c><00:20:22.919><c> you</c>

00:20:23.310 --> 00:20:23.320 align:start position:0%
for repair in the sense that then you
 

00:20:23.320 --> 00:20:25.909 align:start position:0%
for repair in the sense that then you
can<00:20:23.440><c> only</c><00:20:23.720><c> repair</c><00:20:24.080><c> if</c><00:20:24.159><c> you</c><00:20:24.280><c> have</c><00:20:24.400><c> all</c><00:20:24.600><c> the</c><00:20:24.919><c> data</c>

00:20:25.909 --> 00:20:25.919 align:start position:0%
can only repair if you have all the data
 

00:20:25.919 --> 00:20:29.630 align:start position:0%
can only repair if you have all the data
and<00:20:26.120><c> that</c><00:20:26.400><c> just</c><00:20:27.039><c> uh</c><00:20:28.039><c> means</c><00:20:28.440><c> that</c>

00:20:29.630 --> 00:20:29.640 align:start position:0%
and that just uh means that
 

00:20:29.640 --> 00:20:31.590 align:start position:0%
and that just uh means that
uh<00:20:29.760><c> you</c><00:20:29.919><c> have</c><00:20:30.120><c> difficulties</c><00:20:30.640><c> repairing</c><00:20:31.480><c> the</c>

00:20:31.590 --> 00:20:31.600 align:start position:0%
uh you have difficulties repairing the
 

00:20:31.600 --> 00:20:34.990 align:start position:0%
uh you have difficulties repairing the
2D<00:20:32.360><c> has</c><00:20:32.559><c> this</c><00:20:32.799><c> advantage</c><00:20:33.200><c> of</c><00:20:33.400><c> having</c><00:20:33.679><c> this</c><00:20:34.559><c> Cod</c>

00:20:34.990 --> 00:20:35.000 align:start position:0%
2D has this advantage of having this Cod
 

00:20:35.000 --> 00:20:38.149 align:start position:0%
2D has this advantage of having this Cod
local<00:20:35.679><c> repair</c><00:20:36.320><c> property</c><00:20:37.120><c> so</c><00:20:37.400><c> that</c><00:20:37.679><c> the</c><00:20:37.919><c> code</c>

00:20:38.149 --> 00:20:38.159 align:start position:0%
local repair property so that the code
 

00:20:38.159 --> 00:20:41.270 align:start position:0%
local repair property so that the code
distance<00:20:38.480><c> is</c><00:20:38.600><c> small</c><00:20:39.400><c> and</c><00:20:39.559><c> you</c><00:20:39.720><c> can</c><00:20:40.360><c> uh</c><00:20:40.960><c> you</c><00:20:41.080><c> can</c>

00:20:41.270 --> 00:20:41.280 align:start position:0%
distance is small and you can uh you can
 

00:20:41.280 --> 00:20:43.149 align:start position:0%
distance is small and you can uh you can
repair<00:20:41.760><c> pieces</c><00:20:42.159><c> so</c><00:20:42.320><c> you</c><00:20:42.400><c> can</c><00:20:42.559><c> repair</c><00:20:42.840><c> a</c><00:20:42.919><c> single</c>

00:20:43.149 --> 00:20:43.159 align:start position:0%
repair pieces so you can repair a single
 

00:20:43.159 --> 00:20:45.070 align:start position:0%
repair pieces so you can repair a single
column<00:20:43.440><c> you</c><00:20:43.520><c> can</c><00:20:43.640><c> repair</c><00:20:43.919><c> a</c><00:20:44.000><c> single</c><00:20:44.280><c> row</c><00:20:44.880><c> and</c>

00:20:45.070 --> 00:20:45.080 align:start position:0%
column you can repair a single row and
 

00:20:45.080 --> 00:20:47.310 align:start position:0%
column you can repair a single row and
that<00:20:45.320><c> gives</c><00:20:45.600><c> notes</c><00:20:46.159><c> the</c><00:20:46.320><c> possibility</c><00:20:46.760><c> to</c><00:20:47.000><c> rep</c>

00:20:47.310 --> 00:20:47.320 align:start position:0%
that gives notes the possibility to rep
 

00:20:47.320 --> 00:20:49.270 align:start position:0%
that gives notes the possibility to rep
start<00:20:47.600><c> repairing</c><00:20:48.080><c> and</c><00:20:48.280><c> contributing</c><00:20:49.000><c> even</c>

00:20:49.270 --> 00:20:49.280 align:start position:0%
start repairing and contributing even
 

00:20:49.280 --> 00:20:51.470 align:start position:0%
start repairing and contributing even
before<00:20:49.600><c> getting</c><00:20:49.840><c> the</c><00:20:49.960><c> food</c>

00:20:51.470 --> 00:20:51.480 align:start position:0%
before getting the food
 

00:20:51.480 --> 00:20:54.549 align:start position:0%
before getting the food
data<00:20:52.480><c> if</c><00:20:52.679><c> full</c><00:20:52.960><c> dos</c><00:20:53.240><c> is</c><00:20:53.480><c> way</c><00:20:53.720><c> better</c><00:20:54.080><c> than</c><00:20:54.280><c> pure</c>

00:20:54.549 --> 00:20:54.559 align:start position:0%
data if full dos is way better than pure
 

00:20:54.559 --> 00:20:56.630 align:start position:0%
data if full dos is way better than pure
dos<00:20:55.120><c> why</c><00:20:55.320><c> not</c><00:20:55.559><c> choose</c><00:20:55.840><c> to</c><00:20:56.000><c> implement</c><00:20:56.400><c> it</c><00:20:56.520><c> in</c>

00:20:56.630 --> 00:20:56.640 align:start position:0%
dos why not choose to implement it in
 

00:20:56.640 --> 00:21:00.390 align:start position:0%
dos why not choose to implement it in
the<00:20:56.799><c> first</c><00:20:57.440><c> place</c><00:20:58.440><c> uh</c><00:20:58.760><c> uh</c><00:20:58.919><c> so</c><00:20:59.120><c> as</c><00:20:59.240><c> I</c><00:20:59.360><c> said</c><00:20:59.960><c> uh</c>

00:21:00.390 --> 00:21:00.400 align:start position:0%
the first place uh uh so as I said uh
 

00:21:00.400 --> 00:21:03.470 align:start position:0%
the first place uh uh so as I said uh
buas<00:21:00.840><c> itself</c><00:21:01.120><c> is</c><00:21:01.240><c> changing</c><00:21:01.919><c> we</c><00:21:02.240><c> have</c><00:21:03.240><c> we</c><00:21:03.320><c> were</c>

00:21:03.470 --> 00:21:03.480 align:start position:0%
buas itself is changing we have we were
 

00:21:03.480 --> 00:21:05.830 align:start position:0%
buas itself is changing we have we were
thinking<00:21:03.760><c> of</c><00:21:03.919><c> techniques</c><00:21:04.240><c> for</c><00:21:04.360><c> FAS</c><00:21:05.280><c> then</c><00:21:05.600><c> we</c>

00:21:05.830 --> 00:21:05.840 align:start position:0%
thinking of techniques for FAS then we
 

00:21:05.840 --> 00:21:07.149 align:start position:0%
thinking of techniques for FAS then we
realized<00:21:06.280><c> that</c><00:21:06.360><c> they</c><00:21:06.480><c> are</c><00:21:06.640><c> actually</c><00:21:06.840><c> applying</c>

00:21:07.149 --> 00:21:07.159 align:start position:0%
realized that they are actually applying
 

00:21:07.159 --> 00:21:10.110 align:start position:0%
realized that they are actually applying
to<00:21:07.280><c> pilas</c><00:21:08.080><c> and</c><00:21:08.200><c> then</c><00:21:08.360><c> they</c><00:21:08.480><c> are</c><00:21:08.640><c> part</c><00:21:08.840><c> of</c><00:21:09.120><c> pilas</c>

00:21:10.110 --> 00:21:10.120 align:start position:0%
to pilas and then they are part of pilas
 

00:21:10.120 --> 00:21:12.310 align:start position:0%
to pilas and then they are part of pilas
uh<00:21:10.240><c> we're</c><00:21:10.400><c> still</c><00:21:10.600><c> changing</c><00:21:11.000><c> that</c><00:21:11.600><c> uh</c><00:21:11.760><c> FAS</c><00:21:12.200><c> is</c>

00:21:12.310 --> 00:21:12.320 align:start position:0%
uh we're still changing that uh FAS is
 

00:21:12.320 --> 00:21:15.190 align:start position:0%
uh we're still changing that uh FAS is
still<00:21:12.520><c> much</c><00:21:12.640><c> more</c><00:21:12.960><c> resurge</c><00:21:13.960><c> uh</c><00:21:14.120><c> it's</c><00:21:14.240><c> a</c><00:21:14.400><c> simple</c>

00:21:15.190 --> 00:21:15.200 align:start position:0%
still much more resurge uh it's a simple
 

00:21:15.200 --> 00:21:17.950 align:start position:0%
still much more resurge uh it's a simple
fact<00:21:15.520><c> of</c><00:21:15.880><c> life</c><00:21:16.240><c> that</c><00:21:16.799><c> uh</c><00:21:17.400><c> there's</c><00:21:17.640><c> too</c><00:21:17.799><c> much</c>

00:21:17.950 --> 00:21:17.960 align:start position:0%
fact of life that uh there's too much
 

00:21:17.960 --> 00:21:20.269 align:start position:0%
fact of life that uh there's too much
pieces<00:21:18.320><c> still</c><00:21:18.480><c> moving</c><00:21:18.760><c> in</c><00:21:18.919><c> F</c><00:21:19.200><c> us</c><00:21:19.880><c> uh</c><00:21:20.080><c> to</c>

00:21:20.269 --> 00:21:20.279 align:start position:0%
pieces still moving in F us uh to
 

00:21:20.279 --> 00:21:21.350 align:start position:0%
pieces still moving in F us uh to
implement

00:21:21.350 --> 00:21:21.360 align:start position:0%
implement
 

00:21:21.360 --> 00:21:24.549 align:start position:0%
implement
that<00:21:22.360><c> Co</c><00:21:22.679><c> and</c><00:21:22.799><c> to</c><00:21:22.960><c> cap</c><00:21:23.159><c> us</c><00:21:23.320><c> off</c><00:21:23.600><c> it</c><00:21:23.720><c> seems</c><00:21:23.960><c> FS</c>

00:21:24.549 --> 00:21:24.559 align:start position:0%
that Co and to cap us off it seems FS
 

00:21:24.559 --> 00:21:27.029 align:start position:0%
that Co and to cap us off it seems FS
approach<00:21:25.000><c> are</c><00:21:25.279><c> much</c><00:21:25.640><c> much</c><00:21:25.880><c> better</c><00:21:26.120><c> than</c><00:21:26.279><c> pios</c>

00:21:27.029 --> 00:21:27.039 align:start position:0%
approach are much much better than pios
 

00:21:27.039 --> 00:21:29.549 align:start position:0%
approach are much much better than pios
should<00:21:27.279><c> we</c><00:21:27.440><c> Skip</c><00:21:27.720><c> pios</c><00:21:28.159><c> and</c><00:21:28.240><c> imp</c><00:21:28.760><c> the</c><00:21:28.840><c> FAS</c><00:21:29.440><c> is</c>

00:21:29.549 --> 00:21:29.559 align:start position:0%
should we Skip pios and imp the FAS is
 

00:21:29.559 --> 00:21:33.549 align:start position:0%
should we Skip pios and imp the FAS is
there<00:21:29.760><c> any</c><00:21:30.000><c> other</c>

00:21:33.549 --> 00:21:33.559 align:start position:0%
 
 

00:21:33.559 --> 00:21:37.149 align:start position:0%
 
tradeoff<00:21:34.559><c> I</c><00:21:35.320><c> so</c><00:21:35.720><c> FAS</c><00:21:36.279><c> is</c><00:21:36.400><c> using</c><00:21:36.760><c> many</c><00:21:36.960><c> things</c>

00:21:37.149 --> 00:21:37.159 align:start position:0%
tradeoff I so FAS is using many things
 

00:21:37.159 --> 00:21:41.510 align:start position:0%
tradeoff I so FAS is using many things
that<00:21:37.360><c> pus</c><00:21:38.320><c> uh</c><00:21:38.440><c> does</c><00:21:38.840><c> so</c><00:21:39.240><c> skipping</c><00:21:39.880><c> is</c><00:21:40.279><c> is</c><00:21:40.480><c> not</c><00:21:40.799><c> a</c>

00:21:41.510 --> 00:21:41.520 align:start position:0%
that pus uh does so skipping is is not a
 

00:21:41.520 --> 00:21:44.430 align:start position:0%
that pus uh does so skipping is is not a
a<00:21:41.679><c> direct</c><00:21:42.039><c> Skip</c><00:21:42.440><c> it's</c><00:21:42.600><c> not</c><00:21:43.080><c> fully</c><00:21:43.520><c> different</c>

00:21:44.430 --> 00:21:44.440 align:start position:0%
a direct Skip it's not fully different
 

00:21:44.440 --> 00:21:47.710 align:start position:0%
a direct Skip it's not fully different
uh<00:21:45.200><c> it's</c><00:21:45.679><c> it's</c><00:21:46.000><c> giving</c><00:21:46.240><c> the</c><00:21:46.320><c> 2D</c><00:21:46.880><c> C</c><00:21:47.080><c> so</c><00:21:47.400><c> it</c><00:21:47.520><c> has</c>

00:21:47.710 --> 00:21:47.720 align:start position:0%
uh it's it's giving the 2D C so it has
 

00:21:47.720 --> 00:21:50.430 align:start position:0%
uh it's it's giving the 2D C so it has
advantages<00:21:48.320><c> but</c><00:21:48.440><c> it</c><00:21:48.600><c> has</c><00:21:48.720><c> also</c><00:21:49.440><c> complexities</c>

00:21:50.430 --> 00:21:50.440 align:start position:0%
advantages but it has also complexities
 

00:21:50.440 --> 00:21:53.269 align:start position:0%
advantages but it has also complexities
uh<00:21:50.559><c> whether</c><00:21:50.840><c> we</c><00:21:51.080><c> keep</c><00:21:51.400><c> or</c><00:21:51.600><c> not</c><00:21:51.880><c> is</c><00:21:52.760><c> uh</c><00:21:53.120><c> might</c>

00:21:53.269 --> 00:21:53.279 align:start position:0%
uh whether we keep or not is uh might
 

00:21:53.279 --> 00:21:57.029 align:start position:0%
uh whether we keep or not is uh might
save<00:21:53.600><c> something</c><00:21:53.880><c> on</c><00:21:54.039><c> the</c><00:21:54.520><c> implementation</c>

00:21:57.029 --> 00:21:57.039 align:start position:0%
save something on the implementation
 

00:21:57.039 --> 00:22:00.470 align:start position:0%
save something on the implementation
uh<00:21:58.039><c> when</c><00:21:58.279><c> we</c><00:21:58.679><c> introducing</c><00:21:59.320><c> it</c><00:21:59.480><c> it</c><00:21:59.640><c> might</c><00:21:59.919><c> also</c>

00:22:00.470 --> 00:22:00.480 align:start position:0%
uh when we introducing it it might also
 

00:22:00.480 --> 00:22:02.390 align:start position:0%
uh when we introducing it it might also
skip<00:22:00.840><c> something</c><00:22:01.360><c> but</c><00:22:01.520><c> we</c><00:22:01.600><c> are</c><00:22:01.760><c> losing</c><00:22:02.080><c> also</c>

00:22:02.390 --> 00:22:02.400 align:start position:0%
skip something but we are losing also
 

00:22:02.400 --> 00:22:05.269 align:start position:0%
skip something but we are losing also
the<00:22:02.559><c> graduality</c><00:22:03.440><c> so</c><00:22:03.880><c> overall</c><00:22:04.720><c> I'm</c><00:22:04.880><c> not</c><00:22:05.039><c> sure</c>

00:22:05.269 --> 00:22:05.279 align:start position:0%
the graduality so overall I'm not sure
 

00:22:05.279 --> 00:22:08.070 align:start position:0%
the graduality so overall I'm not sure
it's<00:22:05.520><c> good</c><00:22:05.760><c> to</c><00:22:05.960><c> skip</c><00:22:06.760><c> uh</c><00:22:06.960><c> but</c><00:22:07.159><c> we</c><00:22:07.279><c> can</c><00:22:07.880><c> uh</c><00:22:07.960><c> we</c>

00:22:08.070 --> 00:22:08.080 align:start position:0%
it's good to skip uh but we can uh we
 

00:22:08.080 --> 00:22:10.029 align:start position:0%
it's good to skip uh but we can uh we
can<00:22:08.200><c> think</c><00:22:08.440><c> of</c><00:22:08.559><c> it</c><00:22:08.799><c> once</c><00:22:09.039><c> food</c><00:22:09.279><c> us</c><00:22:09.440><c> is</c><00:22:09.559><c> fully</c>

00:22:10.029 --> 00:22:10.039 align:start position:0%
can think of it once food us is fully
 

00:22:10.039 --> 00:22:13.909 align:start position:0%
can think of it once food us is fully
evaluated<00:22:11.039><c> what</c><00:22:11.200><c> are</c><00:22:11.520><c> open</c><00:22:11.840><c> research</c>

00:22:13.909 --> 00:22:13.919 align:start position:0%
evaluated what are open research
 

00:22:13.919 --> 00:22:16.310 align:start position:0%
evaluated what are open research
questions<00:22:14.919><c> so</c><00:22:15.520><c> uh</c><00:22:15.640><c> the</c><00:22:15.760><c> open</c><00:22:15.960><c> research</c>

00:22:16.310 --> 00:22:16.320 align:start position:0%
questions so uh the open research
 

00:22:16.320 --> 00:22:18.390 align:start position:0%
questions so uh the open research
questions<00:22:16.720><c> is</c><00:22:17.159><c> uh</c><00:22:17.279><c> so</c><00:22:17.480><c> the</c><00:22:17.600><c> last</c><00:22:17.799><c> slide</c><00:22:18.159><c> was</c>

00:22:18.390 --> 00:22:18.400 align:start position:0%
questions is uh so the last slide was
 

00:22:18.400 --> 00:22:21.310 align:start position:0%
questions is uh so the last slide was
was<00:22:18.679><c> was</c><00:22:18.799><c> fully</c><00:22:19.080><c> open</c><00:22:19.919><c> uh</c><00:22:20.080><c> research</c><00:22:20.480><c> question</c>

00:22:21.310 --> 00:22:21.320 align:start position:0%
was was fully open uh research question
 

00:22:21.320 --> 00:22:25.909 align:start position:0%
was was fully open uh research question
or<00:22:21.520><c> everything</c><00:22:21.840><c> around</c><00:22:22.279><c> that</c><00:22:23.279><c> uh</c><00:22:24.039><c> the</c><00:22:25.039><c> on</c><00:22:25.440><c> on</c>

00:22:25.909 --> 00:22:25.919 align:start position:0%
or everything around that uh the on on
 

00:22:25.919 --> 00:22:28.669 align:start position:0%
or everything around that uh the on on
FAS<00:22:26.919><c> uh</c><00:22:27.360><c> there</c><00:22:27.480><c> are</c><00:22:27.880><c> several</c><00:22:28.240><c> questions</c>

00:22:28.669 --> 00:22:28.679 align:start position:0%
FAS uh there are several questions
 

00:22:28.679 --> 00:22:30.750 align:start position:0%
FAS uh there are several questions
around<00:22:28.880><c> the</c><00:22:29.080><c> sampling</c><00:22:30.080><c> how</c><00:22:30.200><c> we</c><00:22:30.320><c> can</c><00:22:30.440><c> do</c><00:22:30.600><c> the</c>

00:22:30.750 --> 00:22:30.760 align:start position:0%
around the sampling how we can do the
 

00:22:30.760 --> 00:22:33.470 align:start position:0%
around the sampling how we can do the
sampling<00:22:31.760><c> safely</c><00:22:32.480><c> in</c><00:22:32.600><c> the</c><00:22:32.720><c> sense</c><00:22:32.960><c> that</c><00:22:33.080><c> c</c>

00:22:33.470 --> 00:22:33.480 align:start position:0%
sampling safely in the sense that c
 

00:22:33.480 --> 00:22:34.909 align:start position:0%
sampling safely in the sense that c
nodes<00:22:33.760><c> cannot</c><00:22:34.039><c> attack</c><00:22:34.279><c> the</c><00:22:34.400><c> system</c><00:22:34.720><c> for</c>

00:22:34.909 --> 00:22:34.919 align:start position:0%
nodes cannot attack the system for
 

00:22:34.919 --> 00:22:38.190 align:start position:0%
nodes cannot attack the system for
example<00:22:35.919><c> so</c><00:22:36.440><c> uh</c><00:22:36.840><c> there</c><00:22:36.960><c> are</c><00:22:37.159><c> still</c><00:22:37.760><c> things</c><00:22:38.039><c> to</c>

00:22:38.190 --> 00:22:38.200 align:start position:0%
example so uh there are still things to
 

00:22:38.200 --> 00:22:41.510 align:start position:0%
example so uh there are still things to
clarify<00:22:39.080><c> there</c><00:22:40.080><c> uh</c><00:22:40.279><c> especially</c><00:22:40.720><c> attacks</c>

00:22:41.510 --> 00:22:41.520 align:start position:0%
clarify there uh especially attacks
 

00:22:41.520 --> 00:22:43.789 align:start position:0%
clarify there uh especially attacks
Network<00:22:41.960><c> partitioning</c><00:22:42.880><c> and</c><00:22:43.080><c> other</c><00:22:43.320><c> things</c>

00:22:43.789 --> 00:22:43.799 align:start position:0%
Network partitioning and other things
 

00:22:43.799 --> 00:22:46.310 align:start position:0%
Network partitioning and other things
how<00:22:44.000><c> they</c><00:22:44.200><c> affect</c>

00:22:46.310 --> 00:22:46.320 align:start position:0%
how they affect
 

00:22:46.320 --> 00:22:48.310 align:start position:0%
how they affect
security<00:22:47.320><c> there's</c><00:22:47.480><c> some</c><00:22:47.679><c> fighting</c><00:22:47.960><c> and</c><00:22:48.159><c> up</c>

00:22:48.310 --> 00:22:48.320 align:start position:0%
security there's some fighting and up
 

00:22:48.320 --> 00:22:50.630 align:start position:0%
security there's some fighting and up
voting<00:22:48.640><c> going</c><00:22:48.799><c> on</c><00:22:49.039><c> this</c><00:22:49.120><c> is</c><00:22:49.279><c> fun</c><00:22:49.799><c> if</c><00:22:50.000><c> 2D</c><00:22:50.440><c> is</c>

00:22:50.630 --> 00:22:50.640 align:start position:0%
voting going on this is fun if 2D is
 

00:22:50.640 --> 00:22:54.430 align:start position:0%
voting going on this is fun if 2D is
better<00:22:51.120><c> would</c><00:22:51.320><c> there</c><00:22:51.520><c> be</c><00:22:51.760><c> any</c><00:22:52.039><c> benefits</c><00:22:52.600><c> of</c><00:22:53.200><c> 3D</c>

00:22:54.430 --> 00:22:54.440 align:start position:0%
better would there be any benefits of 3D
 

00:22:54.440 --> 00:22:56.710 align:start position:0%
better would there be any benefits of 3D
absolutely<00:22:55.440><c> uh</c><00:22:55.559><c> multi-dimensional</c><00:22:56.320><c> encoding</c>

00:22:56.710 --> 00:22:56.720 align:start position:0%
absolutely uh multi-dimensional encoding
 

00:22:56.720 --> 00:23:00.669 align:start position:0%
absolutely uh multi-dimensional encoding
is<00:22:56.880><c> fun</c><00:22:57.720><c> uh</c><00:22:58.559><c> but</c><00:22:58.720><c> no</c><00:22:59.200><c> actually</c><00:22:59.480><c> not</c><00:22:59.919><c> so</c><00:23:00.279><c> we</c><00:23:00.480><c> just</c>

00:23:00.669 --> 00:23:00.679 align:start position:0%
is fun uh but no actually not so we just
 

00:23:00.679 --> 00:23:03.190 align:start position:0%
is fun uh but no actually not so we just
need<00:23:01.080><c> the</c><00:23:01.520><c> uh</c><00:23:02.159><c> the</c><00:23:02.240><c> local</c><00:23:02.600><c> reparability</c>

00:23:03.190 --> 00:23:03.200 align:start position:0%
need the uh the local reparability
 

00:23:03.200 --> 00:23:05.470 align:start position:0%
need the uh the local reparability
property<00:23:04.039><c> and</c><00:23:04.200><c> we</c><00:23:04.440><c> have</c><00:23:04.760><c> enough</c><00:23:05.039><c> of</c><00:23:05.200><c> that</c><00:23:05.360><c> in</c>

00:23:05.470 --> 00:23:05.480 align:start position:0%
property and we have enough of that in
 

00:23:05.480 --> 00:23:09.870 align:start position:0%
property and we have enough of that in
2D<00:23:06.200><c> 3D</c><00:23:06.679><c> would</c><00:23:07.279><c> not</c><00:23:08.279><c> contribute</c><00:23:08.799><c> to</c><00:23:09.000><c> that</c><00:23:09.720><c> uh</c>

00:23:09.870 --> 00:23:09.880 align:start position:0%
2D 3D would not contribute to that uh
 

00:23:09.880 --> 00:23:11.230 align:start position:0%
2D 3D would not contribute to that uh
too

00:23:11.230 --> 00:23:11.240 align:start position:0%
too
 

00:23:11.240 --> 00:23:14.549 align:start position:0%
too
much<00:23:12.240><c> uh</c><00:23:12.400><c> can</c><00:23:12.559><c> fust</c><00:23:13.159><c> be</c><00:23:13.440><c> implemented</c>

00:23:14.549 --> 00:23:14.559 align:start position:0%
much uh can fust be implemented
 

00:23:14.559 --> 00:23:17.350 align:start position:0%
much uh can fust be implemented
progressively<00:23:15.559><c> I</c><00:23:15.799><c> think</c><00:23:16.120><c> so</c><00:23:16.799><c> but</c><00:23:16.960><c> we</c><00:23:17.080><c> didn't</c>

00:23:17.350 --> 00:23:17.360 align:start position:0%
progressively I think so but we didn't
 

00:23:17.360 --> 00:23:20.230 align:start position:0%
progressively I think so but we didn't
Define<00:23:18.000><c> plugless</c><00:23:19.000><c> so</c><00:23:19.600><c> uh</c><00:23:19.720><c> it's</c><00:23:19.880><c> something</c><00:23:20.120><c> to</c>

00:23:20.230 --> 00:23:20.240 align:start position:0%
Define plugless so uh it's something to
 

00:23:20.240 --> 00:23:23.230 align:start position:0%
Define plugless so uh it's something to
think<00:23:20.480><c> of</c><00:23:21.400><c> but</c><00:23:21.720><c> uh</c><00:23:21.880><c> but</c><00:23:22.000><c> we</c><00:23:22.080><c> didn't</c><00:23:22.279><c> Define</c><00:23:22.600><c> it</c>

00:23:23.230 --> 00:23:23.240 align:start position:0%
think of but uh but we didn't Define it
 

00:23:23.240 --> 00:23:27.110 align:start position:0%
think of but uh but we didn't Define it
yet<00:23:24.240><c> cool</c><00:23:25.039><c> then</c><00:23:25.279><c> I</c><00:23:25.480><c> think</c><00:23:26.480><c> this</c><00:23:26.720><c> question</c><00:23:26.960><c> was</c>

00:23:27.110 --> 00:23:27.120 align:start position:0%
yet cool then I think this question was
 

00:23:27.120 --> 00:23:28.230 align:start position:0%
yet cool then I think this question was
already<00:23:27.440><c> answered</c><00:23:27.720><c> I</c><00:23:27.799><c> think</c><00:23:27.840><c> you</c><00:23:27.919><c> already</c><00:23:28.080><c> had</c>

00:23:28.230 --> 00:23:28.240 align:start position:0%
already answered I think you already had
 

00:23:28.240 --> 00:23:29.950 align:start position:0%
already answered I think you already had
that<00:23:28.679><c> right</c><00:23:28.960><c> yeah</c><00:23:29.200><c> unless</c><00:23:29.480><c> someone's</c>

00:23:29.950 --> 00:23:29.960 align:start position:0%
that right yeah unless someone's
 

00:23:29.960 --> 00:23:31.630 align:start position:0%
that right yeah unless someone's
aggressively<00:23:30.679><c> or</c><00:23:30.840><c> I</c><00:23:30.960><c> just</c><00:23:31.039><c> forgot</c><00:23:31.279><c> to</c><00:23:31.400><c> mark</c>

00:23:31.630 --> 00:23:31.640 align:start position:0%
aggressively or I just forgot to mark
 

00:23:31.640 --> 00:23:34.350 align:start position:0%
aggressively or I just forgot to mark
his<00:23:32.000><c> answered</c><00:23:33.000><c> um</c><00:23:33.440><c> cool</c><00:23:33.640><c> so</c><00:23:33.760><c> we</c><00:23:33.880><c> have</c><00:23:34.000><c> a</c><00:23:34.120><c> minute</c>

00:23:34.350 --> 00:23:34.360 align:start position:0%
his answered um cool so we have a minute
 

00:23:34.360 --> 00:23:36.590 align:start position:0%
his answered um cool so we have a minute
and<00:23:34.559><c> 34</c><00:23:35.080><c> seconds</c><00:23:35.559><c> left</c><00:23:36.120><c> I</c><00:23:36.279><c> was</c><00:23:36.360><c> actually</c><00:23:36.440><c> she's</c>

00:23:36.590 --> 00:23:36.600 align:start position:0%
and 34 seconds left I was actually she's
 

00:23:36.600 --> 00:23:39.470 align:start position:0%
and 34 seconds left I was actually she's
spending<00:23:36.960><c> time</c><00:23:37.640><c> yeah</c><00:23:37.880><c> no</c><00:23:38.480><c> but</c><00:23:38.880><c> so</c><00:23:39.240><c> I</c><00:23:39.320><c> guess</c>

00:23:39.470 --> 00:23:39.480 align:start position:0%
spending time yeah no but so I guess
 

00:23:39.480 --> 00:23:41.950 align:start position:0%
spending time yeah no but so I guess
there's<00:23:39.720><c> one</c><00:23:39.919><c> piece</c><00:23:40.159><c> to</c><00:23:40.360><c> this</c><00:23:40.840><c> question</c><00:23:41.840><c> you</c>

00:23:41.950 --> 00:23:41.960 align:start position:0%
there's one piece to this question you
 

00:23:41.960 --> 00:23:44.029 align:start position:0%
there's one piece to this question you
can<00:23:42.120><c> give</c><00:23:42.240><c> him</c><00:23:42.440><c> feedback</c><00:23:42.799><c> on</c><00:23:42.919><c> the</c><00:23:43.080><c> QR</c><00:23:43.440><c> code</c><00:23:43.799><c> so</c>

00:23:44.029 --> 00:23:44.039 align:start position:0%
can give him feedback on the QR code so
 

00:23:44.039 --> 00:23:45.710 align:start position:0%
can give him feedback on the QR code so
we'll<00:23:44.240><c> give</c><00:23:44.360><c> you</c><00:23:44.559><c> some</c><00:23:44.799><c> time</c><00:23:45.039><c> to</c><00:23:45.240><c> tell</c><00:23:45.400><c> him</c><00:23:45.559><c> how</c>

00:23:45.710 --> 00:23:45.720 align:start position:0%
we'll give you some time to tell him how
 

00:23:45.720 --> 00:23:48.029 align:start position:0%
we'll give you some time to tell him how
great<00:23:45.880><c> he</c><00:23:46.039><c> did</c><00:23:46.559><c> collect</c><00:23:46.840><c> a</c><00:23:47.000><c> card</c><00:23:47.559><c> um</c><00:23:47.679><c> but</c><00:23:47.840><c> other</c>

00:23:48.029 --> 00:23:48.039 align:start position:0%
great he did collect a card um but other
 

00:23:48.039 --> 00:23:49.870 align:start position:0%
great he did collect a card um but other
than<00:23:48.240><c> that</c><00:23:48.440><c> I</c><00:23:48.480><c> think</c><00:23:48.640><c> our</c><00:23:48.880><c> next</c>

00:23:49.870 --> 00:23:49.880 align:start position:0%
than that I think our next
 

00:23:49.880 --> 00:23:53.919 align:start position:0%
than that I think our next
session<00:23:50.880><c> um</c><00:23:51.120><c> well</c><00:23:51.279><c> I</c><00:23:51.400><c> guess</c>

