The paradox of efficiency | Edward Tenner

257,292 views ・ 2020-01-09

TED


Dvaput kliknite na engleske titlove ispod za reprodukciju videozapisa.

Prevoditelj: Igor Pureta Recezent: Sanda L
00:12
Who doesn't love efficiency?
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Tko ne voli djelotvornost?
00:14
I do.
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Ja volim.
00:16
Efficiency means more for less.
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Djelotvornost znači više za manje.
00:19
More miles per gallon, more light per watt,
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Više kilometara za litru benzina, više svjetla po wattu,
00:23
more words per minute.
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više riječi u minuti.
00:25
More for less is the next best thing
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Više za manje je sljedeći veliki korak
00:28
to something for nothing.
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prema nečemu ni iz čega.
00:31
Algorithms, big data, the cloud are giving us more for less.
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Algoritmi, hrpa podataka i oblak nam daju više za manje.
00:36
Are we heading toward a friction-free utopia
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Klizimo li lako prema utopiji
00:39
or toward a nightmare of surveillance?
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ili noćnoj mori nadgledanja?
00:42
I don't know.
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Ne znam.
00:43
My interest is in the present.
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Mene zanima sadašnjost.
00:46
And I'd like to show you
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I želim vam pokazati
00:48
how the past can help us understand the present.
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kako nam prošlost može pomoći razumjeti sadašnjost.
00:52
There's nothing that summarizes
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Ništa bolje ne sumira
00:55
both the promise and the danger of efficiency
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obećanje i opasnost djelotvornosti
00:57
like the humble potato.
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kao jedan običan krumpir.
00:59
The potato originated in the Andes
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Krumpir potječe s Anda
01:02
and it spread to Europe from the ancient Inca.
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i od drevnih Inka je stigao do Europe.
01:07
The potato is a masterpiece of balanced nutrition.
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Krumpir je vrhunsko djelo balansirane ishrane.
01:13
And it had some very powerful friends.
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A imao je i neke vrlo moćne prijatelje.
01:16
King Frederick the Great of Prussia
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Pruski kralj Fridrik II Veliki
01:19
was the first enthusiast.
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bio je prvi entuzijast.
01:22
He believed that the potato could help
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Vjerovao je da krumpir može pomoći
01:25
increase the population of healthy Prussians.
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povećati populaciju zdravih Prusa.
01:28
And the more healthy Prussians,
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A što je više zdravih Prusa,
01:31
the more healthy Prussian soldiers.
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to je više zdravih pruskih vojnika.
01:34
And some of those healthy Prussian soldiers
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Neki od tih zdravih pruskih vojnika
01:36
captured a French military pharmacist named Parmentier.
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su uhvatili francuskog vojnog ljekarnika po imenu Parmentier.
01:41
Parmentier, at first, was appalled
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Parmentier je isprva bio zaprepašten
01:43
by the morning, noon and night diet
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krumpirovim doručkom, ručkom i večerom
01:47
fed to POWs of potatoes,
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koji su služeni ratnim zarobljenicima,
01:51
but he came to enjoy it.
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ali je, s vremenom, počeo uživati u jelu.
01:53
He thought they were making him a healthier person.
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Mislio je da ga čine zdravijom osobom.
01:56
And so, when he was released,
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Pa je nakon puštanja na slobodu
01:58
he took it on himself to spread the potato to France.
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uzeo u zadatak da krumpir proširi Francuskom.
02:03
And he had some powerful friends.
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I on je imao neke moćne prijatelje.
02:05
Benjamin Franklin advised him to hold a banquet,
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Benjamin Franklin ga je savjetovao da održi gozbu
02:10
at which every dish included potatoes.
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na kojoj će svako jelo sadržavati krumpir.
02:15
And Franklin was a guest of honor.
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A Franklin je bio počasni gost.
02:18
Even the king and queen of France
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Čak su uvjerili francuskog kralja i kraljicu
02:20
were persuaded to wear potatoes,
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da odjenu krumpire,
02:24
potato flowers, pardon me.
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oprostite, cvjetove krumpira.
02:26
(Laughter)
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(Smijeh)
02:27
The king wore a potato flower in his lapel,
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Kralj je nosio cvijet krumpira za reverom,
02:31
and the queen wore a potato flower in her hair.
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a kraljica ga je umetnula u kosu.
02:35
That was a truly great public relations idea.
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To je bila zaista odlična promotivna ideja.
02:39
But there was a catch.
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Ali, postojao je i problem.
02:41
The potato was too efficient for Europe's good.
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Krumpir je bio predjelotvoran za Europu.
02:45
In Ireland, it seemed a miracle.
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U Irskoj se činio kao čudo.
02:47
Potatoes flourished, the population grew.
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Krumpir se širio, populacija je rasla.
02:50
But there was a hidden risk.
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Ali, postojao je i nepoznati rizik.
02:52
Ireland's potatoes were genetically identical.
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Irski su krumpiri bili genetski identični.
02:55
They were a very efficient breed, called the Lumper.
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Bili su od vrlo djelotvorne sorte, imenom Lumper.
02:59
And the problem with the Lumper
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Problem s Lumperom
03:02
was that a blight from South America
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je bila bolest medljika iz Južne Amerike
03:05
that affected one potato
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koja, ako bi zarazila jedan krumpir,
03:07
would affect them all.
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zarazila bi sve.
03:09
Britain's exploitation and callousness played a role,
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Britansko izrabljivanje i ćudljivost su imali svoju ulogu,
03:13
but it was because of this monoculture
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ali je ta monokultura uzrokovala
03:16
that a million people died
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smrt milijun ljudi,
03:19
and another two million were forced to emigrate.
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a još dva su bila prisiljena iseliti.
03:23
A plant that was supposed to end famine
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Biljka koja je trebala iskorijeniti glad
03:26
created one of the most tragic ones.
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bila je uzrok jedne od najgorih ikad.
03:29
The problems of efficiency today
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Problem djelotvornosti danas
03:31
are less drastic but more chronic.
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je manje drastičan, a više kroničan.
03:34
They can also prolong the evils
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Čak mogu produžiti zlo
03:36
that they were intended to solve.
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koje su namjeravali riješiti.
03:38
Take the electronic medical records.
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Uzmite elektroničke medicinske zapise.
03:40
It seemed to be the answer to the problem of doctors' handwriting,
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Činili su se kao odgovor na problem ružnih liječničkih rukopisa,
03:44
and it had the benefit
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uz dodatnu pogodnost
03:45
of providing much better data for treatments.
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puno kvalitetnijih podataka za liječenje pacijenata.
03:49
In practice, instead, it has meant
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Umjesto toga, u praksi, to je značilo
03:51
much more electronic paperwork
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puno više elektroničkog izvještavanja
03:53
and physicians are now complaining that they have less,
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pa se liječnici sada bune da imaju manje
03:56
rather than more time to see patients individually.
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umjesto više vremena za posvećivanje pažnje pacijentima.
04:01
The obsession with efficiency can actually make us less efficient.
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Opsjednutost djelotvornošću može nas učiniti manje djelotvornima.
04:06
Efficiency also bites back with false positives.
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Djelotvornost ponekad uzvraća lažnim pozitivnim rezultatima.
04:09
Hospitals have hundreds of devices registering alarms.
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Bolnice imaju stotine uređaja koji bilježe alarme.
04:13
Too often, they're crying wolf.
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Koji se prečesto uključuju.
04:15
It takes time to rule those out.
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Potrebno je vrijeme da ih se isključi,
04:17
And that time results in fatigue, stress and, once more,
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a to vrijeme povećava umor, stres i, još jednom,
04:22
the neglect of the problems of real patients.
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zanemarivanje problema stvarnih pacijenata.
04:26
There are also false positives in pattern recognition.
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Postoje i lažni pozitivni podaci u prepoznavanju uzoraka.
04:30
A school bus, viewed from the wrong angle,
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Školski autobus, gledan iz pogrešnog ugla
04:32
can resemble a punching bag.
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može izgledati kao vreća za udaranje.
04:35
So precious time is required
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Pa se gubi dragocjeno vrijeme
04:37
to eliminate misidentification.
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kako bi se odstranile pogrešne identifikacije.
04:40
False negatives are a problem, too.
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I lažni negativni podaci su također problem.
04:42
Algorithms can learn a lot -- fast.
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Algoritmi mogu puno naučiti, i to vrlo brzo.
04:45
But they can tell us only about the past.
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Ali nam mogu govoriti samo o prošlosti.
04:48
So many future classics get bad reviews, like "Moby Dick,"
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Pa mnogi budući klasici književnosti, kao "Moby Dick", dobiju lošu ocjenu,
04:53
or are turned down by multiple publishers,
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ili ih mnogi izdavači odbiju,
04:55
like the "Harry Potter" series.
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poput knjiga iz serijala "Harry Potter".
04:57
It can be wasteful to try to avoid all waste.
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Može biti rasipnički pokušavati izbjeći otpad.
05:02
Efficiency is also a trap when the opposition copies it.
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Djelotvornost je također zamka kad je kopira opozicija.
05:05
Take the late 19th-century
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Uzmimo kasno 19. stoljeće.
05:07
French 75-millimeter artillery piece.
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Francuski topovi od 75 milimetara
05:11
It was a masterpiece of lethal design.
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bili su remek-djelo smrtonosnog dizajna.
05:13
This piece could fire a shell every four seconds.
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Mogli su ispaljivati tane svake četiri sekunde.
05:18
But that wasn't so unusual.
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To nije bilo tako neobično.
05:19
What was really brilliant was that because of the recoil mechanism,
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Ono po čemu su bili sjajni je povratni mehanizam,
05:23
it could return to the exact same position
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koji se mogao vratiti u potpuno istu poziciju
05:26
without having to be reaimed.
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bez potrebe za ponovnim ciljanjem.
05:28
So the effective rate of firing was drastically increased.
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Zbog toga je značajno porasla učestalost ispaljivanja.
05:32
Now, this seemed to be a way for France
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To se činilo kao način da Francuska
05:34
to defeat Germany the next time they fought.
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pobijedi Njemačku u sljedećem sukobu.
05:39
But, predictably, the Germans were working
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Ali, predvidivo, Nijemci su radili
05:42
on something very similar.
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na nečem vrlo sličnom.
05:44
So when the First World War broke out,
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Pa kad je izbio Prvi svjetski rat,
05:46
the result was the trench warfare
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rezultat je bio rovovski rat
05:49
that lasted longer than anybody had expected.
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koji je trajao dulje nego je itko očekivao.
05:52
A technology that was designed to shorten the war, prolonged it.
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Tehnologija koja je oblikovana da skrati rat, zapravo ga je produljila.
05:58
The biggest cost of all may be missed opportunities.
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Najveći trošak mogu biti propuštene prilike.
06:01
The platform economy connecting buyers and sellers
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Ekonomska platforma koja povezuje kupce i prodavače
06:05
can be a great investment,
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može biti odlično ulaganje,
06:06
and we have seen that in the last few weeks.
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a vidjeli smo tako nešto zadnjih nekoliko tjedana.
06:09
Companies that are still losing hundreds of millions of dollars
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Poduzeća koja i dalje gube stotine milijuna dolara
06:13
may be creating billionaires with initial public offerings.
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možda stvaraju milijardere izlaskom na burzu.
06:18
But the really difficult inventions
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No, zaista značajni izumi
06:22
are the physical and chemical ones.
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su oni u fizici i kemiji.
06:24
They mean bigger risks.
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Oni predstavljaju veći rizik.
06:27
They may be losing out, because hardware is hard.
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Možda stvaraju gubitke jer im oprema predstavlja problem.
06:30
It's much harder to scale up a physical or chemical invention
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Puno je teže fizikalne ili kemijske izume proizvesti u velikim količinama
06:34
than it is a software-based invention.
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nego one softverske.
06:38
Think of batteries.
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Sjetite se baterija.
06:39
Lithium-ion batteries in portable devices and electric cars
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Litij-ionske baterije u prijenosnim uređajima i električnim vozilima
06:43
are based on a 30-year-old principle.
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se temelje na načelu starom 30 godina.
06:47
How many smartphone batteries today
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Koliko baterija u pametnim telefonima
06:49
will last a full day on a single charge?
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će danas trajati cijeli dan jednim punjenjem?
06:53
Yes, hardware is hard.
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Da, hardver je problem.
06:56
It took over 20 years for the patent
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Trebalo je 20 godina da patent
06:59
on the principle of dry photocopying,
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Chestera Carlsona iz 1938.,
07:01
by Chester Carlson in 1938,
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o načelima suhog fotokopiranja
07:05
to result in the Xerox 914 copier introduced in 1959.
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1959. postane stroj za fotokopiranje Xerox 914.
07:12
The small, brave company, Haloid in Rochester, NY
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Malo, hrabro poduzeće Haloid iz Rochestera u državi New York
07:17
had to go through what most corporations would never have tolerated.
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je moralo proći kroz ono što većina poduzeća ne bi nikad podnijela.
07:22
There was one failure after another,
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Događale su se greška za greškom,
07:24
and one of the special problems was fire.
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a poseban problem je bila vatra.
07:28
In fact, when the 914 was finally released,
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Zapravo, kad je 914 bio predstavljen,
07:31
it still had a device that was called a scorch eliminator
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u njega je bio ugrađen uređaj koji su nazvali eliminator gorenja,
07:36
but actually it was a small fire extinguisher built in.
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što je zapravo bio mali, ugrađeni uređaj za gašenje požara.
07:42
My answer to all these questions is: inspired inefficiency.
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Moj odgovor na sva ta pitanja je: nadahnuta nedjelotvornost.
07:46
Data and measurement are essential, but they're not enough.
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Podaci i mjerenja su nužni, ali nisu dovoljni.
07:50
Let's leave room for human intuition and human skills.
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Ostavimo prostor za ljudsku intuiciju i ljudske vještine.
07:54
There are seven facets of inspired inefficiency.
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Sedam je stajališta nadahnute nedjelotvornosti.
07:58
First, take the scenic route, say yes to serendipity.
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Prvo, koristite put s pogledom, prihvatite slučajna otkrića.
08:02
Wrong turns can be productive.
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Pogrešno skretanje može biti produktivno.
08:05
Once, when I was exploring the east bank of the Mississippi,
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Kada sam jednom proučavao istočnu obalu Mississippija,
08:08
I took the wrong turn.
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krenuo sam u pogrešnom smjeru.
08:10
I was approaching a toll bridge crossing the great river,
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Prilazio sam mostu s naplatom koji je prelazio preko rijeke,
08:13
and the toll collector said I could not turn back.
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a čovjek u naplatnoj kućici je rekao da se ne mogu vratiti.
08:17
So I paid my 50 cents -- that's all it was at the time --
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Platio sam svojih 50 centi -- tada je to stajalo toliko --
08:20
and I was in Muscatine, Iowa.
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i našao sam se u Muscatineu, Iowi.
08:24
I had barely heard of Muscatine,
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Jedva da sam i čuo za Muscatine,
08:26
but it proved to be a fascinating place.
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ali se pokazao kao očaravajuće mjesto.
08:29
Muscatine had some of the world's richest mussel beds.
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Muscatine je imao jedno od najvećih svjetskih nalazišta dagnji.
08:33
A century ago, a third of the world's buttons
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Prije sto godina trećina sve svjetske dugmadi
08:36
were produced in Muscatine,
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se proizvodila u Muscatineu.
08:38
1.5 billion a year.
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1,5 milijardi godišnje.
08:41
The last plants have closed now,
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Sada su zatvorene i posljednje tvornice,
08:43
but there is still a museum of the pearl button industry
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ali još postoji muzej industrije biserne dugmadi
08:47
that's one of the most unusual in the world.
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koji je jedan od najčudnijih na svijetu.
08:50
But buttons were only the beginning.
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A dugmad je samo početak!
08:51
This is the house in Muscatine
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Ovo je kuća u Muscatineu
08:53
where China's future president stayed in 1986,
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u kojoj je boravio budući kineski predsjednik 1986.
08:56
as a member of an agricultural delegation.
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kao član poljoprivrednog izaslanstva.
08:59
It is now the Sino-US Friendship House,
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Sada je to kuća Sino-SAD prijateljstva
09:02
and it's a pilgrimage site for Chinese tourists.
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i mjesto je hodočašća za kineske turiste.
09:05
How could I have foreseen that?
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Mogao sam to i predvidjeti!
09:07
(Laughter)
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(Smijeh)
09:09
Second, get up from the couch.
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Drugo, ustanite s trosjeda.
09:13
Sometimes it can be more efficient
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Ponekad je djelotvornije
09:15
to do things the hard way.
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učiniti stvari na teži način.
09:17
Consider the internet of things.
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Uzmite internet stvari.
09:19
It's wonderful to be able to control lights,
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Prekrasno je upravljati svjetlima,
09:22
set the thermostat, even vacuum the room
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postaviti termostat ili očistiti sobu,
09:25
without leaving one's seat.
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a da se niste makli sa stolca.
09:26
But medical research has shown
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No, medicinska istraživanja pokazuju
09:29
that actually fidgeting, getting up, walking around
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da je vrpoljenje, ustajanje, hodanje naokolo
09:32
is one of the best things you can do for your heart.
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jedna od najboljih stvari koju možete učiniti za svoje srce.
09:35
It's good for the heart and the waistline.
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Dobro je i za srce i za struk.
09:38
Third, monetize your mistakes.
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Treće, učite na greškama.
09:41
Great forms can be created
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Velike stvari mogu biti stvorene
09:43
by imaginative development of accidents.
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maštovitim razvojem događaja.
09:46
Tad Leski, an architect of the Metropolitan Opera
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Tad Leski, arhitekt Metropolitan opere
09:49
at Lincoln Center,
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u Lincolnovom centru
09:51
was working on a sketch and some white ink fell on the drawing.
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je radio skicu kad mu je nešto bijele tinte palo na crtež.
09:56
Other people might just have thrown it away,
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Neki bi ljudi odmah to bacili u smeće.
09:59
but Leski was inspired to produce a starburst chandelier
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Leskija je to nadahnulo da stvori zvjezdani luster
10:03
that was probably the most notable of its kind of the 20th century.
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koji je vjerojatno najistaknutiji svoje vrste u 20-om stoljeću.
10:09
Fourth, sometimes try the hard way.
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Četvrto, ponekad pokušajte na teži način.
10:12
It can be more efficient to be less fluent.
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Može biti djelotvornije kad nam nije lako.
10:15
Psychologists call this desirable difficulty.
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Psiholozi to nazivaju poželjna teškoća.
10:18
Taking detailed notes with a keyboard
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Detaljne bilješke pomoću računala
10:20
would seem to be the best way to grasp what a lecturer is saying,
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se mogu činiti najboljim načinom za bilježenje onog što predavač govori,
10:24
to be able to review it verbatim.
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kako bismo više toga zabilježili.
10:27
However, studies have shown that when we have to abbreviate,
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Ipak, istraživanja su pokazala da, kada moramo skraćivati,
10:31
when we have to summarize what a speaker is saying,
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kada moramo sažeti što govornik govori,
10:34
when we're taking notes with a pen or a pencil on paper,
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kad bilježimo olovkom na papiru,
10:39
we're processing that information.
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mi obrađujemo informacije.
10:41
We're making that our own,
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Mi ih činimo svojima
10:42
and we are learning much more actively
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i učimo puno aktivnije
10:45
than when we were just transcribing
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nego kad samo doslovno prenosimo
10:48
what was being said.
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što je rečeno.
10:50
Fifth, get security through diversity.
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Peto, steknite sigurnost pomoću različitosti.
10:53
Monoculture can be deadly.
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Monokultura može biti smrtonosna.
10:55
Remember the potato?
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Sjećate se krumpira?
10:56
It was efficient until it wasn't.
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Bio je djelotvoran dok više nije bio.
10:58
Diversity applies to organizations, too.
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Različitost je primjenjiva i na organizacije.
11:02
Software can tell what has made people in an organization succeed in the past.
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Softver nam može reći što je u prošlosti ljude u organizacijama učinilo uspješnima.
11:07
And it's useful, sometimes, in screening employees.
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Ponekad je koristan i u provjeri radnika.
11:10
But remember, the environment is constantly changing,
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Ali, zapamtite, okolina se neprestano mijenja,
11:15
and software, screening software, has no way to tell,
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a softver, softver za provjeru, nema načina reći,
11:19
and we have no way to tell,
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a ni mi nemamo načina reći,
11:20
who is going to be useful in the future.
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tko će biti koristan u budućnosti.
11:23
So, we need to supplement whatever the algorithm tells us
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Zato trebamo upotpuniti ono što nam govori algoritam
11:28
by an intuition and by looking for people
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uz pomoć intuicije i traženjem ljudi
11:31
with various backgrounds and various outlooks.
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različitog iskustva i različitih pogleda.
11:35
Sixth, achieve safety through redundancy and human skills.
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Šesto, ostvarite sigurnost pomoću zalihosti i ljudskih vještina.
11:39
Why did two 737 Max aircraft crash?
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Zbog čega su se srušila dva 737 Max zrakoplova?
11:43
We still don't know the full story,
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Još uvijek ne znamo potpunu priču,
11:45
but we know how to prevent future tragedies.
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ali znamo kako spriječiti tragedije u budućnosti.
11:48
We need multiple independent systems.
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Potrebni su nam višestruki nezavisni sustavi.
11:50
If one fails, then the others can override it.
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Ako jedan zakaže, drugi ga mogu nadomjestiti.
11:54
We also need skilled operators to come to the rescue
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Trebamo i vješte rukovatelje koji će doći i spasiti stvar,
11:58
and that means constant training.
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a to znači stalni trening.
12:00
Seventh, be rationally extravagant.
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Sedmo, budite racionalno ekstravagantni.
12:04
Thomas Edison was a pioneer of the film industry,
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Thomas Edison je bio preteča filmske industrije
12:06
as well as of camera technology.
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kao i tehnologije snimanja kamerom.
12:09
Nobody has done more for efficiency than Thomas Edison.
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Nitko nije toliko učinio za djelotvornost kao Thomas Edison.
12:13
But his cost cutting broke down.
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Ali njegovo rezanje troškova ga je upropastilo.
12:15
His manager hired a so-called efficiency engineer,
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Njegov menadžer je zaposlio tzv. inženjera djelotvornosti
12:18
who advised him to save money
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koji ga je savjetovao da uštedi novac
12:21
by using more of the film stock that he'd shot,
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koristeći stare snimke koje je snimio
12:24
having fewer retakes.
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i snimajući s manje ponavljanja scena.
12:26
Well, Edison was a genius,
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Edison je bio genijalac,
12:27
but he didn't understand the new rules of feature films
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ali nije razumio nova pravila igranih filmova
12:31
and the fact that failure was becoming the price of success.
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i činjenicu da je greška postala cijena uspjeha.
12:36
On the other hand, some great directors, like Erich Von Stroheim,
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S druge strane, neki veliki redatelji, kao Erich Von Stroheim,
12:40
were the opposite.
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mislili su drugačije.
12:41
They were superb dramatists,
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Bili su vrhunski dramatičari,
12:42
and Stroheim was also a memorable actor.
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a Stroheim je bio i pamtljiv glumac.
12:46
But they couldn't live within their budgets.
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Ali nisu mogli živjeti od novca koji su zarađivali.
12:48
So that was not sustainable.
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To nije bilo održivo.
12:51
It was Irving Thalberg, a former secretary with intuitive genius,
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Irving Thalberg, bivši tajnik i intuitivni genijalac,
12:55
who achieved rational extravagance.
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je bio taj koji je ostvario racionalnu neumjerenost.
12:57
First at Universal, and then at MGM,
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Najprije je u Universalu, a zatim i MGM-u,
13:00
becoming the ideal of the Hollywood producer.
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postao idealni hollywoodski producent.
13:04
Summing up, to be truly efficient,
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Da završim, da bismo bili potpuno djelotvorni,
13:08
we need optimal inefficiency.
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potrebna nam je optimalna nedjelotvornost.
13:10
The shortest path may be a curve
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Najkraći put je ponekad zavojit
13:13
rather than a straight line.
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umjesto ravan.
13:15
Charles Darwin understood that.
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Charles Darwin je to razumio.
13:17
When he encountered a tough problem,
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Kad se suočio s teškim problemima,
13:19
he made a circuit of a trail,
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iza svoje kuće je sagradio
13:21
the sandwalk that he'd built behind his house.
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pješčanu, kružnu stazu.
13:24
A productive path can be physical, like Darwin's,
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Produktivan način može biti fizički poput Darwinovog,
13:28
or a virtual one, or an unforeseen detour
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ili virtualan, ili neviđen odmak
13:31
from a path we had laid out.
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od načina koji smo zamislili.
13:34
Too much efficiency can weaken itself.
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Prevelika djelotvornost može oslabiti samu sebe.
13:36
But a bit of inspired inefficiency can strengthen it.
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Djelić nadahnute nedjelotvornosti je može ojačati.
13:41
Sometimes, the best way to move forward
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Ponekad je najbolji način da idemo dalje
13:45
is to follow a circle.
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pratiti krug.
13:46
Thank you.
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Hvala vam.
13:48
(Applause)
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(Pljesak)
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