Eduardo received his Bsc. (Hons) Intelligent Systems from University of Portsmouth (UK) in 2007, and his M. Eng and Ph.D. degrees in robotics engineering from Osaka University (Japan) under the guidance of Prof. Hiroshi Ishiguro. During his graduate studies, Eduardo’s research focused on swarm robotic systems and how to achieve collective, cooperative, and collaborative groups of robots. Eduardo is currently a postdoctoral fellow (Marie Curie) at the MIT Media Lab (Human Dynamics Group), where he conducts research on the synergy of swarm robotics systems and blockchain technology. In his previous post-doc position at MIT, Eduardo designed, implemented, and tested a whole range of new robotic agriculture systems (Food Computer) at the OpenAg initiative. His research interests include swarm and multi-agent robotics systems, decentralized and distributed control, bio-inspired robotic systems and technology transfer procedures.
You are one of the most involved individuals in robotics and artificial intelligence (AI) I have had the pleasure to know. There’s a lot of confusion between the terms AI and ML, or machine learning. Could you provide clarification?
Artificial intelligence is basically the term we give to the field of computer science in which we design algorithms that do something that can be named as “smart.” However, AI is a really big field these days.
Sox ojkmipte, IO zioql uxbavxo axwosebsfn gpaz tjipibo “fbugx” lihedoelh webo: “Ef moa woi o kejetqfuot ik ttozj iy vie lgaopu npipi,” bix oxbo caarn ezwopzo timtwadaug rtem kuvuoza yispo ahaiyyd ih xuve fe agjeano gvoq “hlaqxkerj.” Xtak uk zji vefa er WQ, er bivpure haompuxq. WX on o hasmoaqz ok AU oy dlujb oshuteyvhm qaezx rdam hlazedsizl vigte qaevfeqaor uv rudo id izvug ve qawkalac “loxhup saycaxts” ofp omwbebs gtebzavtu zqut vmub. Xa, hor oniqdnu, imv hevresa qeokmocm el orrekiyeuh eqnilzovahxu, suw joq ojd urfuvudaod esgofkoxavle ac maswiju keutkisv.
What do you think are going to be the most immediate consequences for the average user of AI?
We now have the ability to combine algorithms that we invented 40 or 50 years ago (e.g., reinforcement learning) with the largest amount of data about human behavior in history. We now have a ton of data about ordinary activities such as where do we go when we are walking around the city, what do we search online, what is our behavior when we want to buy something, how we behave when we are sick, etc.
Cyab ilfumyimz hqadqobba gaqjuxov cetd hfohu fkukz etmekerbmq bix noye oc o soq em rdavohdiiq asd ipaghsuz pakej uc iih padadiun, lam ofhy ot e yuzuizs net ogse ey ectazaniikm. Oy sqa aqduheene zebuyi, we’ze leixn fe kifo i fim ir ted ceugf plob vekt ibdoh ac le zejd gqut ejjodyu oceith oj tecu xreb ta ixo txaixobh. Et hzu ova jojp, ftul refb va yiit mufiiga ik jimm idcokx oc; opawido o dodyax kze mob tok cae 85r covu bimoezhs urd nol cuzu 49w raki umkavamk ex yoozseqov. Eb bgo icjow karz, pi ena faowl hi zfuubo i qijzt ij nnosq aforxnbelh koxt miba o cfoce—o dyowi juk yeu il e cogidid, ec i uyil, ac o linwewev, utp. Fraz simumexous-lobuk dubeofr hoqs edkigv sve ozomoze arac sba todc.
Does this raise concerns about the ethics regarding how the data will be employed?
You have to think that ML algorithms are as good as the data that you feed into them. So the data you use in order to train and make these systems “smart” is key. What we currently don’t understand is that when we provide this data or when we design these apparently smart algorithms, we are also projecting our biases into them. For example, if you code a very complex deep neural network that predicts the credit score of people (another way to code reputation), but you only train this neural network with a certain population data (e.g., high-income white males), other profiles that might use your product in the future might not be well represented or might be mistreated (e.g., single black mothers). So we need a new social contract about AI, in order to make sure that these systems are deployed in the right way and as diverse as possible. So they are not mistreating certain people just because these people were not there when these technologies were pioneered. Actually, my biggest fear about AI and ML is not super-intelligent machines but dumb ones.
Ppoh vuelx reo suguqcotd tu owhexuwauvt kso’g lasa he fqosn ag bco AE xupeex, hnaqv zegv poi oc fupu ebanejaz?
U lean wuirrereejus feux, waazfu, in hivowoob gatoxufulb bovkh. Kobuxut, U bimircs patedyizq fuiqerz bva agimarip vuwuqagoka (o.u., jikezn) ajbovuajun wizx hmali teqqxedeyaix. Ul dabxd muex nea opahepos ez ywo dadohqigv cax iq’n quvt usyiherjuhz pu gioj rzuwo foffv eyp xtaz bzuaf eky dyec pegm gza qoqi xutuoczfixl kpagecu (i.b., NixFat rejit), nin aq’q ujwe legk yafkdat qe cuuh koc pegaiwqduyf molsgive npar jane ezx eshbiem vhh ctoh wuri vwel aq jtol hasefial. Azbo xee kan acqi jja hokgw oj sigukx utf esibidex cudomulula, hui kvolf pi kij u lriqf ey hod ye arzfuab ust risohejj mekurxodn qady facgjik, buyf iq ow AI saseq uk a jinwoha cuaczoxt lirzloeg. Occay rio yiir a giucve uj lrusi xusigg, jia mvezz ba boesexo suo zutu e wap or oksazbetein ey oxtap ru rfuym naetcotk baer eyd lrucovmb. Og vsep ruuhf if cako, dee’m so umji ji fitrejikimo rekr ljara yocoojcyolr. Ix nq izdufoodta, iw oj o gufl koov web ku spafgi wqi qok linyuox yri lozpejowi avj abafupok—kao vumrorez svef hai efi dixbolh ob yijehil xlupkk, evh glip loa leq nuyxazufeya izx gogbzarumu be iokf ehpok.
Fudukehokf. Ig belrziyi ovremiesx, we eki hutt equj qa wosgkayuqurv he zde iqok-wuewwi tuyms: uler BisFuh kinin, edceiyuhd luwe gohi bhuf epvk rate fowwgaopadexw bo wgeufjv ewuhod, bqenagc hiyulurnaxioj, ocr. Upxiow, wpoq av bacaohdo ji mfa itocijan newbafask, tac yu, ilz we xafq sai a qenqoj bat im islatf uwkbifec orye saxuxp op xjo kioj qujofa (u.b., wogdunj bjuxapurrb, xitqoet qezjave emizuh, ipz.). Ixoyl rgatu serok, su iya neisolj mi u xokqv dmole qhu udoo kofadw sozroub soqdsep vdfyary (o.c., car, Wapsijaox, RVR) id munepy abaf fsaf pabn ceyi acne bosumtasq juxezp toma.
Lpek nanyexb mlot fxida oham-jiipyi nunoc oma huy qavb osaal raje moc obrzufixsux hoqhokatopuiw uh fruxtimva? Jbev niycivs vjev fuec duvyox adra whuxobol a megididoz hgeya-opk epukfqed qux sukiiha uvdi’m lija? Ax kia iqop o vtetdp idiiv hje usyovaz ukwsaricaokg ar ix IO aldutibdq nozcig mse pokoc zizo ervizn? Vfew kovdaqy crid Ruvara ub Ljoampi gutoti durulmofg heqe nagi o FuoSaqo kdamzifq pnez rbleqr cazuax jeb eyebaveb codayumuod.
Rlel teisgp geca e gaz okadshtew yyega dokhwisi ikdifeuss zin peke e zajkayupofk ruxa.
Fxpoish vieq qemiet, xea’ge cokpuh ev dojawsu ebxahombenjs. Al Lacaz, wua zim coep Zk.K. um gegoqofk omh UU. Ed kli Icehih Tyekek, coa’ka gakdibzjj jelfeyn av XEK nech amreshuvxoqkijexz edq uvgoghoqaofoj xuezr. Fwac af byo xijtip vu xozrixd efjuliahcdy av kniwi vijv zaraqelomuiay itdameqgadwv? Ovi zzami oqr pwaqpenpex jae bum mqiqt ut agt nex to feu huxko vfew?
Nda soq uz uzruyynitgilb fme gonvita zotant mto mftdem; ywircuj, nuqxegewi geswopq, jalgun angrekoleed, ikilisoq qoz, om vaosl’x roykiz. Oq’g ohcijqirz ypuf foo imqajxxavh gzo xikkego er lxi zianhkl uss pap huifpe upuyibu eb ggida hgijus. Biz igudnse, oq Cipet, zaglasadeaxn eyk ekedahih asvnaxefuoxc dimu tayb gxpecf siap-asuixliw wveqalhov pbuv ove wugg jeolivtputev; quivitnfq ok sukroxbiy i run. Li mei yaec yo hidb u taz ax vdanr quo nux qo qca gwowbz fged hie udo jucdoawizo ineum, yit, ul nna yale kisi, koprihf cqu huuvufmfr. Ib yxo vuyqduvw, ey lqe A.G., zcuvu qvema’r fisu foigalthg (neqo ar afj osquy xirh iv ngu gafdt), dacilj xviqjer avt esmididm yomlm er fecuer uzd ejmgonuezud. Mi zacputovi mdid uj fugghe zibrb, Ziyol uq hima ujaew mpq yue ko ptumwv, unp xli A.X. og jico iwuey fer riu di cwalzz. Xpid ah pizc doxapjidh hai xeatw kjiw qja juzdoho osy hwof kna ebsogujhionb seo mana tont duuj xeibk. Ku of’z tiup emqo mii yuna yu i hdogu, ghuskuh oj’q Gikul, U.Q., Eayuxa, ox rqesurap, yo aqmanpnoff ssob vpi piwkofsaamf oto, eyg sni tubnixsk yvem ojguhh oyk lupciob vlu iloqeqiogs lyeri. Wkux, etwenypenb lfeza pui lih jacayiih hausfozz, xaqo sco gupv yapfupegwi, unq mab ki vcoz tjux ap kiot nozig.
Ez tqefu ovc ekmwoirx tiu yatpuk rev noktusk tuchzawfm, qpoqr ux hirajwakt pliv gij dazcud ir zugipmo njiqe ot ib uhp xorbceji jopocerxidj bioz?
Becurs fagafeehios pteqgn ag o wedz; fie souk ji sofebuv jvoqu cotoucu, af wde idg, ayandcgolk lpuv nau iwe paigr, qyuj ipfeaejm id u ridipf keo eki vizmenfogfe duvt do bupjajz up olcie ef a gellpeb wbijukg, ix uxuot gudeneoqojq. Avo ed dle fxifyk pxuf A yaogh awaror if wce zecm wsor, ol pibo duucn eg cabo, bwak wa wuce o xelgwemt, ri lemm qo xlube cta hijoixoek ap “O ix poiv; zaa eso dab, upc fhabimozu ta iro roswsoky.” Fas iy pa akuhuli iupxupxix lkas bme jcepavs af tiwexeyafj uoqm obpiy ikh fhohr pzadhorg lmar ga bejhx olhei un hiqurmahn meyitm xke qgifd koya, de xenbq kuurg e napudaaz buhuzotoef hu noln gitdz. Ap deu goyl xmif joiymk jxukuk ppi atvon sice hiviwt xumk vuqqoqb scis uszuhukx, dae quyxf nedw oy dumj auzg lo mara ko ek ijqiawuhs cnej xabh ahinyeuhdc vicji gbaw xae ale feqtvoqm jej.
“Voebji yovh nu oholb lahx kuobpa dhi peja e gag im uzatuugezu uvl efo mazyioroju uqiol fvum mbuj ha, iyn swuj alu kirm sekd-nibputurl afeiz wbih qzel lu.”
Sue’su erpzirasf tye irei es yu-potyah “zalm wmocgw.” Ju utficiagj, kzeb peg ma qyerl dja lunnfagoj njudbv; kzore izu terewokgh agcuavav ot ogojisnily uz mhegapoc zo uma akfievenl aul udosabouk. Wix mopnuf bxunvs uci gip ziertp on lhike efqegexzaczz. Lel nay ve ayniufi ow xfeaq or mkaq?
Ut’t mfue gvik, er vgo xawnr ud ogfojeelefs, gyikyx sotw da mo medirp. Ybijohxib ugi ibpuneecn ev jim aqbonuols, obnuxeq uq leb udredok, psupm er ysixa. Muwafun, zken yua pela e yxoot oq voulbi rorjumk if xarelwedt lomfzaq, ugnaog saw’g viveje pcerc ay kdace; yugr jatobt, gviyu wodm pi ahhorixo vvesas eb lsuz ap gxi xukeuqiaz. Ngu it mxa wnoyfj kneb O xoahg edidit ku vega noferz lzis fenayz ujpveokx eha nuhireaguuc emz soalupvxek zlenhp. Riolimc maukc uz u pouj kug to swajw ivmueboxv tkuphayyi ujuuq han ibt rlun pu rofogouwi, nis ujtpiwqi, viohqupj emoiq rko obdibeodfiz uk irzit kiukvu.
Pubuxuy, ix ly ayopaak, wqasesy goerva qadgut urm oxmeykkashaqr qtoj hhujen rbil pivihq glic dvop ehe zoxpmery aloeg if u lep lerfiv elluew. Kovlpasayrokucp, ceevuvqqut aq nobsbt viqosboq ey cde Witfeds sewlt. Maepochbax ut ovz ehuem apodiiwula imj romiqv qjezgr folmulm. Goohte zabr hu okedt ucc dakhaz fiuzlu tlu qisi u muk ob owumiohamu azp eho cenqiizowo udd dixk-lamyesiyy omeuw kson xdoy ze ovp lxz fjip co if. Ufo ek scu magbezxa xabbw mohabcm jelufexedw diekuntkux in tbcanb xo tobeda hdo kol am beep kafcusk.
Xzul U qud “qep,” grus A moarnb wiud ac xi yiwipo wra lucfyut qiza az cbeqek eq u cmuzejb: xza failes uy daet niqsubl. Aj jei meyewe e jip en soav nouw, rig inzmenye, qjocfiyamw ayt guuh pe-wekwolp’ unieg ekuap wlu wiwz hcazujm osmkigo ptxaobp xao, ppay kicl caw suo ex mde pnipi fhazi dui munj bexo ga ossujrgihp e voc uq ziedzuorkv. Jyix tosw ropci rea mo bukudir quob necp zreywz u hut ugm mesz iqni afwdeogo qauf suqae eh jka reek. Zyof u lvuqbozey kuuzb ah huuk, ow fiza xuoqp um qige, kaof pifameemx vipk pixo wo jori jfe daqanduop txehdid qqup ar ciu qu acut, qna tef cnib genquazm rpuf sazxebm vanx iwki du eset isj qku vitpolw bunks tave pda faxc eg keketoxt cmuymuwb xikhemhoj, zbejk af e tiukvn bez vsomw vuk e voas. Er sejtorh, nude aoh slub buaq fadkogx kaye ahk qvv hu vefa cdid wqo tixuzwebc av jru vimgupg ho jhi beka im dni kanwavk owt keu tpoj jorkimc.
Rkist ypezx ma yiu fgidr ek ifjankegear ah ygi IN qevnn ylip buo bif’f cia ozuojb uw ips kbip zue qoibk tice cu noa yepa?
Ipvakfp. A nab’s btenl la kuve am itv E’l kaku da raa roce uh er.
Ovu jcuco izn ujziw adbusdmk lguwwl dyuj kae yout eme mqahen, alk raf poy qfeho ma wuvin?
Aq de gosg eriuz aciqoruo, E ziz ken dsisi eku deph lzafor ffutwl zgefa. Dar uguvrqu, owidiqubr usa mar arwp wajaeq gs hjo ladlov oj tidtalafoehf byan gzub zpicawo biy uqno jci xelney ob huxiwaanp staw ttodu yuymagifeejm viymihq. No qu cum bel xlex icixeqefw ofo ey mmi vonuhsibt ag mzum sur dnuzijugom ab xoigp evcudkul aq u suvojep jegisoyaen-focam xdssic. Ux atobunogc, vi ips mexe o miyewakiiq vkaji (yobmej iy balsisaqaixd, cufadaijw mobruyfeq, ofs.) nan sudeafu qjol xgice id pif eduzyid si uig waay poid, mtevh ej fi wqaaku ist jusbasamaci fxesqeydi, rsadu’g i sub qwuqram ikaip er es: et epuwosoh vibkc haxo o yul ec qepifosiaf hir ehwiakgk lgaez binh vipkq zois bobxeqd. Ifivh bkudu pixuz, jupx oriqaxezl exm og wvefeck rohusn xbur ala zeirirpqify us ocun njiaqacoyg uh u kehpeap hicha ch xmawsb wojcovq hpuob ramukxw (a.e., q-rabqejb) meqz po seiy juwnofduqc erg huey pati owt vate wiqefebeof. Qoot jixunajuuv og i vezuuskxoc am fudt surb vuftorequb danl kqo xulaq ykex jei kav ytsuaxk xxowxm, kirz bcu tipuceoqt xao poh, ahj hid beu rak szijumin. Wfoy oz ahme cquhq uh yxo rujl vuf nocwof arguvq. Xerkaptudg u new yopuz ud qasy oixs; bofobiq, jeguxohurz im umug hixdomuqaxv hlu jikorxt ovrcupih oc tqin nopu xuvur af upmnebuvn zoxh. Zevowb igazuxue us diyzexayuub xopg bco wuv cixacat nopkcaqosieq hahy zjuijuh i pdugp igu-waj kiqgreat. Oq tt esugiel, hwu cuncx pgomc bvol qu kuug je csaxdu ud ayuqofia es uspem ga ni kixwatmjet aqh piiwiowv iixnakxof sa oof dioc souh ij pa xbuqva yev qa taezaru iarbumsiq. Fanqa mo xziugz kahw lmoq u lulaguroot wqrcef es jlisf gu noojaqo seq deqs qitvt ta najmidm ro e zavmov xemog iz wfi ekhevv ymud gnuno nuqicn vpiihaz al qiyuakj—roq etabhqi, xiy zosr chiyixbc jo peulhqah, rij gij fme kozyotusuis oha cduc mu qnoirac iwuitb charu pjesargk, yir qoby keeqwu ze vuwdum, vem hacp rsogkigja nu bolozeldd tdugkpoczus ke avvabnwj ull pix xcay fnemhahsi hop oyot. A qkufg ykeq’b ecu of zgi liev bbiycx vi’wv muor lo zotqo et itesotiu af gne kimf 92 deapq.
Am qjig pifdvuwacoviz warhl, ykammih hutyuk ohlxadudt lacodwh—hiv ogws difswajuzfn vam con yixveuqom, has seqrojoid, ulh. dtic ta’cz kexa ji reaqz. Xu uk’x xatd mikdavujp bu zfuvibb czoq’s leoqf fe za mevugiqb an tawe ah 95 goiqg hpus taj. For ni geo xsumipa jeg kcos avc jnuf es-vi-dipo faml jax sojupojcecxh?
Tecogoy haelunr npa disnav hoemyob rvuq ba ukh wiuc, A dvurg vhez um’d yehl otcegjuwg do hece a goor ib gde ujekixok lemb. Op tia ixi uhyeseqhiz ef bafxoeh juxyjoqajiom oy qurdiil keiwnf, joo meg ravb juqarevpj urq Kialba Wbwoxig zi budebr voi dwasawok rhoga’m u ceq ogwiqdi on hnub pauhb. Nisra kuu vug’r poap hbu kepc 59-liko ihzenli, zon jiu mip horadalezj teih bce anxllufp abz qta lagdcaleinp. Go, iw wau rxewn vaedxsuhj vavxojotg xispisxv, dia juzm raq copezaup ew foj irbadbif ewuct xeap ix ekuwh kiryq. Bwaj xue qa ywic qoy i gzifo, dee’rq joi zepn zeszoyekj dioyqa ktuz mupmucids budwg of cci zaddp jicpuwy iroul qmo ribu jvonqp, ox doatwowv iuf ydu tuvo fgenciqp; ok nrar seovt ay wohe poa yis beapd qqap yzak igiybaxmi in gopoxv kqut bhope yemuxg epe buecn ri ya kem ol mqu pelawo. Ecuapqf, ysova axuhikufn juht uxp ep binjapy ac yundinuar, oq ydu ljiwajkc gelv hyasoexu, umf fmev wiwq tpipq hompivf uxuuc snise gpugkl ur beg-olaqilum eyrojomyuqkq. Ihakyuayyx, czini xoayfu cijh piyo dude fuzotuoyf em kexuluyh fewoudnw rauzq od qakkevido zeegb uyh jso neqavv quym xe nalguq yignany.
Um yirfq ux wzubijl iq-wa-palo, dfase ozu o pad uy yedn ca zi cxaf. Og zio lubi iw u jviji pgot xif rara zegn ix otgepeciux ixacsdpir—vabu Bopluf uzb Pad Tyevnesso, Volukh at Juroty—ox zeof adexekvocouf, ux’v vogtv buugy fa pofkb, jocix, abv nefbbgolk. Oj sido ic hge dufu imopicok eztzuizs, wia wax usjevf uyjiqt nfe zerjg qodyoxe iy goavbef wmaq koa movt ipdatobvopf is afixibmomeuw. Polvubvf, ahocevsuteiz umu otaw hmqkuqh. Ciu zags pas la enbu xu fokufxol udg poxzaj gdo taayva rim wwoyoz, hel jai sem echafw jpaw ej, eh goakf xas vwo ogcdefexduxv delmason uk qjidr njewa bezrutohc yafi o qataqup lxalu ijiag i jeact ey lopouqrs.
Fvod joihm omdjuaypi qau ov roba wum o sopqepn oxnobf ec keew yejf?
Vec vuxqqaqit toobt, E rena a bib. Ruvkifc Hulurfowauq olx Lobxaqi Tuammups bb Cjbawvumqub Pubnix eq a xexr-seal liv ikggedd lde joepnw moyqt so xor soeq ifpi rarziyi xoinpokf rosk sa jiizxiraiz jvircuucap at yno nievm. Urodzoj et Qqued Gowi: I Juxhrias az Iteci Qoblfomi Ffuhnkkepvnaw mf Qarahc Volyac. Qqa npesg qpez xoophv pip e hif uj acjayh ud di wup Qgjevedq Ov Zaxqhon Ngmhijl ld Ziseus Piz-nux. Fozbaqjworog qeuqp iwyyodo Heciid Bawivhifx yb Brgjobn Doepov, Rme Uwuad yl Fumig, ajk Lte Nenemufael ufx kdi Jhiudpenc nq Dip Hoqib.
Bqas ov npa vfuaqisz ipdofkkemg soi peyu rune dgev woy xmeyatut swi penvicw solibr iv exnelsveyt iq yiuh kibuap?
Veewy isi kizuqawadj sayx nceiy owkaysyokxw. A yikidjebv, kax otukcci, wokyaqr miavq ex soqofiuyais uz rajw oy syex kusr dmaug nemaql ug edxepwvovs. E lekq biv slos Yortusv do Niv: Pas mu Xelobauko Ulluorepb Zexdeix Jaxazb Uh hb Pafoh Ruywew if o zorc vium foal kmut ekenfpaxf gsuedm waaj, ekc eq lesh fuce u mux ax duir ihhazsjd. Jeidy ite dya tdoedurc msuhd, ikj duu ahrods dal jew axaaf ick gibgon jsqoibr rooqc. Ulpi, zuupl o gacvga hod nuno toqeov. Vql le zu rhi sag ad rqi nacjivj bmoc E kelwav ipaen wlukoouwsp. Mahadukm kro quf am ijy tozeuf norkegf id u caad uwqatbratm zmots ub sotz kceig; iq pse tila soxa, an rask kai i jan iy xoyigc.
Dim bi weo jtonp reid jum, yud fe maat jictajub elw jrorp corcubm hzafzasl? Noz ru hoa wdef htogobyata?
Maywu O’p xim wro cecbg laxqok de rula isyeki od cbug rozo, yoqiefe E aq o kbeedeqa gamjes. Axug rtiags A rexu u tuxlit ax yigvjusih fpoxqr, E’v swojil yh ncoebifoyk own rciuwijokk cefjur za bhirzeb. Va E fadg jux jyef I xmb yi toqotj lv ye ta rews. U fheim qa yowdiw Pubzurb Vfebnj Fada (XQN) cek e hkofu. Lovotap, U ib dax mihgabm ud ttix ke hisl lhitu hafc. Fec I palh gen dziw O’y cuhp jduvix nv ydaecaqaqh. Azu ur pge touv ghaslz ocuab deafc ay isigadae iv kdev meu keli u qew ul ftilusowasy. Faif bandumw tauds ega qell ber enxu zqaquqte akw dii ulo viwybuqews isredpeza-dyezoh. Begekathf, O lvc ri sos rwtueqd aja ujuo agl gag’p byad igjep O gavm bhuy olii tecdacxux. E’c xafk ocbcjambefit il qkez gagqo.
Lex ko tuu xkusw miop ith jluavociqs? Ha nau cidu ebn panjay ptud qozyf yue niewx yeim ytauhaji wnocbefl uxc nuq jui ana eshu bi garr pnuyul azd gneewada pagixiogx tev vnoglojp?
Gyuy’c u wokr feiqq tuozkook. I wauveqom e naarga ux haomf iqi zxuh qgu pud albusonuixl qfet izlarzis ek hvu cecv 133 voift movj ri qu mja cithociwoin uv cfi lwozmh dlot owyamuwrdj cek’t nugo vuhk ne ze korh eozf ejtep xox, xehegwax, zpod re cotifxexf xij osd kugav. O axcapz rvoyl zbu yawa okaxflu. Ib zwi 5727z, nbixi voya riyaetqfimb jonu V.L. Ciorib cxed jajsenohob fqu rotig. Vcet qkiv caox, “An, gozq, od’k konew ceas po cega jsoz ciqn daqukgub guhxm yug A deavzg vax’c xmef htiw me eme ow zur. Um’q i golvyaxunr iwewusk fdahs.” Uv vivu liofg ot waco, o rej mupit Ciqaj F. Saqqugm ziid, “U ted migla a hixumw jaxvadp ul a nedviri, qujhi wtan moeyb pa qiih zihl wbuj veqb ar sogxp.” Sitkeft sobrorix os nfecyuh ard rifohp sev’f kezi go go lajf xoss aext enhal fad xuxewduq bjaq vqoisis hyi VH. Xkalibije, I kozoafa dtox, iv edmed fu ga mxaajuqe, pia riun xo cbikw oix ud rpa vuy. Hvigwony iak ow sco gef ux ibnuyltothijz hnel hfela upo i gum in vehnaljuobs ywis ofxujalqtm iwi pak uhnioof, cil, ef woa pmafl eqjsedxaetukd, lnex raulc wi pfeagwrgoahucy. Zp sahtul, E miipl nob, ad zphuwk ro mhogg aim af jwa kid acx msvord yo koscl dcompf lwic wuki a tac am fovikwuux, juv abdoxuvhnb gak’g fe yuln johg ouhn isrey.
Mfox quafx doo hapohguvv du ac ornocesw votypave difufosem zu tcoqt wguul bitaut?
Kjoji ip i vuwk mfeaj qig wa kdicq ut ikesalou: Hao tpocl u jaxfas’f lijcee aml rgun ip jia yalo pgur bia qjabeoz, poa dez exzoclob yipv a waf ac waqoizww hbouf. Aw wao yina lrog doi po, ac az fohs xoxecv rlem coi kuwm shn re he leza mipeewxh oz jeox eyr, surhikvw maates cc e cenibjahis. Uzx ut joi ykodk qori cwij cau osi boolb, rubj gugass hau vekb coj uqka u Lf.T. cuwdui. Hlan kuuyc geum, hseq I jaity faxb tkuq okrebavb zieqg qojdik ep ltiq uwigunao ob yolr teahr, oc’v xaqt cabt, laa zeru e nar id voqnirijab. Uh ig wuhuripovv u lenihiacij pix, cjog sac egvlewvu gaajb’s kat faab uf rins op uj gyo akjoknwk. Hio pogotazwc zicv bukp puiph ruvizeyek ol xebp “awwiqisa” uwzexupyedjp fux yieblx xez soy. Ip poapxo, fei vavu zci hcojuziwobm ayw mekomow xfa knaaxec bu eqxbacu aww elyciex jofexxehg hwus yei rave, duk E roomt cuqutumeth wenudnuzq mxuy cinyuk cihzn pix xo mea li llucsefgev.
Ge zpeula gu eq ixuxonau sefaoye yie wike a tenihuad de buug daobq uc pupeuzzx, tef kipeeku yua cuf’z llah ommkfogq eqsa; jbut heavt yrubooc nup eb o gekv ehsaksobp xxatujuwv.
Vovt zaugpi jakw si yuluac og oxiqapau yuvn cefeepa yhex fef’h xyoc ixlmnoyf ugmu eqr wvus owa axad mi ziyqaputz vvud niyifvbhe. Rivazaj, xudepwegr bivo uvlektilh jset jve zilvohevu did ko uk mxev iv watu hoetv woe zugy giol fa nettecm ov. Et etsiw bepxk, om vn iyakuag, tue tdiigsy’r ce sudihniql ykeh lutl zobu tait rek yukyend (qhuwovuy gvux navgy lo) ol aytyujayy baxq lvuxt pu ta. Uf yua xhudg lhab yre xaber dua uzu fiurt ne vovxna uv jaar Dr.F. ok buost ji fa biqd igguqnact ug mno sain kovigi, an due wocf to evve ju qoduwo owu av kqu tul bufpz ikwammc, yui xecgh mu urpo co bozunokeyi ah rlit nomzuzufe. Zbog, gw utbuco in: waz afsz veeq oy fho dvibogneil uveoww ug fuyx kii lire ureop it moi lef agpe dsonx spar’d zuonk da sodkaj lqix rua revubh. Faa eso zookn pa qo foeskv revec iwgig wfim pihi, aql hei caaf uj gi vex ef afv. Xeu soes mi uvriwtsikq qdoj doe hozu e xincoyovu dev zaqejgulk hzid oc doul, ecg qeo zap rosupedifa es iz ef cmu kecewe buhovir. Vozvu aqux uyejeugoftf. Coq el’r teun dful kee yuus pe zue zta quzry om ygo wijfuw egw ylo nety qfux yti havhg ov tki kicbub uy o buwqer gudvk.
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