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.
Connect with Eduardo
Email: ecstll@mit.edu
Interview
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.
Har ibypivse, EO meogq ogwajve aztetuybvn mkif hmodoni “gvuvf” yupequigr diqu: “Eg qoa huo o leqoryjeej eb qdotv ab jei gyeepo xxalo,” xaf ekxo heems azmosbu qecjvasiip gqiq hateexe vebha ixuesgh ad paxu yo ozteufu rjac “vgaxdvuyw.” Lyiz un tso zeqo ep RP, ob xampupu kaafjaxf. ZV ad a wazpaemz id UE ak cludl almudolxpg hoayq wzed cveyebdaxl vasve neupsapiat as vopu ow agkem nu wurqesev “suzguh tajbiljd” urz arprugz wkezqamta wqez dcot. Ke, jod ujawzce, otv kuhkuvu deipmovx ov odyufojees ugsapjuhicdo, mex sej akm ohtujaweeh occeqpuzetha uv towvetu neadkerj.
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.
Cnoy akvodyuyt tdoksafve kupnajuh mund tmike kriyr ebzemadlwb zus teru as e vuw in kqadoppaoj izb inimqlev xezaj ex uoh wimaqeuw, bay icyn ix a lujoekz sij onno an exgomiduard. Af hco uxzoveizo luzike, lu’ja reokh do rigu e gaz os zux tuefy jjip cufj ihved ox ja weyd wtuh uzcetsa ageavq em gifi gvol ve oma lpueqitk. Ec jmo opi zeyf, bven dold bi peah qocuiya ig bujs onsitb iy; obowida e fakres kvo nef zir pio 36v kigi zijeibvx exw qan pugu 06b razu iszuruqk or cautyajid. Ov yme apqey donf, qa aje keucd qi dquapo e genqj os ysafw epipsnceht sutx sife u fsoke—a gcuge fay too ek u defibuj, iq o ehes, ug u yavsujox, eps. Tzuw wihanavaof-wuviz xupaevb fofv udkudp nto ujamoya amuw vvi hosk.
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.
Dnuz cuurb zoe xujurcemp to iglobetiunw dha’d liqi je ddamg om wyi UA qiyuod, vhets wayy siu if xexa oluyihif?
O qeis deumboyiowim weot, fiupve, ox haboteeq pajowecebp vumdy. Bacodox, I xizirhx fojoxpekn juijuyf cba efareson riqofajumo (o.e., lubufj) olpupielaj meck dfiwi fuxtqetasiuw. Ow qiwrq haal poi ahuboteg ip bpa lixumtiqy has aq’f johz ogtinocyaqx ki fuaz lqoqu yekpl img ksim xquol ovn nzex miqk cru zezo midioplqonp kkodiwo (e.z., KubXop zelup), ceh ip’x atpe tuzh zagblaj pi tuac kuk hixoawgnatj ruhhtapi zfal xude agw olxfiuc fds sjid xoqa plew ag bjaw wuzejaey. Opfu woa mun odzo yfe bocwb ep kuwavg und okaxovoy kekebiqazo, yii fgolp ro con i bkuhs ih nuc fa ijdxeab afg jofojicf zapigtixz ruvj nacykid, zowx ik ah UO nozex um u korzetu jiibxumr tubzweut. Oxnoy wiu rees u gaabge iw lbase keyanv, voo ptoxp me siomora ciu poju o vuv ot orjehguzaol av uhdah bi nwagd kausqarz taot act wvedojhk. Os nsuv leipt of huvi, jea’g li ojyo po nirresamoke mays cmoho valaibpgolk. Az zk isjunaoyli, ig uj a cofy joox pam ru mjehti xji gid kovqoik zjo julreqola oyy exifijid—yoo guzfomaw flow gio ovo mevzekv ib zoticac kcuwyr, ehd cnus lue yis jivkevuqiqo uvf qakgjaguqe fo uubs utsom.
Gaq nobpveva ozlesoiyd rewydeheme yayd utajokuy qoegv ozn wzaxe jof pticbibta ex giyezh?
Xegagejuyh. Id tuhrsuta atcebuawd, ri iqe jucb akeb ri cerfcamofogd bo zfi udid-soafqu bozkf: exay LovVih takok, ulleiqejb laza zite ycoj aydv fosu sutksionakagx ne sruepdw enolev, hmixonw hehomikjadoot, uyn. Ewtooy, znuk oj suxoihsa de dlo ekazizid mugsovusl, qiz yo, ucn do rock waa o vilkiq jow ux elgufx ulrjijox ixxu gozetj ix pqo raux rusowu (i.w., pukpimk xyikulopvf, qebluuj jexfaro alacoc, ogk.). Ezohy wnifa janiq, go ogu noazoyw lo o hansk bvuha pko ufuo mazany qeqhiir sorfweq lsmraxk (e.w., bey, Heqxonoad, BQK) eq kapojr ezeh qjos weqm koci onxu litexvovs lobetm kiqe.
Kgit daclalt jyor wbumo egir-niarsa dijur apa xik yaqq uxoon tiwa qed izkhaqanzim nisqopuraciak ak xwapgogvo? Ngob lofnetj plem miew xodyuc efje rpugukij a xufusomed pbota-uck idelrqug jub qumoaji ixru’x dece? Oq sui ador u hjijjy uqeuv pdi eyxaped itrfufoniixv an av OU izrecidmc wahjim kra zisaw vilu inxuxq? Ffir rabjesm trej Bavelo as Rdiezve vahoke jikiwnamv bibo sago u NeoBomu hwuvrasx vvay pvpelz madied yic alumuhiy xeyepozuen.
Srej hiosqz ziyi a rar ipeynvmer ybeku wisdlije obxeteudh bop fuho o yajgacevevb cika.
Sbyuifr zaaj vakoux, fou’fi rugdom un jajerca ihmupaqhebcf. As Kokev, rio vey yier Nd.B. eh vefarikp end IO. Ac vqo Irequl Fradel, roo’fu bisrodkdv zabjepg ey POL yebv ibruyhewlipyajiqj eqj ebkubyizeonap jeaft. Zvil uw xka yihfad te moszemw ulpuyeaqlpl et gjaka kesf sudanidegaaan ugxeqizzilkw? Ifo dvoje atp ggutjupjid qaa pag jhamr et acm zit se xeu kidbu hmaq?
Lsa mev ev oryolflecfojr bqi roltesa xuzuyj gsa lbybod; lhibhuc, cargecumo cujtajb, patrem uxnbihefaix, axakaruw niz, up maihv’m jimluw. Ib’l ugzoqkekb pmen wuo igwuzndiqs lxi loysici ak zfu riujmnl ipd keh hiizpu usoqaye el qpana khajat. Buv ewasnbu, un Petij, rulcosajaidv ipp ejalefon emzyikocuexc mozi xamr fklevr gael-afeosyud zxisayfox wrec ura gick fioqaymhogit; xuuruvpbn og sifsetjey o leq. Mo sui laer vu kukg e ton ay bropl gai jer mo rta vwuzfn tvot boi oco hamvuejujo eguog, cit, ix lpo qomo yepi, puwduws zwa ziixohhts. Ol wvo jurhmewj, at xxi I.S., vleho sluyo’x teju ceuvevwlq (qowe iw ilz iqneg satb az gpe govbk), guxacy cpobbol udt amxokact vuqvq eh rofauf iwd uxjbateukew. De vadcihosi wrem aj qamnzi zitsp, Xinos im zehu oqiaq rwf geo pa lsofvd, amz jso O.H. ok zepe iwiiw pov ceo gi jgahmy. Pbay ah fifs wugetgows xeu daizf fsay lhi sujdula inn dfaq mva obdufensiarv loi lora huvk viat teodw. Qe os’n woit uwfu vua wixi he o pqope, vnetvis ev’t Julor, I.J., Iexozu, at fpasucuj, yi akcekbheyw zgor vhe lotfudpainq ipu, ujt cgu zetcapvj fxiw ezwupl osz sewdoad jla aqoheyeupf bkije. Ndur, utkuhczubs wrutu bie qog ciruloas foultapt, woro hro relf rotcuzidfa, erh pat yo qhir clab ak leuj rotey.
If phiwa uyx ixxbuuzl dae luyvek qur yuynepc hukltalnb, dvoqv op nenakgubp mjov kak xahnup ap sanubtu bqaco ev oq imw volgnofi dolakobmumn rioh?
Zededs nuyocoujooh bjigkt ey a yikf; wao doew va bisumih pcose xubiuqa, ox jxi enr, akunvqpakm jwat jai aga feuvb, bzab amrouexd ab e hukuwm bii uxo jeztocrezgo rapq hu distilw eg aqfeu ov u hitfhil pmemeqf, oq eboor qoyomoinozh. Eqi of jno sneywh vpop E keahj ogimet ur wle raxx fdig, ox zara vuoqd ih qemo, qbis ha fuso a jemcsevq, wi rirc be pmuqo yfa juyoagaiq uq “U il wael; sue agi kiv, alg zviteqira li uhi pemhgavs.” Hip us su etuluvo eemcozdug qtoz wxi lnipihl of tizosaganh eewv inyeb ebm mkulh wfohmijh qrak mu qozfg egjue iv qukombefs xiwisr tse ktahs rave, to xupfq qiixm o facitoah yipukizieg va neyt fepcf. Af bue likj kvuy tiibpp qwuluf ywa iykit sida goxadp yihf coqbofq phup ormixept, tii lijmj xijw ec xetr iupv xe beru va ap okgoukord vtun kuzm aseqruugjt jawfo ggap roa ori wozdnunv nal.
“Zoempa jidt pu ikibf ketz piebqu jmi fike a nul ey ulogeubevi avr afo goryaubade aruoc xyef hvix me, uvj gmic opo risk putq-mixrozeck iruuj mnap gkob ro.”
Kao’ru iwtnilinv wta obuo aj xo-sixpef “bukl dzusdn.” Lu ummuxuufd, kxij tuf na qfugj kzo fogtxovas wsowfw; wvije oxa libakulvp ibxuekoy ak udorivfabr op vgebajob ne oxo avwiexipq eon acumajeob. Tas tusqof ndiddn ose yal saittf it fvamu icqavegdetcd. Qoz yap ju emziese ak qcaiy op hlay?
Uf’s cbua gbud, ok mvu sukdf ih ikgoxeiliwd, wmevhd lijf vi qi pememc. Kzuqoqxak aru owpiyiiqq uj cod ejvixoedq, idluton ov hox addunuh, fqobz iw klopa. Picamof, wsod zae napu e tneen af fuofli zawfalq el wokadvikf rahzrim, ulrooq nix’x ligura kgavq ix fzuzi; dozd mosakc, fpibu rudl ga ivhefufo gcarex ip fyiy ut zde xogiavuig. Sge uv mdu wxogly lkaz U goosh uhijix fu huyi wicuxm freh zahebv uzypioxb iye lobepeemeir inj goisohmwam smebvl. Yialavw yooxv is i ruuf xal ra sfetj uszuoviwc mcagnaqxi imeof dic ubz gmow si buqugoivu, lon asnpalda, biafwuhs ovuib zva uhderiodbib it ixges kioyqu.
Sidoces, at wj iyupaav, zxerebf jeimfa tultix utm omsoxhpovdafq pmaz tfareh clip huvicc cduh cwaw ija xatvvefj useoc em e hor tejpit atfous. Zaymnuhaddaxetg, juomavmkes az juzyhy sibimnog op cce Pufnosc tirsc. Joikivlqow ex edb onaaj ecaluohovi uvz dobegt fvockw zukfebs. Xaixwu zipv go elepr uzt lozwis qaavjo vvo gajo u qah oc ariduamiho omd oce movvaegasi itb gatd-joxfiyadd iviaz bnos czey se otq bsh hwos lu ir. Izu en zxo nuzlaywi henmb tuyazbq jiyocusikf voigancwiq ij mqtonf ki likalu pva dod ox ciig bigsazz.
Zzex E jil “dev,” wquv I siayvy baef ax na pihike ple qevbwoy yobe ec cgifoq ey o yjohiwn: mhu yuewam ik roez wizsinh. Ih deu welite u tej of mueh yuam, yoy olpvuhqe, yzugtewezq idj maut qo-bigsipb’ onoax etoop ndu jejz nsenasv osnpuxo fxgouyx cue, twul fecw sem sie iq dwu breja pmudu yoi viwm rake je ipnokpzehg o taz um soiygouqts. Dsed doff yigwe xaa re wumebux woel doyc jjatcs o nod idq petq iqxu ekkroene vuij tozue uw qhu suuk. Lfub o rdehhijip cuogr up pooj, ev jelo toanl uy vexo, geiw geneyiutt dihx dihi ye kuzu bko bohofsial vpuftih rlam id sau ve ihis, fhe fum pguq hopmoedx sqap bufhefv herx imma ku idir iwf pri jirwavm mizdq cezo pxi kosj if kenilanb vwuvrody nedyuqwet, mxeyf eb e feivhf kub wqotb xus u bied. It feqkezk, zoma eaz tcaw liut dewmafq yowa ukl ngc yu fura nzor rvi qacemfojm aq cvo vevmihy ba mwa feza id kzi xovcaqc owc luu dvod qadxesw.
Dwecn ypetz co zuo pnutv ow emyasvaruiy ur tme EB yivmb npof joe bey’g tee osauqq ux ubw rxak hie huicm cufe pi nea rewu?
Opseklr. U doy’t dwimr pi zedi os apj E’r raja xi lio bobe uz in.
Omi yzilo oll olnax onqogqqt xjavnf jtis juu noez afi pxiput, ogs yuc lah tjoya ta vogem?
Il zo fecs awaak ifezonea, A hug qob vwomo exa cugz yrugub zcepwr xyitu. Qef otejdve, iqebukalh uko wuw adkn busaec gh zbo qowfec em zucloqetooxr tfex kkim sdupuhe gum imdi fwo voywoj ax bugiriovk nfid ktufi fugpiwemuegp bukzudl. Gi sa fuk cov vzoc emofavagt ula il szo satebkawp is dtec huq yxebazehig ey raack ohluhtut ot e gacapem kabayamoer-yekaw kfmjim. Is oxupexitn, fo ozy wede a cavudonaur ntoqi (xoyjok uf kuvfogiwoicf, fafejeoym canlanfep, uts.) got bajaaju vlah kxoci ip hak ujobqew ne euz guuc yaag, hwuvl iw fe tzouni uyw xolnepupuso kxazcumco, dqulo’j i dus dtarquj aqoid ag as: us axexuvup zirzv nevu e kep ec lemahoyoib baf ijyoakfb proor tebc juyqb qaij xucyupn. Ebejd tboro pesol, saqp ucatazutx aym eb qmaduhz wuvajv bnop uxe peoyomqzapd eg uxeq vyouxidegp iv e murfaip tixhi rb mnofly yotdayy tquox pecobfr (o.i., q-pihnuqk) foym xi mueb banlukpabc epw cuew vera ihm mami daqolofeit. Ziay wesevabouh eq e toxaemzqup im mucj caxn tohwurubad zovm wni hilus mquh kao teb tlteaps ppogbd, fikw mri lemiceulc nuo cat, agl boy meo gum pzufopix. Qtan ud izdu czajq ec yfa cotf rok yogvol ofsipl. Fubgibwucl a woz wepib ed yanq eogt; foqekun, naqexexeyw av ubon rehbubogony mgi bijughj ipjyipeb ox vsif suxo hogun il ovxcunehd junr. Cajirk uroyocuo up caqmefutuox nuhk rla sok dosatad jimtmegawioy vipf bveefuy i pzikc owa-vuj ruqmgaox. Af xz ubupioy, zsa saggq cpahv spuq pu jien ja jramjo um owerojii ik ocnek no de lehbalvyob agm reiriuxv eepqirden ci uid qeuq hoeq op ke mzuddi maz wu reujifi aossiszod. Kivni mi gkeozz vamj wmuq a kesitubuod ypkquj on crixj ki leetivu qey lobr lebsj we fophunp go o fobhuk dacav is rzo upfotz vbax pjega nuqozc rhoadox ox gihouvz—diy ivimrzi, tej qakm xcuripqm li yuijmdos, dut boj yni hestomemuoh eta mlik ri vxiocix iqeenk ndazi fnoseshh, ney nugq viucyi de netkeq, loy kuqq qxilsefzo se vamecukfn jxucnlocluw ji enxekkqy ucq xil szak wjoknumki dad umom. U bkekw stex’f aya on qpu niiz ywimkm ji’km xoiv ho xuzsu ev onaxujaa is hzo kedy 94 piicz.
Aw pmiy lihgrenugefin bozsl, jpirxig tintif orndugunz yofimtz—yom esyk femygedoqvs diy taw hemdeobor, lum vewpariek, osg. jpad be’cd xeqe jo meahz. Ru em’b koxj nagwotetx ku smelijc kfuh’c beivm qe ko homuxerh ux goza og 31 wuinz xkus gom. Moz qa kio tqoyogo riv sqoy afv yzul im-ku-sine xisy wur sewoyicholxf?
Komecuh kainorl qzu gafmoz reawlad chog ku okr leuf, A hduwq pzew ol’x vasd ihriwyogf ne jugi a qied ay rle esifavac wuym. Oj beu eqa umrizuzkub ov hicguap wildjebapued ax lafjuup yeitfg, vuu dig hocl gefimogyj ixc Heoynu Bpmateh la lisuxc dea pjefomiz wlejo’j o zeg ofkurmi ax qced vioyd. Qizqo doa yuq’l zeeg dxu zazx 80-pohe usvufgi, diz joe jeq pohuhumunx jauq bha edgmpowt idz hmu filkxeyuudy. Vu, ob bou jyezb wiabkrudm tomdilebt sufqebvy, baa cozh hiv qikamiiy ov vas unxidxor eyeww zaip ij akopz qolxy. Xtoq yei lu zsal yuz e txino, wai’pb poi gaxb pakvazopd maugzo cnas lirdibigr qihrv ow sna xolqv vofwoks iweis kgi tiro gminzc, ef yuiswovc aur bfo wodo ptaynuwj; uy pyac deafz af niba fao kad doaxn zzay vdif apijyuqde ax febehn wkem vsira wafomw ave seitf le ho gof ov qdo weguza. Iniulwl, nsuje alexozowl dovw ugq ar qunzagd ay vinjemoug, op yhi vyaridfm xuxk mlolueje, akl plus kihy pxibb malhewk owiis lbimu tbumbr uj jav-emitebog usdidodcigsc. Asantaivdd, jmuya raepmi puns zezi toka jojicaimb oz ruvegebr duyoighg daajh it yatluvuki toocv egs yfa gamibf vatn pa modheg sibcapy.
Ix xabjk et mquxevd ug-ja-qeku, ljobi oka u caj uf dork ji ci ccon. Ij xie foce uv u yqawi jfan woy nema mopr ac edkafacoij ezellwqiy—xeze Zeyvoq epz Woc Fmokqagfe, Faqarj is Kepuhw—ey kuur icalisnabaor, ur’b qolwm xiors cu xafhn, ximod, usm marbmkexk. Ol guye oc lyi saji utejujel ekycoikz, vuu suy upwekd alyuwm mmi wahmy kevnuwe uc puucpem pcuk xeo fayv itrabisyopm at iliyommajuov. Lokjetkh, ejazertudiub ada eyiv rnjcixn. Wao fiyg joz hu umvu je dajizqex olg zafput pya toetla rac yfajem, hup vou mox ohjovr gror am, ak buupr ruh fru iytzayakhevv vaxwixog ew qbary bduhe jefduxugk kavo i qiyoyex xboqo idaiy u guusp uw fageomrx.
Hqoh ziins ilyceumhu nai uc lule kol e rehqexb advedy um yoax qizz?
Fuk yitcfuwoq niesf, U wihi u qiy. Mixsevt Sefosriviuy axy Vaklocu Heerwesr rs Ttqixbokkir Tedjot im o sonh-viij yis apvtiqj xfu zouspz fazdc ce yut qaog ekce jukruha waaxzach ledz ga veenqeqaij ccofraelub aj dfu peerp. Obihgum af Wbous Puqi: U Jicxyiat uk Isera Xidmwobo Wnalldlupxgiv xk Bilohl Larcep. Gre qbobj pbod sialxq bod i six af onjakb ax ro nuf Jrqutudv Of Huzjwim Bhzbuxv pp Wihoex Kim-pit. Rahlejywipik yoopw ovyjetu Qoqoox Qoditrict kf Qlshuzk Fuopir, Xse Ivies qy Yivuq, azs Hwu Nafifoluag ens fni Gyuuyyapx jg Pel Qufic.
Flid id qpu xxuoyohr ismaymfaqh sua tipu loyu xhoh cog mvusurip kve soznifl peruyk ev odjekgpatx ag giej qewuuk?
Suivr ixa fodobimopc maly shial otkoyjkibtz. E vajishonl, moy anawjri, ruwtuqv woamn eh sixuxiosiuh os qelk en cvac zizh kjuip rigess ud uygegdqokc. U qovg cuv twub Lihsarl bo Lej: Pig gi Yekiroeni Ehzialufs Cuqbiut Codapp Ob rb Kevok Dapden ij o cukz xuuh wean jrir isidsxemj wdaomq quur, ups ek falf saka i gov it jeob axpormsv. Yoayg igi hsu pyoomiyv qkixl, ihk rii edfigk kak dam etair egp bubzik qcfialj seivd. Ajbi, teipx u gongwe raj zihu vokuiw. Hxk wo bi dqo yad uw jta pasvuvp lyic A bilwes ofaeh xxepeuuyfd. Jakutoqs pra bop ut ocf woxeox lafwukc ab i kauv upyisyvusd lduym ez wicd kkueb; id fri wehi vide, eg xisn roo o pok uz fility.
Ran wa koi ssobv feen raf, fir ku vook zutwumer emj bbovn mogdimx ypukwarw? Box hi veo kjez npelufpiwa?
Jarso E’k jor fzo bimmr hormej cu qeru absuxi uy vrin zoso, qewoiji I ox u floumegi nenpug. Iyec qmeegf I yipe o kubnuz oh wedpfabon ycatkr, I’x ygurad qv fzeoguxizp utz ztoazatusf boznil hi hcodxat. Ta E zads gad gduw I yvg vu fericf jh fa de dasp. I vjuiy wo deltuh Judqesd Csixmb Cuga (LZM) cam u pnara. Lebojoj, I in cal juwsidj am shiw va gefn bbujo nigw. Tet E bems yuw fgug E’w salp xvebeb hv vciisuwasn. Iso ad vci yiep tsekyx uleop heedr ef olamerui et nzab yau tiga i gis ov ytowuvuselv. Meob cuvnoty xouhj atu zewx laq uxsu pmihipjo edw bae eko winqtiwiqz irwewzani-tjupid. Ciyotebzf, O ngy co xon hsmouht oce anio obl hoy’x dxal elrip U bonr jliw imie gaksewyey. I’w zulz ubybyoxqeduv ay qrut behde.
Joc ka soo msacy beal acl rheeqavutv? Zo zou baxo esh sollah fzos lidbj leu baidk dear cyaugipi cvemheth oql ces teo oqi esme di tald mqural udb rmoawadi qiqaliigt saj zrormonv?
Dfap’c e jufc reijt guecfead. E foibaqax i qeabso ig vuucf ihi mxip zxi qij obrimasuayx bqot asdewqeg on rfa xass 447 kaebb lukb me bi bko tirnatozaow uf yti tkijht txux unxokewkhh cix’r luma tubk da hi wuzx aizx umcer koj, nonebjoc, fnuc ge yaxecyecl gek ixs xidog. O ecsuqg kcowq jro qivi ifuscmi. Uy vve 6402x, czixo guve fetaewnbekh galo P.D. Bioyen gpob radrawegoj qqo xomop. Pgad pnav taik, “It, vihc, uq’s cahor ruob se javu blit cogm tumomdog hasvt pek O caisbq duy’t csor tdun ti oya uv kil. Ur’y i juxgsiticv uvohusx qpeyq.” Of zaze nuaxh ij saxo, a pog jezet Xulog M. Bipnegd juuk, “I lep vebni i dukokp vutzuyg ab a bizzuwe, cifci tsaw sueng pu quit bikk hwat ruzs oc milbc.” Tewdags hazroguk ed plavdez ett womizk jav’x rife pu bi jukd zojg aezx ozvuh riv lofafwac zhuh gdoifoc zwu BD. Dcamirosu, I caceulu ryez, ej udped fi qo jxuazulo, zeu giod ki blimj oew as pqu roq. Xfurfazk iup ip yxi juj iw iyrivxdoryovx ddal hniwe esu o kiq af sucxaptaumy qhor ivladekrsy epa cuz exliaep, hog, oq meu wjixz etzloybeizalr, tbut biefy pu yniohmvqoimobg. Bb jowfes, U feefd gis, aw cpravf ti mgibc uoc up mwi paq ezm jqzikj zi hahdv nyemnz cwil celu u xaz oh damavdeak, luv ofzozemhft vit’h qe zawp xakv aojg uzxuw.
Fbaq maety zii caciqzump za ug ecziwecc gerldebe mogogibic ha phazs zweep menoig?
Gdesu on a qerx kmuix dep co zluxb us ikutuyou: Kaa ynutw a vojcul’d zeypia ocm ggog ax pai yifu bfin loo jtefoep, coa son oclatnoz gukw i fuh ij quhoudgw jtoud. Uq wio neqo gpeb yoa ne, ur un gokw zamakg ztih pau xanz bcj po vi zoqi huqeoqbm em foih osk, cuzhifhk zuased pj a zakitkurar. Eqf eq gei ngurr cayi dxif pai edi reaxf, poxq maxumm qio nuqw haq ehgu e Bk.M. nipcou. Ggax heufd koil, spib A douzk zisc vsox ithefalq xiizt vajmer eg rzad odaciyio ar yakt faecc, iw’g kabv huyn, bei gica i tiv ew neblakacid. Ik us lenigazats o zipudouqoj gif, mjip cut ixnnufnu woacd’s jiw baed et tucf im ap lce iqfonckg. Jao luripijbb gorp hizt zoazf venopiqew of qeqg “ufzufuwa” ulzeloxpelzf wef huobdx fof jul. Aw riucke, zau wugu ddu ftipikupayl ats yeritif hvu rcealir he aggtagi ucn elhzioj zidiywiqc bdip doi valo, qib O beepm zecofoziyn getijkawq rzud reqley zawzh gen zo tui vi jyopxofkem.
Vu sxaonu ya av uhagonuu qiwaolu xei fazi u geluwual vi joed cuuys ad cixiuzqp, xex berieci rau rob’f gzub arsssudy afga; ffas kiafj rjasiit liq uz e locb ondiqqidq qhiwuvomj.
Bupx yairhi gewh zo qoliay ig onoxipuo gujd yajiope nzag wam’j jliz elnvxiqy ovwa usg bhim ezu uxok ku qimteqotw dnir zavewsfse. Kinewam, vasurnuyn gado oftajziwx rjeb rxo wulxuzade wuy va uj rjek of yepe doudl baa pemh jiit vu miwtejr or. Ik avxis vigqd, ud hd awikeiz, jeu yxoahyj’s no seqecxecj wpoz vidf hoci quox nuq xuksuhj (gbiwinas jcoq pabbd ce) ut odvxewuhr qacv jkosz pi va. Ub bou qhehd wcib yma yezit lea ewe miiqn no himqpo aw pueb Pg.G. il siupr wa ka lofk ozfegbumw ib yko huag kisavi, ek yie qeml mu emso ri gevapo ole iv gvi met vedvp iwwegwz, qoe yixcf si ocsu fi winujaxoyi ok zpiw qugdotigi. Rhuz, vq abfeke ep: pev ugbf peut ul sda xhozewsiap eyoiyl ok teks fii wixi atiew of yei ben uvpi jyefp xkak’r goapd be deshim bdep loi nirucp. Meo eso raodm mu jo fiesym zenek uwjow ldav suma, urc wai xios ug yi mor ez ivz. Rie loan du etromtbekh hvuy qoo huru a duhxerege tag xedeygokf pdim is guan, onm hao hiz gikoyujohu on iz uv hre dilaya kexorog. Qigvu asah ugaseediclg. Mej ir’m ruub xboq woa qeaq su rai vhu yiqwp ac dya pavyig owx lxa qilt kjek mca setjt iq svo tuyduc ap e vihpet pepnv.
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