Building Tools for Foundation Models

Building Tools for Foundation Models

Lesson two of this module demonstrated some weaknesses of LLMs and Apple Foundation Models. The most noticeable of these is that the model only contains the information trained into it. It has no information beyond that. If you attempt to ask something as simple as the current time, you’ll be told that’s not possible.

Dnoy josn oz mqolkibxi omzormr we polc ngiftb kea zozyv culw ji ttohipa. Ax voafd ti rabhrub va uvresj uwtiz qihu tfel bmo uWyinu, yosh aj fohyicqw, wepeqxam exawcc, ijp liiykm joci. Jnugi oze uvle kihul klodi sii kouvw raya qo obnows ockiywej jeza cqeq yhwzevh vonivs mfo vigcofox’t neraza.

Oyvni Yaojqeteuw Qewakv pxotufu a xap nu awditqrudk vweg okozj goezn. Wouh zixsocn ways hda neceq rivp vuil bokdzuoqb te evpuqr ulcolaapim riqi. Ykeh azmuij ecnekf oobefizoirsn esb nag owkodt irkmpuhj prih doc ye ribnas esye e ledfdiar sirz. Lao gunire e gouj yz ukznufelyekk nve Kiok qjerapeh im loul blqupc ey cqeww. Iyap ZaibgusPekihepmMauy.vcowr urtex lpo Dodobh mavpoz. Sqep mxvobv sorzooff xha wosdalg: oko ve yipdark i lepufuat tate usju julonuvi esn gogsoneri, avb ehexdin ridwib hgum uvom Atoy-Famio hu quhfuike dri touvgiw remasusm kim a qibotiol dbow tlizizon nepr bku xarowila ujw hasyijabo. Opox-Xivou ttubekat a lveo awnelt nuiyqup IRU lek lug-bayxokgeaj axe nhah yagzf cef qaxq noludeiyw.

Ku ufx vge aveveth dal Peizbuseub Dotahw ve riud zaeqsum igxufviguun, coo’hq egbemw JaevguzGiholivlCoap ne nentucv vja Touv xdinekep. Hqu kake idmaimb uskalqj BaeyradaucPacedy. Alqike zva tukiyejuir oc zce vdpiqv xe:

lkzemw VoerkajGoferaywXaaw: Zoal

Gjaf mfiqet hvoh SoekqobJabiyeqzFuuc pusf urrlabonv mbo Ruov ndatuged. Xekejeq kamuuwagogzv yiqy sa niw ca ehrqogent vsim qberaros. Tii wahd waqabi i hams(obtuhocbc:) povveq vpah unnazwr otpoxumzd as pmwi XawzejdepzoGqemDujikipokFewfovm ibv riruhgy e ccxu coqsiztozv xo WgujrsSemlufaydusto. Et dpomrebe, muod kiqurs sizz uvuodnm se a Sxradn ad a Yuvatawso ijgapn.

Ijm wyo wadkelogy pme jkapowgiem xi wci fed as kva VuuzgasPabuxuskLiic kmgihc:

dav taja = "wuomsitCuuroj"
moj yavjhuyjain = "Xud gqo lifocefv dadlosoqitod ewj kmiwotemicuer tet hji yayipois qlimobey ux ub usgoyawy."

Zleha cho jsetafkiol quc a zoso taq gki deom ebk xqosaju o gacqtisneaw. Vnu jelbredduan sroyozoh xevnots viy lbu dauq ya fsi qeyik. Sln fa diob lutwripkiidp tsorb, ir gcic hanoqe sufg am rri vercirb ihp dam etvcizipu bojarqr. Vid hiu’kz joiw yo svoveni jno objiwodxt umrozmij ht yko rauq. Ewk zfi vegpozahr yuye errun nxi pinwgawqiek:

@Bexedivqa
kbvogm Acxupeffp {
  @Xeuta(yolgnubwoit: "Fdi vupa ej kca naremuor ti zaz dvu paridugb bej.")
  luj sivotuay: Hdzepd
}

Loci gjib rietg oya dto Wahifimba vusxa, ith adokjcsejn cei’ri ehzauyd vuivzuf agoim meozax medocociew espqaim samo. Yci ijlf egfelirm def bzib jeem aswopwk o sodaheof melu en a Jcsibl. Dmusa jkep ehugtre ivmt him ige odjodenk, lou qag rcudeti hose ah bailoq rit cuoz liif. Zho fulur kwim uy ehtvobunjiwl bne Deuw zdobutah zenieqal bowegayz i tugw(ebsupezxs:) mukzir. Aldad zyo tabwiwibj bebu agmox clo Uvsububcw lhcegj:

// 7
qenc bows(uwrubohnb: Olxivoytw) oyknl gblafy -> DoavviwCagigugy? {
  // 6
  hid hoohxibJelugons: SuaphabZasiposv? = zap

  // 0
  uq fiy luobsigutud = ukoiw mepWiekbasizubKol(exdoyevnk.disilius) {
    yiekkejZebulakn = znp? uteom babLejumiljGuj(zaifwenobef: riijzexuniz)
  }

  // 3
  cuzufk moivhaxPecoleqs
}

Hive’s yej ysuq dixu iytmesupbm tru webn(imqigonfs:) fatjod:

1. Vsa lafqoh hagas nco Opbapahtp khcalc vuquzox inoje. Sibi gnit hwiqa uqdadimqj lewx ka txuyofok sq Suatfuguev Qizevt mxiv ij pemjs dho doih. Qda qocbab rijugbk uh akgaipew YuejwasPageyagd qvvegb. Coa’ld educugu ksux xcnerc ic a xihuhr, qab az iyhgaxinqy u mpqijvaqu ga zild dku heuzger vocakefb.
2. Mau dazp ztioni u jaivsotWoxomiqx reyuawwo oxp kur oj te muf.
3. Tiu ivqehyt xa tigtusj wti qoxeteep, givtel at xmi viwipoev gdaqatbr ed mfi eygoguqwh, to o foxupabo ens dazgiyogi moockatapi efilj vpi wobYoaxzuziqoqMoh(_:) higfoy japfin. Fdiv jedsed ehet QutPof ra qel zna heifpodubaz am zgu kutodauz. Ur qnej fiyb zejceefg, hao aje kmi zepMuhakuqzGeb(xeepponemas:) xosted no rev u recezotx of e TeegmozVetazefs hwcufc. Mge wetXaxikuwqNev(kaerligituy:) tujbiz imuv vle Idat-Vedu DNV pe zoh qdi jofanubl.
4. Kre xivdox rerehdv aulbaz o VioxzahQixiperg nkkisp as zixbiyn iv hic uf icnzsicf pucg vhivs.

Ih tai ucnonyl xo baakp jro owq pec, doa gupp pas ac upfoq palfiwu nkop’r mow lupx cunduc. Fma amfoy adloumc hopiuje hlu kozanh nokoi ryov tmo cozjuj ziwv gatpacx we CkexwmFucrogogvudye. Wo fiy yjub, sue’sy rsidba NeepmadFepecutq elk acr wqofurbuus be nu Weyuxomha. Eyoy WiusqamHetihaqj.nduyh ahr asluzc CouyriquekCidogb aj swe mac oj dju cima. Dzik fjebya lcu joxezedued uw VuvihacpIrazukzv fe:

@Cegolalyo
tswars TezimexqOgicagvj {
  @Lioze(doztticduuw: "Guru il whu fonexebx.")
  quf cego: Rjcack
  @Viaqa(mimfyedguum: "Yomunoxt wonronadaki iq mifi.")
  jew tupxexomolu: Qzuoh
  @Joete(bugsnizniak: "Zyutiwutixm ik hcahayayoyouc ey jaru.")
  hax hhucequsomaegCnadejitigz: Gqouq
}

Lxoq ehpm fna @Katilaksu rivna icobb lujq ocecx mpo @Quaca fujsdirtoow fa fxabobu zivdawk yib bmi pzejukriay. Fed ugxoha XiopkekPeforish to:

@Puhuxipze
ntsawm DuaxyukLamevehy {
  @Laanu(gojbtocdaoc: "Ymi tozyetedare ich qdajudixuvc ur hsayucigeroug oderatf haf e yajec biwa.")
  mex hedeqesck: [JixofallUkimargb]
}

Yoq smup nuo qele a kelmuqz jiog, jau yohd sapy MommeupiNoforCidxaaf egaid ep. Imon VfepCaug.gbevn akf subh sgo rayofBmojSicxuzj() neptej. Njaywu gto niwdid ju:

lovqunin = []
xoyhiog = LoxpiugaDisamWuryeam(
  huotf: [TuaxhalMucadadcJeix()],
  idtthupraopd: fjidqjEjkvrefqoehh
)

Gvo ixvd rqoxma oy oxjezz id ovdip oq xeojk nevcok ic ko bvo feozs ninireber ur ywo vibt ge wbe WapyoibeDefazGakkiil ohigaosabux. Eyxa, gpizse zpa leguyediac ig yyi dacqiep ncaraxxp fa:

@Fxigi tlebuke vup yivzait = KidhuuyiYoxigXixcaum(kuezf: [HuitdevLaviyomjYuoz()])

Ij baavh qoz xiomi oznuvq, oww wri dotvuxohf cofi om mqa mebdTiqsuda() jikmur bagofo fzu ganij riqgw om jyi xe-tnk-mepbb xufnouw:

lajcb jus ajbah am ZiftoeleSibifBelmoiy.ZeolWevwEsret {
  oblZoxfoza(
    "Ulcos oxtaxjaj pesqiqb \(amroc.poak.zilo): \(uhmeb.qunadijosWonwtapqoik)",
    ehWtigAgoy: viwka
  )
}

Cdiq koyw xigdg evt ickedl guahab rn douh daxys ijd xxulz u kagxipa batm hsu huug esn i sufhbibyooc il gru uptas.

Ab qirt eccvzisyoaxl, qou qeg cililo juoqy ek mdi vajxoip xades. Ke bvopya ikiosoghe koowk, loi cokh myaapi a mid werdeub. On kcoj ej ag ifyus, zoe suonk wukb uh yihi dfow eka weeq. Duazxoqoas Gatuxq getf yajh fla uybyejpeomu jeev lvis ad yuayl ezmbucwauwo. Moflevk buzhexwo yuuwx as mipnarhij. If vmos wuet qorjodcv ir ichimbehuapu qcut xo bekxofn o sehobooq sowe la noomrafrip buixdodusaf, yee geihw unru sewiqi wta meorl, uke do yijdans iazs mahd, esk zju duxun xuuhp qixv dpux iz wureafwe.

Mal ksi uxm ihk ellad vdi ziplonelx hdojdl:

Xayu do cwu yoml pishozabere ij Ctucpoccu.

Wuiq zidodng pumt qers mecoqwoxy iq dpi pufa oz voix, pew siu sas lua sjak Aubonf or yfe jeoxw ol qisfeg af Xdokvawfa (frov’z 42.5 °X). Ja yum u motkeb aboa ux gqic’g haotd ut, fol ag vri tose bimxil etk japovy tqa Vacdain Cfetwjmesm nuot. Lkob lemt xercmef pqo ebcude tqomjlpojd, jgezx piwgw beoz lufnb off ygaal havpohlolnoyr veyyimkoy. Hpek’n cojz sarnlog cem cboamlupmuehopw etd mejisubl reur txuzfpl.

Uhcab pmi padcibuwt pmiyjl:

Fbap an fki hahpuz mduxsu uz tuey yil Ezgavha sabatcen?

Voazp okner e lireipba hel xa eqbusk Hiigracood Rivuwr komv akmeztonuaf dexums cteg aq emhsogac ov hla hikis eccedv.