Imalunga nantoni?  Yonke imihla, umzuzu ngamnye ngexesha lomsebenzi wethu wobunjineli, sidibana neengxaki ezininzi ezahlukeneyo zobunzima kunye neemeko apho kufuneka senze isigqibo okanye sisihlehlise ngenxa yokunqongophala kwedatha. Nanini na xa sisakha iinkonzo ezintsha, sakha amaziko akhoyo, okanye sisenza iinkqubo zophuhliso, sichukumisa ihlabathi elikhulu lemingeni eyahlukahlukeneyo.  Kulucelomngeni, kwaye mhlawumbi akunakwenzeka, ukudwelisa zonke iingxaki. Uya kuhlangabezana neminye yale miba kuphela ukuba usebenza kwi-niche ethile. Kwelinye icala, zininzi ekufuneka sonke siziqonde ukuba zingazisombulula njani na, njengoko zibalulekile ekwakheni iinkqubo ze-IT. Ngamathuba aphezulu, uya kudibana nabo kuzo zonke iiprojekthi.  Kweli nqaku, ndiza kubelana ngamava am ngezinye zeengxaki endidibene nazo ngelixa ndisenza iinkqubo zesoftware.  Yintoni iNgxaki yokuSika?  Ukuba sijonga kwi-Wikipedia, siya kufumana inkcazo elandelayo  Kuphuhliso lwesoftware ejolise kwinkalo, iinkxalabo ezinqamlezileyo ziyimiba yenkqubo echaphazela iimodyuli ezininzi, ngaphandle kokuba kungenzeka ukuba zifakwe kuyo nayiphi na yazo. Ezi nkxalabo zihlala zingenako ukubola ngokucocekileyo ukusuka kuyo yonke inkqubo ekuyilweni nasekuphunyezweni, kwaye zinokubangela ukusasazeka (ukuphindaphinda kwekhowudi), ukudityaniswa (ukuxhomekeka okubalulekileyo phakathi kweenkqubo), okanye zombini.  Ichaza kakhulu into eyiyo, kodwa ndifuna ukuyandisa kwaye ndiyenze lula kancinci:    yingcinga okanye inxalenye yenkqubo/umbutho echaphazela (okanye 'inqumle') amanye amalungu amaninzi. Inkxalabo enqamlezileyo  Imizekelo emihle yenkxalabo enjalo yinkqubo yokwakha, ukugawulwa kwemithi, ukhuseleko, ulawulo lwentengiselwano, i-telemetry, uyilo lwedatha kwaye kukho ezinye ezininzi. Siza kucacisa uninzi lwazo kamva kweli nqaku.  Kwinqanaba lekhowudi, iinkxalabo ezinqamlekileyo zihlala ziphunyezwa kusetyenziswa ubuchule obufana ne   , apho ezi nkxalabo zifakwe kwiimodyuli ezihlukeneyo ezinokuthi zisetyenziswe kulo lonke isicelo. Oku kugcina ingqiqo yezoshishino yodwa kwezi zinto zixhalabisayo, okwenza ikhowudi ifundeke ngakumbi kwaye igcinwe. -Aspect-Oriented Programming (AOP)  Ukuhlelwa kwemiba  Zininzi iindlela ezinokwenzeka zokuhlela imiba ngokuyihlulahlula ngeepropathi ezahlukeneyo ezifana nomda, ubungakanani, ukusebenza, ukubaluleka, okujoliswe kuko, kunye nezinye, kodwa kweli nqaku, ndiza kusebenzisa ulwahlulo lomda olulula. Ngale nto, ndithetha apho lo mba uthile ujongwe khona nokuba ngumbutho uphela, inkqubo ethile, okanye into ethile yaloo nkqubo.  Ke, ndiza kwahlula imiba ibe   kunye   . yiMacro neMicro  Ngomba we     ndithetha ubukhulu becala iingqwalasela esizilandelayo kwinkqubo yonke efana noyilo lwenkqubo ekhethiweyo kunye noyilo lwayo (i-monolithic, ii-microservices, i-architecture ejolise kwinkonzo), isitakhi sobugcisa, ubume bentlangano, njl. njl. izigqibo. - Macro  Okwangoku, i   aspect isondele kakhulu kwinqanaba lekhowudi kunye nophuhliso. Umzekelo, sesiphi isakhelo esisetyenziselwa ukusebenzisana novimba weenkcukacha, ubume beprojekthi yeefolda kunye neeklasi, okanye iipateni zoyilo lwento ethile. -Micro  Ngelixa olu luhlu lungafanelekanga, lunceda ukucwangcisa ukuqonda iingxaki ezinokwenzeka kunye nokubaluleka kunye neempembelelo zezisombululo esizisebenzisa kuzo.  Kweli nqaku, eyona nto ndigxile kuyo iya kuba kwimiba ye-macro.  Iinkalo ezinkulu  Ubume bombutho  Xa ndandiqala ukufunda malunga noyilo lwesoftware, ndafunda amanqaku amaninzi anomdla malunga nomthetho kaConway kunye nefuthe lawo kubume bentlangano. Ingakumbi   . Ngoko ke, lo mthetho uthi lo  Nawuphi na umbutho oyila inkqubo (echazwe ngokubanzi) uya kuvelisa uyilo olusakhiwo sayo siyikopi yolwakhiwo lonxibelelwano lombutho.  Bendisoloko ndikholelwa ukuba lo mbono ukho kwihlabathi liphela kwaye umele uMthetho Omkhulu.  Emva koko ndaqala ukufunda indlela ka-Eric Evans's Domain-Driven Design (DDD) kwiinkqubo zokumodela. U-Eric Evans ugxininisa ukubaluleka kokuchongwa kwe-Bounded Context. Le ngcamango ibandakanya ukwahlula imodeli yommandla ontsonkothileyo ube ngamacandelo amancinane, alawulekayo, ngalinye linoluhlu lwalo olulinganiselweyo lolwazi. Le ndlela inceda ekunxibelelaneni kweqela elisebenzayo, njengoko inciphisa imfuno yolwazi olubanzi lwe-domain yonke kwaye inciphisa ukuguqulwa komxholo, ngaloo ndlela yenza iingxoxo zisebenze ngakumbi. Ukutshintsha umxholo yeyona nto imbi kakhulu kwaye idla kakhulu izixhobo. Nkqu iikhompyutha ziyasokola. Nangona kungenakwenzeka ukuba sifezekise ukungabikho ngokupheleleyo kokutshintsha umxholo, ndicinga ukuba yeyona nto kufuneka sizabalazele yona.   Ukubuyela kuMthetho kaConway, ndifumene imiba emininzi ngayo.    endikhe ndadibana nawo noMthetho kaConway, ocebisa ukuba uyilo lwenkqubo lubonisa ubume bentlangano, sinakho ukwenza imixholo enzima nebanzi. Oku kuntsonkotha kuvela xa ubume bombutho ungahambelani nemida yommandla, okukhokelela kwimixholo eBounded exhomekeke enye kakhulu kwaye ilayishwe ngolwazi. Ikhokelela ekutshintsheni umxholo rhoqo kwiqela lophuhliso. Umba wokuqala    kukuba isigama sombutho sivuza kwinqanaba lekhowudi. Xa izakhiwo zombutho zitshintsha, oko kufuna uhlengahlengiso lwekhowudi, kudla izixhobo ezixabisekileyo. Omnye umba  Ke, ukulandela   kunceda ekwakheni inkqubo kunye nombutho okhuthaza uyilo olunqwenelekayo lwesoftware. Nangona kunjalo, kuyaphawuleka ukuthetha ukuba le ndlela ayizukusebenza kakuhle kuyilo esele lwenziwe kunye nezakhiwo njengoko utshintsho kweli nqanaba luthatha ixesha elide, kodwa luqhuba ngokugqwesileyo kuqaliso kuba bayakhawuleza ukwazisa naluphi na utshintsho. i-Inverse Conway Maneuver  Ibhola enkulu yodaka  Le pateni okanye "i-anti-pattern" iqhuba ukwakha inkqubo ngaphandle kolwakhiwo. Akukho mithetho, akukho mida, kwaye akukho sicwangciso sendlela yokulawula ubunzima obungenakuphepheka obukhulayo. Ukuntsonkotha lolona tshaba loyikekayo kuhambo lokwakha iinkqubo zesoftware.   Ukuze siphephe ukwenza uhlobo olunjalo lwenkqubo, kufuneka silandele imigaqo ethile kunye nemiqobo.  Uyilo lwenkqubo  Kukho iinkcazo ezininzi ze-Software Architecture. Ndiyabathanda abaninzi babo kuba bagubungela imiba eyahlukeneyo yayo. Nangona kunjalo, ukuze sikwazi ukuqiqa malunga noyilo, kufuneka ngokwemvelo senze ezinye zazo ezingqondweni zethu. Kwaye kuyaphawuleka ukuthetha ukuba le nkcazo inokuvela. Ke, okwangoku, ndinenkcazo elandelayo kum.    imalunga nezigqibo kunye nokukhetha okwenzayo yonke imihla okuchaphazela inkqubo eyakhelweyo. I-Software Architecture  Ukwenza izigqibo ekufuneka ubenazo “kwibhegi” yakho imigaqo kunye neepateni zokusombulula iingxaki ezivelayo, kukwabalulekile ukuxela ukuba ukuqonda iimfuno ngundoqo wokwakha okufunwa lishishini. Nangona kunjalo, ngamanye amaxesha iimfuno azibonakali okanye zingachazwanga, kulo mzekelo, kungcono ukulinda ukuze ufumane ingcaciso engaphezulu okanye uthembele kumava akho kwaye uthembele intuition yakho. Kodwa nangona kunjalo, awukwazi ukwenza izigqibo ngokufanelekileyo ukuba awunayo imigaqo kunye neepateni onokuthi uthembele kuzo. Kulapho ndiza khona kwinkcazo yeSitayile  soYilo lweSoftware.    yiseti yemigaqo kunye neepateni ezichaza indlela yokwakha isoftware. Isimbo soYilo lweSoftware  Zininzi izitayile zokwakha ezahlukeneyo ezigxile kumacala ahlukeneyo oyilo olucwangcisiweyo, kwaye ukusebenzisa uninzi lwazo ngaxeshanye yimeko eqhelekileyo.  Umzekelo, njengale:  Uyilo lweMonolithic  Uyilo oluqhutywa yisizinda  Icandelwana-based  Iinkonzo ezincinci  Umbhobho kunye nezihluzi  Iqhutywa sisiganeko  Microkernel  Ijolise kwinkonzo  kwaye nangokunjalo…  Ewe kunjalo, banezibonelelo zabo kunye nezingeloncedo zabo, kodwa eyona nto ibalulekileyo endiyifundileyo yeyokuba uyilo lukhula ngokuthe ngcembe ngelixa kuxhomekeke kwiingxaki zokwenyani. Ukuqala ngolwakhiwo lwe-monolithic lukhetho olukhulu lokunciphisa ukuntsonkotha kokusebenza, kusenokwenzeka ukuba olu lwakhiwo luya kulungela iimfuno zakho nasemva kokufikelela kwinqanaba leMveliso-yentengiso yeFit (PMI) yokwakha imveliso. Kwinqanaba, unokucinga ngokufudukela kwindlela eqhutywa ngumnyhadala kunye nee-microservices zokuphumeza ukusasazwa okuzimeleyo, ubume bendawo yogcino lwetekhnoloji, kunye nolwakhiwo oludityanisiweyo oluncinci (kunye nokungafihli nto okwangoku ngenxa yobume beendlela eziqhutywa ngumnyhadala kunye ne-pub-sub ukuba ezi zamkelwe). Ukulula kunye nokusebenza kakuhle kusondele kwaye kunempembelelo enkulu komnye nomnye. Ngokwesiqhelo, ulwakhiwo oluntsonkothileyo luchaphazela isantya sophuhliso lweempawu ezintsha, ukuxhasa kunye nokugcina esele zikhona, kunye nokucela umngeni kwindaleko yendalo yenkqubo.  Nangona kunjalo, iinkqubo ezintsonkothileyo zihlala zifuna ulwakhiwo oluntsonkothileyo nolubanzi, olungenakuphepheka.  Ngokufanelekileyo, esi sisihloko esibanzi kakhulu, kwaye zininzi izimvo ezintle malunga nendlela yokumisa kunye nokwakha iinkqubo zokuzivelela kwendalo.  Ngokusekelwe kumava am, ndenze le ndlela ilandelayo:  Phantse ihlala iqala ngesitayela soyilo lwe-monolithic kuba isusa uninzi lweengxaki ezivelayo ngenxa yobume beenkqubo ezisasazwayo. Kwakhona kunengqiqo ukulandela i-monolith yemodyuli ukugxila kwizinto zokwakha ezinemida ecacileyo. Ukusebenzisa indlela esekelwe kumacandelo kunokubanceda ukuba banxibelelane omnye nomnye ngokusebenzisa iziganeko, kodwa ukuba neefowuni ezithe ngqo (aka RPC) zenza lula izinto ekuqaleni. Nangona kunjalo, kubalulekile ukulandelela ukuxhomekeka phakathi kwamacandelo ukususela ukuba icandelo A lazi kakhulu malunga necandelo B, mhlawumbi, iyavakala ukubadibanisa ibenye.  Xa usondela kwimeko xa ufuna ukukala uphuhliso lwakho kunye nenkqubo, unokucinga ngokulandela ipateni   ukuze ukhuphe ngokuthe ngcembe amacandelo afanele ukusasazwa ngokuzimeleyo okanye ade alinganiswe ngeemfuno ezithile. ye-Stangler  Ngoku, ukuba unombono ocacileyo wekamva, elilithamsanqa elincinci, unokugqiba malunga noyilo olufunekayo. Ngeli xesha, ungagqiba ekubeni uye kulwakhiwo lwee-microservices ngokusebenzisa iindlela ze-Okhestration kunye neChoreography, ubandakanya ipateni ye-CQRS yesikali esizimeleyo sokubhala nokufunda imisebenzi, okanye uthathe isigqibo sokunamathela kuyilo lwe-monolithic ukuba luhambelana neemfuno zakho.  Kukwabalulekile ukuqonda amanani kunye neemetrics ezifana ne   (Abasebenzisi abaSebenzisayo bemihla ngemihla),   (Abasebenzisi abaSebenzisayo ngeNyanga),   (isicelo ngeSibini), kunye ne   (iTransaction ngeSibini) kuba inokukunceda wenze ukhetho ngenxa yoyilo lwezakhiwo. Abasebenzisi be-100 abasebenzayo kunye ne-100 yezigidi zabasebenzisi abasebenzayo bahlukile. -DAU i-MAU i-RPC -TPC  Njengenqaku lokugqibela, ndingatsho ukuba i-architecture inempembelelo ebalulekileyo kwimpumelelo yemveliso. Uyilo oluyilwe kakubi lweemveliso luyafuneka ekulinganiseni, okunokuthi kukhokhelele ekusileleni kuba abathengi bengayi kulinda ngelixa ulinganisa inkqubo, baya kukhetha umntu okhuphisana naye, ngoko ke kufuneka sibe ngaphambi kokwenza umlinganiselo.   Kwelinye icala, ukuba nenkqubo entsonkothileyo kwaye esele inesikali engenabathengi okanye izicwangciso zokufumana uninzi lwabo kuya kukubiza imali kwishishini lakho simahla. Nangona ndivuma ukuba ngamanye amaxesha ayinakuba yindlela ebhityileyo, imbono kukuba nenkqubo ehlasimlisiweyo kodwa engekakalwa.  Ukukhetha isitaki setekhnoloji  Ukukhetha isitakhi setekhnoloji sisigqibo esikwinqanaba elikhulu kuba sinefuthe ekuqeshweni, kwindlela yokubona indalo yendalo, i-scalability, kunye nokusebenza kwenkqubo.  Olu luluhlu lweengqwalasela ezisisiseko zokukhetha istaki setekhnoloji:    Ngokomzekelo, isicelo esilula sewebhu sinokwakhiwa ngesakhelo seBlazor ukuba abaphuhlisi bakho banamava, kodwa ngenxa yokunqongophala kokukhula kweWebAssembly, ukukhetha i-React kunye ne-Typescript kwimpumelelo yexesha elide kunokuba sisigqibo esingcono. Iimfuno zeprojekthi kunye nobunzima.    Ukuba ulindele ukufumana isixa esikhulu setrafikhi, ukukhetha i-ASP.NET Core ngaphezulu kwe-Django inokuba lukhetho lobulumko ngenxa yokusebenza kwayo okuphezulu ekuphatheni izicelo ngaxeshanye. Nangona kunjalo, esi sigqibo sixhomekeke kubungakanani bezithuthi ozilindeleyo. Ukuba ufuna ukulawula iibhiliyoni zezicelo ezinokubakho nge-latency ephantsi, ubukho bokuqokelelwa kweNkunkuma kunokuba ngumceli mngeni. Scalability kunye neeMfuno zokuSebenza.    Kwiimeko ezininzi, ezi zizinto ekufuneka sizikhathalele. Ixesha lokuya kwiMakethi, iindleko zoLondolozo, kunye nozinzo lokuQesha qhuba iimfuno zeshishini lakho ngaphandle kwemiqobo. Ukuqeshwa, ixesha loPhuhliso, kunye neendleko.    Isethi yezakhono zeqela lakho lophuhliso yinto ebalulekileyo. Ngokuqhelekileyo kusebenza ngakumbi ukusebenzisa itekhnoloji iqela lakho esele liqhelene nayo ngaphandle kokuba kukho isizathu esinamandla sokutyala imali yokufunda istaki esitsha. UbuGcisa beQela kunye neZibonelelo.    Uluntu olomeleleyo kunye ne-ecosystem etyebileyo yamathala eencwadi kunye nezixhobo zinokuwenza lula kakhulu inkqubo yophuhliso. Iitekhnoloji ezidumileyo zihlala zinenkxaso engcono yoluntu, enokubaluleka kakhulu ekusombululeni iingxaki kunye nokufumana izixhobo. Ke, unokugcina izixhobo kwaye ugxile kakhulu kwimveliso. Ukuqola.    Cinga ngokusebenza kwexesha elide lobuchwephesha. Itekhnoloji eyamkelwa ngokubanzi kwaye ixhaswa ayinakwenzeka ukuba iphelelwe lixesha kwaye ifumane uhlaziyo rhoqo kunye nophuculo. ULondolozo lwexesha elide kunye neNkxaso.   Ukuba nezixhobo ezininzi zetekhnoloji kunokuchaphazela njani ukukhula kweshishini?  Ngokombono omnye, ukwazisa isitakhi esinye kunokunyusa ukuqeshwa kwakho, kodwa kwelinye icala, kuzisa iindleko ezongezelelweyo zokulungisa kuba kufuneka uzixhase zombini izitaki. Ke, njengoko benditshilo ngaphambili, kwimbono yam, kuphela imfuno eyongezelelweyo ekufuneka ibe yingxoxo yokubandakanya izitaki ezininzi zetekhnoloji.   Kodwa kuthekani ngomgaqo wokukhetha esona sixhobo sifanelekileyo kwingxaki ethile?  Ngamanye amaxesha awunalo olunye ukhetho ngaphandle kokuzisa izixhobo ezitsha zokusombulula ingxaki ethile esekelwe kwiingqwalasela ezifanayo ezikhankanywe ngasentla, kwiimeko ezinjalo, kuyavakala ukukhetha esona sisombululo.  Ukudalwa kweenkqubo ngaphandle kokudibanisa okuphezulu kwithekhnoloji ethile kunokuba ngumngeni. Sekunjalo, kuyanceda ukulwela imeko apho inkqubo ingadityaniswanga ngokuqinileyo kwitekhnoloji, kwaye ayiyi kufa ukuba ngomso, isakhelo esithile okanye isixhobo siba sesichengeni okanye sithotywe.  Olunye uqwalaselo olubalulekileyo lunxulumene nokuxhomekeka kumthombo ovulekileyo kunye nokuxhomekeka kwesoftware. Isoftware yobunini ikunika ukuguquguquka okuncinci kunye nokuba nokwenzeka kokwenziwa ngokwezifiso. Nangona kunjalo, eyona nto iyingozi kukutshixa komthengisi, apho uye uxhomekeke kwiimveliso zomthengisi, amaxabiso, imigaqo, kunye nemephu yendlela. Oku kunokuba yingozi ukuba umthengisi utshintsha indlela, anyuse amaxabiso, okanye ayiyeke imveliso.   Ukuphelisa inqaku elinye lokungaphumeleli kuwo onke amanqanaba ngundoqo wokwakha iinkqubo ezithembekileyo zokukhula. Isoftware yomthombo ovulekileyo iyawunciphisa lo mngcipheko, njengoko iqumrhu elinye lingawulawuli.  Indawo enye yokusilela (SPOF)  Inqaku elinye lokusilela (SPOF) libhekisa kuyo nayiphi na inxalenye yenkqubo ethi, ukuba iyasilela, iya kubangela ukuba yonke inkqubo iyeke ukusebenza. Ukuphelisa ii-SPOF kuwo onke amanqanaba kubalulekile kuyo nayiphi na inkqubo efuna ukufumaneka okuphezulu. Yonke into, kubandakanywa nolwazi, abasebenzi, amacandelo enkqubo, ababoneleli befu, kunye neentambo ze-intanethi, zinokungaphumeleli.  Kukho iindlela ezininzi ezisisiseko esinokuzisebenzisa ukuphelisa indawo enye yokusilela:    Ukuphumeza ukungafuneki kumacandelo abalulekileyo. Oku kuthetha ukuba nezixhobo ezigcinayo ezinokuthatha indawo ukuba icandelo eliphambili liyasilela. I-redundancy ingasetyenziswa kwiindlela ezahlukeneyo zenkqubo, kubandakanywa i-hardware (iiseva, iidiski), inethiwekhi (amakhonkco, ukutshintshwa), kunye nesofthiwe (i-databases, iiseva zesicelo). Ukuba ubamba yonke into kuMboneleli weLifu omnye kwaye nokuba une-backups apho, cinga ukwakha i-backup eyongezelelweyo eqhelekileyo kwenye ukunciphisa iindleko zakho ezilahlekileyo xa kukho intlekele. Ukungafuneki.    Ukusasaza inkqubo yakho kwiindawo ezininzi ezibonakalayo, ezifana namaziko edatha okanye imimandla yelifu. Le ndlela ikhusela isixokelelwano sakho ngokuchasene nokusilela okuthe ngqo kwindawo efana nokucima kombane okanye iintlekele zendalo. Amaziko eenkcukacha.    Faka isicelo sokungaphumeleli kuwo onke amacandelo akho (i-DNS, i-CDN, i-Balancers yoMlayisho, i-Kubernetes, i-API Gateways, kunye ne-Databases). Kuba imiba inokuvela ngokungalindelekanga, kubalulekile ukuba ube nesicwangciso sokugcina indawo yokutshintsha naliphi na icandelo nge-clone yalo njengoko kufuneka ngokukhawuleza. Ukusilela.    Qinisekisa ukuba iinkonzo zakho zakhiwe ukuba zilinganiseke ngokuthe tye kwaye zifumaneke kakhulu kwasekuqaleni ngokuthobela le migaqo ilandelayo: Iinkonzo zokufumaneka okuphezulu.  Ziqhelanise nenkonzo engenasimo kwaye uphephe ukugcina iiseshini zabasebenzisi kwii-cache zememori. Endaweni yoko, sebenzisa inkqubo yecache esasaziweyo, efana neRedis.  Kuphephe ukuthembela kulandelelwano lolandelelwano losetyenziso lomyalezo xa uphuhlisa ingqiqo.  Nciphisa ukwaphula utshintsho ukukhusela ukuphazamisa abathengi be-API. Apho kunokwenzeka, khetha utshintsho oluhambelana nomva. Kwakhona, qwalasela iindleko ukususela ngamanye amaxesha, ukuphumeza utshintsho oluqhekezayo kunokubiza kakhulu.  Dibanisa ufezekiso lokufuduka kumbhobho wokusasazwa.  Ukuseka isicwangciso sokusingatha izicelo ngaxeshanye.  Qalisa ukufunyanwa kwenkonzo, ukubeka iliso, kunye nokugawulwa kwemithi ukuphucula ukuthembeka kunye nokuqwalaselwa.  Phuhlisa ingqiqo yezoshishino ukuze ungabi namandla, ukuvuma ukuba ukusilela kwinethiwekhi akunakuphepheka.    Ukuphonononga rhoqo kwaye unciphise ukuxhomekeka kwangaphandle. Ukuxhomekeka kwangaphandle ngakunye kunokwazisa ii-SPOF ezinokubakho, ngoko ke kubalulekile ukuqonda kunye nokunciphisa le mingcipheko. Uphononongo lokuxhomekeka.    Ungaze ulibale ukubaluleka kokusasaza ulwazi kumbutho wakho. Abantu basenokungaqiqi, yaye ukuthembela kumntu omnye kuyingozi. Khuthaza amalungu eqela ukuba afake kwidijithali ulwazi lwawo ngamaxwebhu. Nangona kunjalo, kulumkele ukubhala ngokugqithisileyo. Sebenzisa izixhobo ezahlukeneyo ze-AI ukwenza lula le nkqubo. Ukwabelana ngolwazi rhoqo.  Ukuqukumbela  Kweli nqaku, sigubungele imiba ephambili   kunye nendlela esinokujongana ngayo nobunzima bazo. yeMacro  Enkosi ngokufunda! Mandikubobe kwixesha elizayo!

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