Ingabe i-AI izothatha indawo yabahleli bezinhlelo? Okokugcina, cisha umhleli wekhodi.

“ Okokugcina, cisha umhleli wekhodi. ” Lesi sisho esingenamsebenzi besilokhu sivela ezinkundleni zonjiniyela, sibonisa ihlaya elikhathazayo ngokukhuphuka kwabasizi bokubhala amakhodi be-AI. Njengoba amamodeli e-AI eba namandla okubhala ikhodi, abahleli abaningi bezinhlelo babuza ukuthi abathuthukisi abangabantu babheke esiphethweni esifanayo nabasebenzi be-lifti noma abaqhubi be-switchboard – imisebenzi ephelelwa yisikhathi ngokuzenzakalelayo. Ngo-2024, izihloko ezigqamile zamemezela ukuthi ubuhlakani bokwenziwa bungabhala yonke ikhodi yethu maduze, kushiye abathuthukisi abangabantu bengenalutho abalwenzayo. Kodwa ngemuva kokuduma nokumangala, iqiniso liyinkimbinkimbi kakhulu.

Yebo, i-AI manje ingakhiqiza ikhodi ngokushesha kunanoma yimuphi umuntu, kodwa ilunge kangakanani leyo khodi, futhi ingabe i-AI ingaphatha yonke impilo yokuthuthukiswa kwesofthiwe ngokwayo? Ochwepheshe abaningi bathi “hhayi ngokushesha.” Abaholi bobunjiniyela besofthiwe njengo-CEO we-Microsoft uSatya Nadella bagcizelela ukuthi “i-AI ngeke ithathe indawo yabahleli bezinhlelo, kodwa izoba ithuluzi elibalulekile ezinhlotsheni zabo. Kumayelana nokunika abantu amandla okwenza okwengeziwe, hhayi okuncane.” ( Ingabe i-AI izothatha indawo yabahleli bezinhlelo? Iqiniso Elingemuva Kwe-Hype | ngu-The PyCoach | I-Artificial Corner | Mar, 2025 | Medium ) Ngokufanayo, inhloko ye-AI ye-Google uJeff Dean uphawula ukuthi yize i-AI ingakwazi ukuphatha imisebenzi ejwayelekile yokufaka ikhodi, “isantula ubuhlakani namakhono okuxazulula izinkinga” – izimfanelo ezilethwa abathuthukisi babantu etafuleni. Ngisho noSam Altman, i-CEO ye-OpenAI, uyavuma ukuthi i-AI yanamuhla “inhle kakhulu emisebenzini” kodwa “imbi kakhulu emisebenzini egcwele” ngaphandle kokubhekwa ngumuntu. Ngamafuphi, i-AI inhle ekusizeni ngezingcezu zomsebenzi, kodwa ayikwazi ukuthatha ngokuphelele umsebenzi womhleli kusukela ekuqaleni kuze kube sekupheleni.

Leli phepha elimhlophe libheka ngobuqotho nangokulinganisela umbuzo othi “Ingabe i-AI izothatha indawo yabahleli bezinhlelo?” Sihlola ukuthi i-AI ithinta kanjani izindima zokuthuthukiswa kwesofthiwe namuhla nokuthi yiziphi izinguquko ezisazokwenzeka. Ngezibonelo zomhlaba wangempela namathuluzi akamuva (kusukela ku-GitHub Copilot kuya ku-ChatGPT), sihlola ukuthi abathuthukisi bangazilungisa kanjani, bazivumelanise, futhi bahlale befanelekile njengoba i-AI ithuthuka. Esikhundleni sempendulo elula ka-yebo-noma-cha, sizobona ukuthi ikusasa liwukubambisana phakathi kwe-AI nabathuthukisi abangabantu. Umgomo ukugqamisa ukuqonda okusebenzayo ngalokho abathuthukisi abangakwenza ukuze bachume esikhathini se-AI - kusukela ekwamukeleni amathuluzi amasha kuya ekufundeni amakhono amasha kanye nokukhombisa ukuthi imisebenzi yokubhala amakhodi ingathuthuka kanjani eminyakeni ezayo.

I-AI Ekuthuthukisweni Kwesofthiwe Namuhla

I-AI isizihlanganise ngokushesha nomsebenzi wokuthuthukiswa kwesofthiwe yesimanje. Kunokuba ibe yinganekwane yesayensi, amathuluzi asekelwe ku-AI asevele ebhala futhi ebuyekeza ikhodi , enza imisebenzi eyisicefe ngokuzenzakalela, futhi athuthukise umkhiqizo wonjiniyela. Abathuthukisi namuhla basebenzisa i-AI ukukhiqiza izingcezu zekhodi, imisebenzi yokuqedela ngokuzenzakalela, ukuthola amaphutha, ngisho nokwenza amacala okuhlola ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umphumela we-AI [2024] ) ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umphumela we-AI [2024] ). Ngamanye amazwi, i-AI ithatha umsebenzi wokubhonga kanye ne-boilerplate, okuvumela abahleli bezinhlelo ukuthi bagxile ezicini eziyinkimbinkimbi zokudalwa kwesofthiwe. Ake sibheke amanye amakhono namathuluzi e-AI avelele aguqula uhlelo njengamanje:

• Ukukhiqizwa Kwekhodi Nokuqedela Ngokuzenzakalelayo: Abasizi bekhodi be-AI banamuhla bangakhiqiza ikhodi ngokusekelwe ezikhuthazweni zolimi lwemvelo noma umongo wekhodi engaphelele. Isibonelo, i-GitHub Copilot (eyakhelwe kumodeli ye-OpenAI's Codex) ihlangana nabahleli ukuze iphakamise umugqa olandelayo noma ibhulokhi yekhodi njengoba uthayipha. Isebenzisa isethi enkulu yokuqeqesha yekhodi yomthombo ovulekile ukuze inikeze iziphakamiso eziqonda umongo, ngokuvamile ikwazi ukuqedela imisebenzi yonke kusukela kumazwana noma igama lomsebenzi. Ngokufanayo, i-ChatGPT (GPT-4) ingakhiqiza ikhodi yomsebenzi othile uma uchaza lokho okudingayo ngesiNgisi esilula. Lawa mathuluzi angadweba ikhodi ye-boilerplate ngemizuzwana, kusukela emisebenzini elula yomsizi kuya ekusebenzeni okuvamile kwe-CRUD.

• Ukutholwa Nokuhlolwa Kweziphazamiso: I-AI isiza nokubamba amaphutha nokuthuthukisa ikhwalithi yekhodi. Amathuluzi okuhlaziya aqinile asebenzisa i-AI kanye nama-linters angamaka iziphazamiso ezingaba khona noma ubuthakathaka bokuphepha ngokufunda emaphethini eziphazamiso zesikhathi esidlule. Amanye amathuluzi e-AI akhiqiza ngokuzenzakalelayo ukuhlolwa kweyunithi noma aphakamise amacala okuhlola ngokuhlaziya izindlela zekhodi. Lokhu kusho ukuthi unjiniyela angathola impendulo esheshayo kumacala angase aphuthelwe. Ngokuthola iziphazamiso kusenesikhathi nokuphakamisa ukulungiswa, i-AI isebenza njengomsizi we-QA ongakhathali osebenza nonjiniyela.

• Ukuthuthukisa Ikhodi Nokulungisa Kabusha: Okunye ukusetshenziswa kwe-AI kusikisela ukuthuthukiswa kwekhodi ekhona. Uma kunikezwa isiqephu, i-AI ingancoma ama-algorithms asebenza kahle kakhulu noma ukusetshenziswa okuhlanzekile ngokubona amaphethini kukhodi. Isibonelo, ingase iphakamise ukusetshenziswa okungaqondakali komtapo wolwazi noma ikhodi engadingeki engase ilungiswe kabusha. Lokhu kusiza ekunciphiseni isikweletu sobuchwepheshe kanye nokuthuthukisa ukusebenza. Amathuluzi okulungisa kabusha asekelwe ku-AI angaguqula ikhodi ukuze inamathele emikhubeni emihle noma abuyekeze ikhodi ezinguqulweni ezintsha ze-API, okusindisa isikhathi sonjiniyela ekuhlanzweni ngesandla.

• I-DevOps kanye Nokuzenzakalela: Ngaphandle kokubhala ikhodi, i-AI inegalelo ezinqubweni zokwakha nokusabalalisa. Amathuluzi e-CI/CD ahlakaniphile asebenzisa ukufunda komshini ukubikezela ukuthi yiziphi izivivinyo ezingase zehluleke noma ukubeka phambili imisebenzi ethile yokwakha, okwenza ipayipi lokuhlanganisa eliqhubekayo lisheshe futhi lisebenze kahle. I-AI ingahlaziya amalogi okukhiqiza kanye nezilinganiso zokusebenza ukuze ithole izinkinga noma iphakamise ukulungiswa kwengqalasizinda. Empeleni, i-AI ayisizi nje kuphela ekubhaleni ikhodi, kodwa nakuwo wonke umjikelezo wokuphila wokuthuthukiswa kwesofthiwe - kusukela ekuhleleni kuya ekulungisweni.

• Ukuxhumana Kwezilimi Zemvelo Nokushicilelwa: Sibona futhi i-AI ivumela ukusebenzisana kwemvelo okwengeziwe namathuluzi okuthuthukisa. Abathuthukisi bangacela i-AI ngokoqobo ukuthi yenze imisebenzi ("ikhiqize umsebenzi owenza u-X" noma "chaza le khodi") futhi bathole imiphumela. Ama-chatbot e-AI (njenge-ChatGPT noma abasizi abakhethekile bokuthuthukiswa) angaphendula imibuzo yokuhlela, asize ngemibhalo, futhi abhale ngisho nemibhalo yephrojekthi noma enze imiyalezo ngokusekelwe ekushintsheni kwekhodi. Lokhu kuvala igebe phakathi kwenhloso yomuntu nekhodi, okwenza intuthuko ifinyeleleke kalula kulabo abangachaza lokho abakufunayo.

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Abathuthukisi abasebenzisa amathuluzi e-AI: Ucwaningo lwango-2023 lubonisa ukuthi ama-92% abathuthukisi abaningi basebenzise amathuluzi okubhala ikhodi ye-AI ngandlela thile - kungaba emsebenzini, kumaphrojekthi abo, noma kokubili. Amancane kakhulu angu-8% abike ukuthi awasebenzisi noma yiluphi usizo lwe-AI ekubhaleni ikhodi. Leli shadi libonisa ukuthi izingxenye ezimbili kwezintathu zabathuthukisi zisebenzisa amathuluzi e-AI kokubili emsebenzini nangaphandle kwawo, kuyilapho ingxenye yesine iwasebenzisa kuphela emsebenzini kanye nengxenye encane kuphela ngaphandle komsebenzi. Okufanele ukukhumbule kusobala: Ukubhala ikhodi okusizwa yi-AI sekuvele kwanda ngokushesha phakathi kwabathuthukisi ( Inhlolovo yembula umthelela we-AI kokuhlangenwe nakho konjiniyela - I-GitHub Blog ).

Lokhu kwanda kwamathuluzi e-AI athuthukiswayo kuholele ekusebenzeni kahle okukhulu kanye nokunciphisa umsebenzi onzima wokubhala ikhodi. Imikhiqizo idalwa ngokushesha njengoba i-AI isiza ukukhiqiza ikhodi ye-boilerplate futhi iphathe imisebenzi ephindaphindwayo ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umphumela We-AI [2024] ) ( Ingabe I-AI Izothatha Indawo Yabathuthukisi Ngo-2025: Ukubuka Okusheshayo Esikhathini Esizayo ). Amathuluzi afana ne-Copilot angaphakamisa ngisho nama-algorithms noma izixazululo eziphelele "ezingase zingabi sobala ngokushesha kubathuthukisi abangabantu," ngenxa yokufunda kusuka kudatha enkulu yekhodi. Izibonelo zangempela ziningi: unjiniyela angacela i-ChatGPT ukuthi isebenzise umsebenzi wokuhlunga noma ithole iphutha kukhodi yayo, futhi i-AI izokhiqiza ikhambi lokusalungiswa ngemizuzwana. Izinkampani ezifana ne -Amazon ne -Microsoft zithumele abahleli bezinhlelo ze-AI (i-CodeWhisperer ye-Amazon kanye ne-Copilot ye-Microsoft) emaqenjini abo abathuthukisi, zibika ukuqedwa okusheshayo kwemisebenzi kanye namahora ambalwa asetshenziswa ku-boilerplate. Eqinisweni, ama-70% abathuthukisi abahlolwe ocwaningweni lwe-Stack Overflow luka-2023 bathi sebevele basebenzisa noma bahlela ukusebenzisa amathuluzi e-AI enkambisweni yabo yokuthuthukisa ( ama-70% abathuthukisi basebenzisa amathuluzi okubhala ikhodi ye-AI, ama-3% athembela kakhulu ekunembileni kwawo - i-ShiftMag ). Abasizi abadumile kakhulu yi-ChatGPT (esetshenziswa ama-~83% abaphenduli) kanye ne-GitHub Copilot (~56%), okubonisa ukuthi abasizi abajwayelekile be-AI kanye nabahlanganisi be-IDE bobabili bangabadlali ababalulekile. Abathuthukisi baphendukela kakhulu kula mathuluzi ukwandisa umkhiqizo (ocashunwe ama-~33% abaphenduli) nokusheshisa ukufunda (25%), kuyilapho cishe ama-25% ewasebenzisa ukuze asebenze kahle ngokuzenzakalelayo umsebenzi ophindaphindwayo.

Kubalulekile ukuqaphela ukuthi indima ye-AI ekuhleleni izinhlelo ayintsha ngokuphelele – izici zayo bezikhona iminyaka eminingi (cabanga ngokuqedela ikhodi ngokuzenzakalela kuma-IDE noma ozimele bokuhlola). Kodwa iminyaka emibili edlule ibe yiphuzu elibalulekile. Ukuvela kwamamodeli amakhulu olimi anamandla (njengochungechunge lwe-OpenAI lwe-GPT kanye ne-DeepMind's AlphaCode) kukhulise kakhulu okungenzeka. Isibonelo, uhlelo lwe-DeepMind -AlphaCode lube yizihloko ngokusebenza ezingeni lomncintiswano wokuhlela oncintisanayo , lufinyelela cishe ezingeni eliphezulu lama-54% ezinseleleni zokubhala ikhodi – ngokuyisisekelo oluhambisana nekhono lomncintiswano ovamile womuntu ( i-AlphaCode ye-DeepMind ifana nekhono lomhleli ojwayelekile ). Bekungokokuqala uhlelo lwe-AI lusebenza ngokuncintisana emincintiswaneni yokuhlela. Kodwa-ke, kuyamangaza ukuthi ngisho ne-AlphaCode, ngayo yonke ikhono layo, yayisekude kakhulu nokunqoba abahleli bekhodi abangcono kakhulu babantu. Kuleyo mincintiswano, i-AlphaCode ingaxazulula cishe ama-30% ezinkinga ngaphakathi kwemizamo evunyelwe, kanti abahleli bezinhlelo abaphezulu babantu baxazulula izinkinga ezingaphezu kwama-90% ngomzamo owodwa. Lesi sikhala siqokomisa ukuthi yize i-AI ingakwazi ukusingatha imisebenzi ye-algorithmic echazwe kahle kuze kube seqophelweni elithile, izinkinga ezinzima kakhulu ezidinga ukucabanga okujulile kanye nobuhlakani zisalokhu ziyindawo eqinile yabantu .

Ngamafuphi, i-AI izibeke ngokuqinile kumathuluzi okusebenza ansuku zonke abathuthukisi. Kusukela ekusizeni ekubhaleni ikhodi kuya ekwenzeni ngcono ukuthunyelwa, ithinta yonke ingxenye yenqubo yokuthuthukiswa. Ubudlelwano banamuhla buhambisana kakhulu: i-AI isebenza njengomshayeli wesibili (oqanjwe ngokufanele) osiza abathuthukisi ukuthi babhale ikhodi ngokushesha nangokukhungatheka okuncane, kunokuba yi-autopilot ezimele ekwazi ukundiza yodwa. Esigabeni esilandelayo, sizohlola ukuthi lokhu kufakwa kwamathuluzi e-AI kushintsha kanjani indima yabathuthukisi kanye nohlobo lomsebenzi wabo, kube ngcono noma kubi.

Indlela i-AI eshintsha ngayo izindima kanye nokukhiqiza konjiniyela

Njengoba i-AI isingatha umsebenzi ojwayelekile, indima yomthuthukisi wesofthiwe iyaqala ukuthuthuka. Esikhundleni sokuchitha amahora amaningi ebhala ikhodi ye-boilerplate noma ukulungisa amaphutha avamile, abathuthukisi bangakwazi ukulayisha leyo misebenzi kubasizi babo be-AI. Lokhu kushintsha ukugxila komthuthukisi kuye ekuxazululeni izinkinga ezingeni eliphezulu, ukwakheka, kanye nezici zokudala zobunjiniyela besofthiwe. Empeleni, i-AI ikhulisa abathuthukisi, ibavumela ukuba bakhiqize kakhulu futhi babe nobuciko obusha kakhulu. Kodwa ingabe lokhu kuhumusha emisebenzini embalwa yokuhlela, noma nje uhlobo oluhlukile lomsebenzi? Ake sihlole umthelela ekukhiqizeni nasezindimeni:

Ukukhulisa Ukukhiqiza: Ngokwemibiko eminingi kanye nezifundo zakuqala, amathuluzi okubhala ikhodi ye-AI akhulisa kakhulu umkhiqizo wonjiniyela. Ucwaningo lwe-GitHub luthole ukuthi abathuthukisi abasebenzisa i-Copilot bakwazile ukuqeda imisebenzi ngokushesha kakhulu kunalabo abangenalo usizo lwe-AI. Kokunye ukuhlola, abathuthukisi baxazulule umsebenzi wokubhala ikhodi ngo-55% ngokushesha ngokwesilinganiso ngosizo lwe-Copilot - kuthatha cishe ihora eli-1 nemizuzu eyi-11 esikhundleni samahora ama-2 nemizuzu engama-41 ngaphandle kwalo ( Ucwaningo: ukulinganisa umthelela we-GitHub Copilot ekukhiqizeni nasekujabuleni konjiniyela - I-GitHub Blog ). Lokho kuyinzuzo emangalisayo ngesivinini. Akuyona nje isivinini; abathuthukisi babika ukuthi usizo lwe-AI lusiza ekunciphiseni ukukhungatheka kanye "nokuphazamiseka kokugeleza". Ezinhlolovo, ama-88% abathuthukisi abasebenzisa i-Copilot bathi kubenze bakhiqiza kakhulu futhi kwabavumela ukuthi bagxile emsebenzini owanelisayo kakhulu ( Yiliphi iphesenti labathuthukisi abathi i-github copilot yenza ... ). Lawa mathuluzi asiza abahleli bezinhlelo ukuthi bahlale "endaweni" ngokuphatha izingcezu ezikhathazayo, okugcina amandla engqondo ezinkingeni ezinzima. Ngenxa yalokho, abathuthukisi abaningi banomuzwa wokuthi ukubhala ikhodi sekuyinto ejabulisayo kakhulu - umsebenzi omncane wokubhonga kanye nobuciko obuningi.

Ukushintsha Umsebenzi Wansuku Zonke: Ukuhamba komsebenzi kwansuku zonke komhleli wezinhlelo kuyashintsha kanye nalezi zinzuzo zokukhiqiza. Iningi "lomsebenzi omatasa" - ukubhala i-boilerplate, ukuphinda amaphethini avamile, ukufuna i-syntax - lingalayishwa ku-AI. Isibonelo, esikhundleni sokubhala ngesandla ikilasi ledatha elinama-getters nama-setter, unjiniyela angamane akhuthaze i-AI ukuthi iyikhiqize. Esikhundleni sokuhlola amadokhumenti ukuthola ucingo olufanele lwe-API, unjiniyela angabuza i-AI ngolimi lwemvelo. Lokhu kusho ukuthi onjiniyela bachitha isikhathi esincane kakhulu ekubhaleni ikhodi ngekhanda kanye nesikhathi esiningi emisebenzini edinga ukwahlulela komuntu . Njengoba i-AI ithatha ukubhala ikhodi engu-80% elula, umsebenzi wonjiniyela ushintshela ekuqondiseni umphumela we-AI (ukubukeza iziphakamiso zekhodi, ukuzihlola) kanye nokubhekana nezinkinga ezingu-20% eziyinkimbinkimbi i-AI engazitholi. Empeleni, unjiniyela angase aqale usuku lwakhe ehlela izicelo zokudonsa ezikhiqizwe yi-AI noma abukeze inqwaba yezilungiso eziphakanyisiwe yi-AI, kunokubhala zonke lezo zinguquko kusukela ekuqaleni.

Ukubambisana kanye Nokuguquguquka Kweqembu: Ngokuthakazelisayo, i-AI nayo ithonya ukuguquguquka kweqembu. Njengoba imisebenzi ejwayelekile izenzakalelayo, amaqembu angafeza okuningi ngabathuthukisi abancane abanikezwe umsebenzi wokubhonga. Ezinye izinkampani zibika ukuthi onjiniyela babo abaphezulu bangakwazi ukuzimela kakhudlwana - bangakwazi ukwenza izici ze-prototype ngokushesha ngosizo lwe-AI, ngaphandle kokudinga umfundi ongaphansi ukwenza uhlaka lokuqala. Kodwa-ke, lokhu kuphakamisa inselele entsha: ukuqeqesha kanye nokwabelana ngolwazi. Esikhundleni sokufunda kwabafundi abancane ngokwenza imisebenzi elula, kungadingeka bafunde ukuthi bangaphatha imiphumela ye-AI. Ukubambisana kweqembu kungashintshela emisebenzini efana nokuhlanza ndawonye izixwayiso ze-AI noma ukubuyekeza ikhodi ekhiqizwe yi-AI ukuze kutholakale izingibe. Ngakolunye uhlangothi oluhle, lapho wonke umuntu eqenjini enomsizi we-AI, kungalinganisa inkundla yokudlala futhi kuvumele isikhathi esengeziwe sezingxoxo zokuklama, ukucabanga ngokudala, kanye nokubhekana nezidingo zomsebenzisi eziyinkimbinkimbi okungekho-AI eqondakalayo njengamanje. Eqinisweni, abathuthukisi abangaphezu kwabane kwabahlanu bakholelwa ukuthi amathuluzi okubhala ikhodi ye-AI azothuthukisa ukubambisana kweqembu noma okungenani abakhulule ukuthi basebenzisane kakhulu ekwakhiweni nasekuxazululeni izinkinga, ngokusho kwemiphumela yocwaningo lwe-GitHub yango-2023 ( Ucwaningo lwembula umthelela we-AI kokuhlangenwe nakho konjiniyela - I-GitHub Blog ).

Umthelela Ezindimeni Zomsebenzi: Umbuzo omkhulu ukuthi ngabe i-AI izonciphisa yini isidingo sabahleli bezinhlelo (njengoba umhleli ngamunye manje esekhiqiza kakhulu), noma izomane ishintshe amakhono adingekayo. Isibonelo somlando ngezinye izindlela zokwenza izinto (njengokwanda kwamathuluzi e-devops, noma izilimi zokuhlela ezisezingeni eliphezulu) sibonisa ukuthi imisebenzi yabathuthukisi ayiqedwa kangako njengoba iphakanyiswa . Ngempela, abahlaziyi bezimboni babikezela ukuthi izindima zobunjiniyela besofthiwe zizoqhubeka nokukhula , kodwa uhlobo lwalezo zindima luzoshintsha. Umbiko wakamuva we-Gartner ubikezela ukuthi ngo-2027, ama-50% ezinhlangano zobunjiniyela besofthiwe zizosebenzisa amapulatifomu "obuhlakani besofthiwe" akhuliswe yi-AI ukukhulisa umkhiqizo , kusukela ku-5% kuphela ngo-2024 ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umthelela we-AI [2024] ). Lokhu kusho ukuthi izinkampani zizohlanganisa kabanzi i-AI, kodwa kusho ukuthi abathuthukisi bazosebenza nalawo mapulatifomu ahlakaniphile. Ngokufanayo, inkampani yokubonisana iMcKinsey ibikezela ukuthi ngenkathi i-AI ingenza imisebenzi eminingi ibe ngokuzenzakalela, cishe ama-80% emisebenzi yokuhlela izoqhubeka idinga umuntu oseduze futhi ihlale "igxile kubantu" . Ngamanye amazwi, sisazodinga abantu bezikhundla eziningi zonjiniyela, kodwa izincazelo zomsebenzi zingashintsha.

Olunye ushintsho olungenzeka ukuvela kwezindima ezifana nokuthi “uNjiniyela Wesofthiwe ye-AI” noma “uNjiniyela Osheshayo” – abathuthukisi abangochwepheshe ekwakheni noma ekuhleleni izingxenye ze-AI. Sesivele sibona isidingo sabathuthukisi abanobuchwepheshe be-AI/ML sikhuphuka kakhulu. Ngokusho kokuhlaziywa yi-Indeed, imisebenzi emithathu ehlobene kakhulu ne-AI iwusosayensi wedatha, unjiniyela wesofthiwe, kanye nonjiniyela wokufunda komshini , futhi isidingo salezi zindima siphindwe kabili eminyakeni emithathu edlule ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umthelela we-AI [2024] ). Onjiniyela besofthiwe bendabuko kulindeleke ukuthi baqonde izisekelo zokufunda komshini noma bahlanganise izinsizakalo ze-AI kuzinhlelo zokusebenza. Esikhundleni sokwenza abathuthukisi bangasebenzi, “i-AI ingaphakamisa lo msebenzi, ivumele abathuthukisi ukuthi bagxile emisebenzini esezingeni eliphezulu kanye nokusungula izinto ezintsha.” ( Ingabe i-AI Izothatha Indawo Yabathuthukisi ngo-2025: Ukubuka Okuzayo ) Imisebenzi eminingi ejwayelekile yokufaka amakhodi ingase iphathwe yi-AI, kodwa abathuthukisi bazoba matasa kakhulu ngokuklama uhlelo, ukuhlanganisa amamojula, ukuqinisekisa ikhwalithi, kanye nokuxazulula izinkinga ezintsha. Unjiniyela omkhulu ovela enkampanini ethile ye-AI wafingqa kahle: I-AI ayithathi indawo yabathuthukisi bethu; iyabakhulisa . Umthuthukisi oyedwa ohlome ngamathuluzi e-AI anamandla angenza umsebenzi wabantu abaningana, kodwa lowo mthuthukisi manje useqala umsebenzi oyinkimbinkimbi futhi onethonya kakhulu.

Isibonelo Somhlaba Wangempela: Cabanga ngesimo esivela enkampanini yesofthiwe ehlanganise i-GitHub Copilot kubo bonke abathuthukisi bayo. Umphumela osheshayo kwaba ukuncipha okuphawulekayo kwesikhathi esichithwa ekubhaleni izivivinyo zamayunithi kanye nekhodi ye-boilerplate. Omunye umthuthukisi omncane wathola ukuthi esebenzisa i-Copilot angakhiqiza u-80% wekhodi yesici esisha ngokushesha, bese echitha isikhathi sakhe enza ngokwezifiso u-20% osele futhi ebhala izivivinyo zokuhlanganisa. Ukukhiqiza kwakhe maqondana nokukhipha ikhodi kucishe kwaphindeka kabili, kodwa okuthakazelisa kakhulu, uhlobo lomnikelo wakhe lwashintsha - waba ngumbuyekezi wekhodi kanye nomklami wokuhlola wekhodi ebhalwe nge-AI. Ithimba liphinde laphawula ukuthi ukubuyekezwa kwekhodi kwaqala ukubamba amaphutha e-AI kunokuba kube ngamaphutha abantu. Isibonelo, i-Copilot ngezinye izikhathi yaphakamisa ukusetshenziswa kokubethela okungaphephile; abathuthukisi babantu kwadingeka babone futhi balungise lawo. Lolu hlobo lwesibonelo lubonisa ukuthi ngenkathi umkhiqizo ukhula, ukuqapha kwabantu kanye nobuchwepheshe kwaba yinto ebaluleke kakhulu emsebenzini.

Ngamafuphi, i-AI ishintsha ngokungenakuphikwa indlela abathuthukisi abasebenza ngayo: ibenza basheshe futhi ibavumele ukuthi babhekane nezinkinga ezinkulu, kodwa futhi ibadinga ukuthi bathuthukise amakhono (kokubili ekusebenziseni i-AI kanye nokucabanga okusezingeni eliphezulu). Akuyona indaba yokuthi “i-AI ithatha imisebenzi” kodwa indaba yokuthi “i-AI ishintsha imisebenzi.” Abathuthukisi abafunda ukusebenzisa la mathuluzi ngempumelelo bangandisa umthelela wabo – isisho esivame ukukuzwa sithi, “I-AI ngeke ithathe indawo yabathuthukisi, kodwa abathuthukisi abasebenzisa i-AI bangathatha indawo yalabo abangayenzi.” Izigaba ezilandelayo zizohlola ukuthi kungani abathuthukisi abangabantu besabalulekile (lokho i-AI engenakukwenza kahle), nokuthi abathuthukisi bangazivumelanisa kanjani namakhono abo ukuze bachume kanye ne-AI.

Ukulinganiselwa kwe-AI (Okwenza Abantu Bahlale Bebalulekile)

Naphezu kwamakhono ayo ahlaba umxhwele, i-AI yanamuhla inemikhawulo eyivimbela ekwenzeni abahleli bezinhlelo abangabantu baphelelwe yisikhathi. Ukuqonda le mikhawulo kubalulekile ekuboneni ukuthi kungani abahleli bezinhlelo besadingeka kakhulu enkambisweni yokuthuthukisa. I-AI iyithuluzi elinamandla, kodwa akuyona inhlamvu yomlingo engathatha indawo yokudala, ukucabanga okubucayi, kanye nokuqonda okungokomongo konjiniyela ongumuntu. Nazi ezinye zeziphambeko eziyisisekelo ze-AI ekuhleleni izinhlelo kanye namandla ahambisanayo abathuthukisi abangabantu:

• Ukuntuleka Kokuqonda Kwangempela Nokusungula: awaqondi ngempela ikhodi noma izinkinga ngendlela abantu abaziqonda ngayo; ayaqaphela amaphethini futhi aphinde aveze imiphumela engaba khona ngokusekelwe kudatha yokuqeqesha. Lokhu kusho ukuthi i-AI ingabhekana nemisebenzi edinga izixazululo zokuqala, zokudala noma ukuqonda okujulile kwezizinda zezinkinga ezintsha. I-AI ingase ikwazi ukukhiqiza ikhodi ukuze ihlangabezane nencazelo eyibonile ngaphambili, kodwa iyicele ukuthi iklame i-algorithm entsha yenkinga engakaze ibonwe noma ihumushe isidingo esingacacile, futhi cishe izoshabalala. Njengoba omunye umbukeli esho, i-AI namuhla “ayinawo amakhono okucabanga okudala nokubucayi alethwa abathuthukisi abangabantu.” ( Ingabe i-AI Izothatha Indawo Yabathuthukisi ngo-2025: Ukubuka Okuzayo ) Abantu bayazigqaja ekucabangeni ngaphandle kwebhokisi - ukuhlanganisa ulwazi lwesizinda, umuzwa, kanye nobuciko ukuklama izakhiwo zesofthiwe noma ukuxazulula izinkinga eziyinkimbinkimbi. I-AI, ngokuphambene nalokho, inqunyelwe kumaphethini ewafundile; uma inkinga ingahambisani kahle nalawo maphethini, i-AI ingakhiqiza ikhodi engalungile noma engenangqondo (ngokuvamile ngokuzethemba!). Ukusungula izinto ezintsha kusofthiwe – ukuza nezici ezintsha, okuhlangenwe nakho okusha komsebenzisi, noma izindlela ezintsha zobuchwepheshe – kusalokhu kungumsebenzi oqhutshwa ngabantu.

• Ukuqonda Okujulile Nokukhulu: Ukwakha isofthiwe akukhona nje ukubhala imigqa yekhodi. Kuhilela ukuqonda ukuthi kungani ikhodi ingemuva - izidingo zebhizinisi, izidingo zomsebenzisi, kanye nomongo lapho isofthiwe isebenza khona. I-AI inefasitela elincane kakhulu lomongo (ngokuvamile ikhawulelwe kokufakwayo okunikezwayo ngesikhathi). Ayiqondi ngempela injongo ebanzi yesistimu noma ukuthi imojula eyodwa isebenzisana kanjani nenye ngale kwalokho okusobala kukhodi. Ngenxa yalokho, i-AI ingase ikhiqize ikhodi esebenza ngokobuchwepheshe emsebenzini omncane kodwa engahambisani kahle nokwakhiwa kwesistimu enkulu noma ephula imfuneko ethile engacacile. Abathuthukisi abangabantu bayadingeka ukuqinisekisa ukuthi isofthiwe ihambisana nemigomo yebhizinisi kanye nokulindelwe komsebenzisi. Ukwakhiwa kwezinhlelo eziyinkimbinkimbi - ukuqonda ukuthi ushintsho engxenyeni eyodwa lungathinta kanjani ezinye, ukuthi ungalinganisa kanjani ukuhwebelana (njengokusebenza vs. ukufundeka), nokuthi ungahlela kanjani ukuvela kwesikhathi eside kwe-codebase - kuyinto i-AI engenakuyenza namuhla. Kumaphrojekthi amakhulu anezinkulungwane zezingxenye, i-AI "ibona izihlahla kodwa hhayi ihlathi." Njengoba kuphawuliwe kolunye uhlaziyo, “i-AI iyahluleka ukuqonda umongo ogcwele kanye nobunzima bamaphrojekthi amakhulu esofthiwe,” okuhlanganisa nezidingo zebhizinisi kanye nokucatshangelwa kolwazi lomsebenzisi ( Ingabe i-AI izothatha indawo yabathuthukisi ngo-2025: Ukubuka Okuzayo Ngeso Lengqondo ). Abantu balondoloza umbono wesithombe esikhulu.

• Isixazululo Sokuqonda Okujwayelekile Nokungacaci: Izidingo kumaphrojekthi angempela zivame ukungacaci noma ziyashintshashintsha. Unjiniyela ongumuntu angafuna ukucaciswa, enze izibikezelo ezinengqondo, noma aphikise izicelo ezingenangqondo. I-AI ayinayo ingqondo evamile noma ikhono lokubuza imibuzo ecacisayo (ngaphandle kokuthi iqondiswe ngokusobala ku-prompt, futhi noma kunjalo ayinaso isiqinisekiso sokuyithola kahle). Yingakho ikhodi ekhiqizwe yi-AI ngezinye izikhathi ingaba yilungile ngobuchwepheshe kodwa isebenze kabi - ayinaso isahlulelo sokwazi ukuthi umsebenzisi wayehloseni ngempela uma imiyalelo ingacacile. Ngokuphambene nalokho, umhleli wezinhlelo ongumuntu angachaza isicelo sezinga eliphezulu ("yenza le-UI ibe nengqondo kakhulu" noma "uhlelo lokusebenza kufanele luphathe okokufaka okungajwayelekile ngomusa") futhi athole ukuthi yini okudingeka yenziwe kukhodi. I-AI ingadinga imininingwane enemininingwane kakhulu, engacacile ukuze ithathe indawo yonjiniyela ngempela, futhi ngisho nokubhala imininingwane enjalo ngempumelelo kunzima njengokubhala ikhodi ngokwayo. Njengoba isihloko se-Forbes Tech Council siphawulile kahle, ukuze i-AI ithathe indawo yonjiniyela, kuzodingeka iqonde imiyalelo engacacile futhi ivumelane nomuntu - izinga lokucabanga i-AI yamanje ayinayo ( Iposi likaSergii Kuzin - LinkedIn ).

• Ukuthembeka kanye "nokungaqondi kahle": Amamodeli e-AI anamuhla akhiqizayo anephutha elaziwayo: angakhiqiza imiphumela engalungile noma eyenziwe ngokuphelele, into evame ukubizwa ngokuthi i-hallucination . Ekubhaleni ikhodi, lokhu kungasho ukuthi i-AI ibhala ikhodi ebonakala inengqondo kodwa inephutha noma ingavikelekile ngokunengqondo. Abathuthukisi abakwazi ukuthemba ngokungaqondile iziphakamiso ze-AI. Empeleni, yonke ingxenye yekhodi ebhalwe nge-AI idinga ukubuyekezwa ngokucophelela nokuhlolwa ngumuntu . Idatha yocwaningo lwe-Stack Overflow ikhombisa lokhu - kulabo abasebenzisa amathuluzi e-AI, yi- 3% kuphela abathembela kakhulu ekunembileni komkhiqizo we-AI, futhi empeleni iphesenti elincane alithembi ( 70% yabathuthukisi basebenzisa amathuluzi okubhala ikhodi ye-AI, 3% bathembela kakhulu ekunembileni kwawo - ShiftMag ). Iningi elikhulu labathuthukisi liphatha iziphakamiso ze-AI njengezeluleko eziwusizo, hhayi ivangeli. Lokhu kuthembana okuphansi kuyadingeka ngoba i-AI ingenza amaphutha angavamile okungekho muntu onekhono angakwenza (njengamaphutha angaphandle kweyodwa, ukusebenzisa imisebenzi engasebenzi kahle, noma ukukhiqiza izixazululo ezingasebenzi kahle) ngoba ayicabangi ngempela ngenkinga. Njengoba enye i-forum iphawulile ngokudabukisayo, “Bona (ama-AI) bacabanga izinto ezingajwayelekile futhi benze izinqumo zokuklama ezingavamile umuntu angasoze azenze” ( Ingabe abahleli bezinhlelo bazophelelwa yisikhathi ngenxa ye-AI? - Iseluleko Somsebenzi ). Ukungaqapheli komuntu kubalulekile ukuze kubanjwe la maphutha. I-AI ingase ikutholele u-90% wesici ngokushesha, kodwa uma u-10% osele enephutha elincane, kusalokhu kuwela kunjiniyela womuntu ukuyixilonga nokuyilungisa. Futhi uma kukhona okungahambi kahle ekukhiqizeni, onjiniyela abangabantu okumele balungise amaphutha - i-AI ayikwazi ukuthatha umthwalo wamaphutha ayo okwamanje.

• Ukugcina Nokuguquguqula Amakhodi: Amaphrojekthi esofthiwe ahlala futhi akhula eminyakeni eminingi. Adinga isitayela esivumelanayo, ukucaca kwabanakekeli besikhathi esizayo, kanye nezibuyekezo njengoba izidingo zishintsha. I-AI namuhla ayinayo inkumbulo yezinqumo ezedlule (ngaphandle kweziphakamiso ezilinganiselwe), ngakho-ke ingase ingagcini ikhodi ihambisana kuyo yonke iphrojekthi enkulu ngaphandle kokuthi iqondiswe. Abathuthukisi babantu baqinisekisa ukugcinwa kwekhodi - ukubhala amadokhumenti acacile, ukukhetha izixazululo ezifundekayo kunezihlakaniphile kodwa ezifihliwe, kanye nokushintsha ikhodi njengoba kudingeka lapho ukwakheka kuguquka. I-AI ingasiza kule misebenzi (njengokuphakamisa ukuhlelwa kabusha), kodwa ukunquma ukuthi yini okufanele ilungiswe kabusha noma ukuthi yiziphi izingxenye zesistimu ezidinga ukwakhiwa kabusha kuyisinqumo somuntu. Ngaphezu kwalokho, lapho kuhlanganiswa izingxenye, ukuqonda umthelela wesici esisha kumamojula akhona (ukuqinisekisa ukuhambisana emuva, njll.) kuyinto abantu abayisingathayo. Ikhodi ekhiqizwe yi-AI kumele ihlanganiswe futhi ivumelaniswe ngabantu. Njengokuhlola, abanye abathuthukisi bazame ukuvumela i-ChatGPT ukuthi yakhe izinhlelo zokusebenza ezincane eziphelele; umphumela uvame ukusebenza ekuqaleni kodwa kuba nzima kakhulu ukuyilondoloza noma ukuyinweba ngoba i-AI ayisebenzisi njalo ukwakheka okucatshangelwe kahle - yenza izinqumo zendawo ezingagwenywa umakhi ongumuntu.

• Ukucatshangelwa Kokuziphatha Nokuphepha: Njengoba i-AI ibhala ikhodi eyengeziwe, iphakamisa nemibuzo yokubandlulula, ukuphepha, kanye nokuziphatha. I-AI ingase ingenise ngokungaqondile ubuthakathaka bokuphepha (isibonelo, ukungahlanzi kahle okokufaka, noma ukusebenzisa imikhuba ye-cryptographic engavikelekile) okungatholwa ngumthuthukisi womuntu onolwazi. Futhi, i-AI ayinawo umuzwa ongokwemvelo wokuziphatha noma ukukhathazeka ngobulungisa - ingase, isibonelo, iqeqeshe idatha enobandlululo futhi iphakamise ama-algorithms ahlukanisa ngokungaqondile (esicini esiqhutshwa yi-AI njengekhodi yokuvunyelwa kwemali mboleko noma i-algorithm yokuqasha). Abathuthukisi abangabantu bayadingeka ukuhlola imiphumela ye-AI yalezi zinkinga, baqinisekise ukuhambisana nemithetho, futhi bagcwalise isofthiwe ngokucabangela ukuziphatha. Isici sezenhlalo sesofthiwe - ukuqonda ukwethenjwa komsebenzisi, ukukhathazeka kobumfihlo, kanye nokwenza izinqumo zokuklama ezihambisana nezindinganiso zabantu - "akunakwa. Lezi zici zentuthuko ezigxile kubantu azifinyeleleki ku-AI, okungenani esikhathini esizayo esibonakalayo." ( Ingabe i-AI Izothatha Indawo Yabathuthukisi ngo-2025: Ukubuka Okuzayo ) Abathuthukisi kumele basebenze njengesango lonembeza nekhwalithi yeminikelo ye-AI.

Ngenxa yale mikhawulo, ukuvumelana kwamanje ukuthi i-AI iyithuluzi, hhayi into yokufaka esikhundleni . Njengoba uSatya Nadella eshilo, kumayelana nokunika amandla onjiniyela, hhayi ukubafaka esikhundleni ( Ingabe i-AI izofaka esikhundleni sabaHleli? Iqiniso Elingemuva Kwe-Hype | ngu-PyCoach | I-Artificial Corner | Mar, 2025 | Medium ). I-AI ingacatshangwa njengomsizi omncane: iyashesha, ayikhathali, futhi ingathatha i-pass yokuqala emisebenzini eminingi, kodwa idinga isiqondiso nobuchwepheshe bonjiniyela abaphezulu ukuze ikhiqize umkhiqizo wokugcina ophucukile. Kuyasho ukuthi ngisho nezinhlelo zokufaka amakhodi ze-AI ezithuthuke kakhulu zisetshenziswa njengabasizi ekusetshenzisweni kwangempela (i-Copilot, i-CodeWhisperer, njll.) hhayi njengabafaki bekhodi abazimele. Izinkampani azixoshi amaqembu azo okuhlela futhi zivumele i-AI isebenze ngendlela exakile; kunalokho, zifaka i-AI emisebenzini yabathuthukisi ukuze zibasize.

Esinye isisho esichazayo sivela kuSam Altman we-OpenAI, owaphawula ukuthi ngisho noma ama-AI agents ethuthuka, “la ma-AI agents ngeke athathe indawo yabantu ngokuphelele” ekuthuthukisweni kwesofthiwe ( uSam Altman uthi ama-AI agents azokwenza imisebenzi eyenziwa onjiniyela besofthiwe maduze nje: Indaba ephelele ngamaphuzu angu-5 - India Today ). Azosebenza “njengabasebenzi abangochwepheshe” abaphatha imisebenzi echazwe kahle yonjiniyela babantu, ikakhulukazi leyo misebenzi ejwayelekile yonjiniyela wesofthiwe osezingeni eliphansi onesipiliyoni seminyaka embalwa. Ngamanye amazwi, i-AI ingase ekugcineni yenze umsebenzi wonjiniyela osemncane kwezinye izindawo, kodwa lowo mthuthukisi osemncane akaphelelwa umsebenzi – aguquka abe yindima yokuqondisa i-AI nokubhekana nemisebenzi esezingeni eliphezulu i-AI engenakuyenza. Ngisho nokubheka ikusasa, lapho abanye abacwaningi bebikezela ukuthi ngo-2040 i-AI ingabhala iningi lekhodi yayo ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umthelela We-AI [2024] ), ngokuvamile kuvunyelwene ukuthi abahleli bezinhlelo zabantu basazodingeka ukuze baqondise, baqondise, futhi banikeze inhlansi yokudala kanye nokucabanga okubucayi okungekho imishini .

Kubalulekile futhi ukuqaphela ukuthi ukuthuthukiswa kwesofthiwe kungaphezu nje kokubhala ikhodi . Kuhilela ukuxhumana nababambiqhaza, ukuqonda izindaba zabasebenzisi, ukubambisana emaqenjini, kanye nokuklama okuphindaphindiwe - zonke izindawo lapho amakhono abantu ebaluleke kakhulu khona. I-AI ayikwazi ukuhlala emhlanganweni neklayenti ukuze iveze lokho ekufunayo ngempela, futhi ayikwazi ukuxoxisana ngezinto eziza kuqala noma ikhuthaze iqembu elinombono womkhiqizo. Isici somuntu sihlala sibalulekile.

Ngamafuphi, i-AI inobuthakathaka obubalulekile: ayikho ikhono lokudala langempela, ukuqonda okulinganiselwe komongo, ukuthambekela kwamaphutha, akukho ukuzibophezela, futhi ayiqondi imiphumela ebanzi yezinqumo zesofthiwe. Lezi zikhala yilapho abathuthukisi abangabantu bekhanya khona. Esikhundleni sokubuka i-AI njengosongo, kungaba nembile kakhulu ukuyibuka njenge- amplifier enamandla kubathuthukisi abangabantu - ukusingatha izinto ezivamile ukuze abantu bakwazi ukugxila ezintweni ezijulile. Isigaba esilandelayo sizoxoxa ngendlela abathuthukisi abangayisebenzisa ngayo le ntuthuko ngokushintsha amakhono abo nezindima zabo ukuze bahlale befanelekile futhi bewusizo ezweni lentuthuko elikhuliswe yi-AI.

Ukuzivumelanisa Nezimo Nokuchuma Esikhathini Se-AI

Kwabahleli bezinhlelo nabathuthukisi, ukwanda kwe-AI ekubhaleni amakhodi akudingeki kube usongo olukhulu - kungaba yithuba. Isihluthulelo ukuzivumelanisa nezimo nokuthuthuka kanye nobuchwepheshe. Labo abafunda ukusebenzisa i-AI cishe bazozithola kakhulu futhi befunwa kakhulu, kuyilapho labo abangayinaki bangase bathole ukuthi basalele emuva. Kulesi sigaba, sigxila ezinyathelweni ezisebenzayo namasu onjiniyela ukuze bahlale befanelekile futhi bechuma njengoba amathuluzi e-AI eba yingxenye yentuthuko yansuku zonke. Umqondo okufanele uwuthathe ungowokufunda okuqhubekayo kanye nokubambisana ne-AI, kunokuba kube ukuncintisana. Nansi indlela abathuthukisi abangalungisa ngayo nokuthi yimaphi amakhono amasha kanye nezindima okufanele bazicabangele:

1. Yamukela i-AI njengeThuluzi (Funda Ukusebenzisa Abasizi Bokubhala Ikhodi ye-AI Ngokuphumelelayo): Okokuqala nokubaluleke kakhulu, abathuthukisi kufanele bazizwe bekhululekile ngamathuluzi e-AI atholakalayo. Phatha i-Copilot, i-ChatGPT, noma amanye ama-AI okubhala ikhodi njengomlingani wakho omusha wokuhlela. Lokhu kusho ukufunda indlela yokubhala izikhuthazo noma amazwana amahle ukuze uthole iziphakamiso zekhodi eziwusizo, kanye nokwazi ukuthi ungayiqinisekisa kanjani ngokushesha noma uyilungise kanjani ikhodi ekhiqizwe yi-AI. Njengoba nje unjiniyela kwadingeka afunde ukulawula kwakhe i-IDE noma inguqulo, ukufunda izici zomsizi we-AI sekuba yingxenye yamakhono. Isibonelo, unjiniyela angazijwayeza ngokuthatha ingxenye yekhodi ayibhalile bese ecela i-AI ukuthi iyithuthukise, bese ehlaziya izinguquko. Noma, lapho uqala umsebenzi, uwuchaze kumazwana bese ubona ukuthi i-AI inikeza ini, bese uyilungisa kusukela lapho. Ngokuhamba kwesikhathi, uzothuthukisa umuzwa walokho i-AI ekwazi ukukwenza kahle nokuthi ungadala kanjani ngokubambisana nayo. Cabanga ngakho njengokuthi "ukuthuthukiswa okusizwa yi-AI" - ikhono elisha ongalifaka ebhokisini lakho lamathuluzi. Ngempela, abathuthukisi manje bakhuluma "ngobunjiniyela obusheshayo" njengekhono - ukwazi ukubuza i-AI imibuzo efanele. Labo abanekhono lobuchwepheshe bangathola imiphumela engcono kakhulu ngamathuluzi afanayo. Khumbula, “abathuthukisi abasebenzisa i-AI bangase bathathe indawo yalabo abangasebenzisi i-AI” – ngakho-ke yamukela ubuchwepheshe futhi ubenze umngane wakho.

2. Gxila Emakhono Asezingeni Eliphezulu (Ukuxazulula Izinkinga, Ukwakhiwa Kwesistimu, Ukwakhiwa Kwezakhiwo): Njengoba i-AI ingaphatha ikhodi esezingeni eliphansi, abathuthukisi kufanele bakhuphukele ezingeni lokucashunwa . Lokhu kusho ukugcizelela kakhulu ekuqondeni ukwakheka kwesistimu kanye nokwakhiwa kwayo. Hlakulela amakhono ekuhlukaniseni izinkinga eziyinkimbinkimbi, ukuklama izinhlelo ezingandiswa, nokwenza izinqumo zokwakha - izindawo lapho ukuqonda komuntu kubalulekile khona. Gxila ekutheni kungani futhi kanjani kwesisombululo, hhayi nje ukuthi yini. Isibonelo, kunokuba uchithe sonke isikhathi sakho uphelelisa umsebenzi wokuhlunga (lapho i-AI ingakubhalela eyodwa), chitha isikhathi uqonda ukuthi iyiphi indlela yokuhlunga efanele umongo wohlelo lwakho lokusebenza nokuthi ingena kanjani ekuhambeni kwedatha kohlelo lwakho. Ukucabanga ngokuklama - ucabangela izidingo zomsebenzisi, ukuhamba kwedatha, kanye nokusebenzisana kwezingxenye - kuzokwaziswa kakhulu. I-AI ingakhiqiza ikhodi, kodwa ngunjiniyela onquma isakhiwo sonke sesofthiwe futhi aqinisekise ukuthi zonke izingxenye zisebenza ngokuvumelana. Ngokulola ukucabanga kwakho okukhulu, uzenza umuntu obalulekile njengomuntu oqondisa i-AI (kanye nalo lonke iqembu) ekwakheni into efanele. Njengoba omunye umbiko obheke ikusasa uphawula, abathuthukisi kufanele “bagxile ezindaweni lapho ukuqonda komuntu kungenakushintshwa khona, njengokuxazulula izinkinga, ukucabanga ngokuklama, nokuqonda izidingo zabasebenzisi.” ( Ingabe i-AI izothatha indawo yabathuthukisi ngo-2025: Ukubuka Okuzayo )

3. Thuthukisa Ulwazi Lwakho lwe-AI kanye ne-ML: Ukuze usebenze kanye ne-AI, kuyasiza ukuqonda i-AI . Abathuthukisi akudingeki bonke babe abacwaningi bokufunda komshini, kodwa ukuqonda kahle ukuthi la mamodeli asebenza kanjani kuzoba wusizo. Funda izisekelo zokufunda komshini kanye nokufunda okujulile - lokhu ngeke nje kuvule izindlela ezintsha zomsebenzi (njengoba imisebenzi ehlobene ne-AI ichuma ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umthelela we-AI [2024] )), kodwa futhi kuzokusiza ukuthi usebenzise amathuluzi e-AI ngempumelelo kakhulu. Uma wazi, isibonelo, ukulinganiselwa kwemodeli yolimi enkulu nokuthi yaqeqeshwa kanjani, ungabikezela ukuthi ingase yehluleke nini futhi uklame izeluleko zakho noma izivivinyo ngokufanele. Ngaphezu kwalokho, imikhiqizo eminingi yesofthiwe manje ifaka izici ze-AI (isibonelo, uhlelo lokusebenza olunenjini yokuncoma noma i-chatbot). Unjiniyela wesofthiwe onolwazi oluthile lwe-ML angafaka isandla kulezo zici noma okungenani abambisane ngobuhlakani nososayensi bedatha. Izindawo ezibalulekile okufanele uzicabangele ekufundeni zifaka: izisekelo zesayensi yedatha , indlela yokucubungula idatha kusengaphambili, ukuqeqeshwa vs. ukuphetha, kanye nokuziphatha kwe-AI. Zijwayeze nezinhlaka ze-AI (i-TensorFlow, i-PyTorch) kanye nezinsizakalo ze-AI zamafu; noma ngabe ungakhi amamodeli kusukela ekuqaleni, ukwazi ukuthi ungahlanganisa kanjani i-AI API kuhlelo lokusebenza kuyikhono elibalulekile. Ngamafuphi, ukuba "nolwazi lwe-AI" kuba yinto ebalulekile ngokushesha njengokwazi ukufunda nokubhala kubuchwepheshe bewebhu noma bedathabheyisi. Abathuthukisi abangahambahamba emhlabeni wobunjiniyela besofthiwe bendabuko kanye ne-AI bazoba sesimweni esihle sokuhola amaphrojekthi esikhathi esizayo.

4. Thuthukisa Amakhono Aqinile Athambile kanye Nolwazi Lwesizinda: Njengoba i-AI ithatha imisebenzi yemishini, amakhono abantu ahlukile aba abaluleke kakhulu. Ukuxhumana, ukusebenza ngokubambisana, kanye nobuchwepheshe besizinda yizindawo okufanele ziphindwe kabili. Ukuthuthukiswa kwesofthiwe kuvame ukuqonda isizinda senkinga - kungaba yizezimali, ezempilo, imfundo, noma yimuphi omunye umkhakha - nokuhumusha lokho kube yizixazululo. I-AI ngeke ibe naleyo mongo noma ikhono lokuxhumana nabathintekayo, kodwa wena unayo. Ukuba nolwazi oluthe xaxa kusizinda osebenza kuso kukwenza ube umuntu okhethwayo wokuqinisekisa ukuthi isofthiwe ihlangabezana nezidingo zomhlaba wangempela. Ngokufanayo, gxila kumakhono akho okubambisana: ukuqeqesha, ubuholi, kanye nokuxhumanisa. Amaqembu asazodinga abathuthukisi abaphezulu ukuthi babuyekeze ikhodi (kufaka phakathi ikhodi ebhalwe yi-AI), ukuqeqesha abafundi abancane ngemikhuba emihle, kanye nokuxhumanisa amaphrojekthi ayinkimbinkimbi. I-AI ayisusi isidingo sokusebenzisana kwabantu kumaphrojekthi. Eqinisweni, ngokukhiqiza ikhodi ye-AI, ukuqeqesha konjiniyela abaphezulu kungase kushintshele ekufundiseni abafundi abancane ukuthi bangasebenza kanjani ne-AI futhi baqinisekise umphumela wayo , kunokuba babhale kanjani i-for-loop. Ukukwazi ukuqondisa abanye kule paradigm entsha kuyikhono elibalulekile. Futhi, prakthiza ukucabanga okujulile – buza imibuzo bese uhlola imiphumela ye-AI, futhi ukhuthaze nabanye ukuba benze okufanayo. Ukuhlakulela ukungabaza okunempilo kanye nesimo sengqondo sokuqinisekisa kuzovimbela ukuthembela okungaboni ku-AI futhi kunciphise amaphutha. Empeleni, thuthukisa amakhono i-AI engenawo: ukuqonda abantu kanye nomongo, ukuhlaziya okubucayi, kanye nokucabanga okuxubile.

5. Ukufunda Nokuzivumelanisa Nezimo Impilo Yonke: Ijubane lokushintsha ku-AI lishesha kakhulu. Okubonakala sengathi kuyinto esezingeni eliphezulu namuhla kungase kuphelelwe yisikhathi eminyakeni embalwa. Abathuthukisi kumele bamukele ukufunda impilo yonke kunanini ngaphambili. Lokhu kungasho ukuzama njalo abasizi abasha bokubhala amakhodi e-AI, ukuthatha izifundo eziku-inthanethi noma izitifiketi ku-AI/ML, ukufunda amabhulogi ocwaningo ukuze uhlale usesikhathini ngalokho okuzayo, noma ukuhlanganyela emiphakathini yabathuthukisi abagxile ku-AI. Ukuzivumelanisa nezimo kubalulekile - lungela ukushintshela kumathuluzi amasha kanye nemisebenzi njengoba evela. Isibonelo, uma kufika ithuluzi elisha le-AI elingenza ngokuzenzakalelayo ukwakheka kwe-UI kusuka emidwebweni, umthuthukisi ongaphambili kufanele alungele ukufunda nokufaka lokho, ashintshe ukugxila kwakhe mhlawumbe ekucwengisiseni i-UI ekhiqizwe noma ekuthuthukiseni imininingwane yokuhlangenwe nakho komsebenzisi okuzenzakalelayo okungayitholi. Labo abaphatha ukufunda njengengxenye eqhubekayo yomsebenzi wabo (okuyinto abathuthukisi abaningi asebeyenzile kakade) bazokuthola kulula ukuhlanganisa ukuthuthukiswa kwe-AI. Isu elilodwa ukunikezela ingxenye encane yesonto lakho ekufundeni nasekuzameni - kuphathe njengokutshala imali ekusaseni lakho. Izinkampani nazo ziqala ukunikeza abathuthukisi bazo ukuqeqeshwa kokusebenzisa amathuluzi e-AI ngempumelelo; ukusebenzisa amathuba anjalo kuzokubeka phambili. Abathuthukisi abazochuma yilabo ababona i-AI njengomlingani othuthukayo futhi baqhubeka nokuthuthukisa indlela yabo yokusebenza nalowo mlingani.

6. Hlola Izindima Ezivelayo Nezindlela Zomsebenzi: Njengoba i-AI ihlanganiswa ibe yintuthuko, amathuba amasha emisebenzi ayavela. Isibonelo, i-Prompt Engineer noma i-AI Integration Specialist yizindima ezigxile ekudaleni izikhuthazo ezifanele, imisebenzi yokusebenza, kanye nengqalasizinda yokusebenzisa i-AI emikhiqizweni. Esinye isibonelo yi -AI Ethics Ethics noma i-AI Auditor – izindima ezigxile ekubukezeni imiphumela ye-AI ukuze kutholakale ukucwasa, ukuthobela imithetho, kanye nokunemba. Uma unentshisekelo kulezo zindawo, ukuzibeka ngolwazi olufanele kungavula lezi zindlela ezintsha. Ngisho nangaphakathi kwezindima zakudala, ungathola izindawo ezifana nokuthi “umthuthukisi we-frontend osizwa yi-AI” vs “umthuthukisi we-backend osizwa yi-AI” lapho ngayinye isebenzisa amathuluzi akhethekile. Qaphela indlela izinhlangano ezihlela ngayo amaqembu azungeze i-AI. Ezinye izinkampani zine-“AI guilds” noma izikhungo zobuhle zokuqondisa ukwamukelwa kwe-AI kumaphrojekthi – ukusebenza emaqenjini anjalo kungakubeka phambili. Ngaphezu kwalokho, cabanga ngokufaka isandla ekuthuthukisweni kwamathuluzi e-AI ngokwawo: isibonelo, ukusebenza kumaphrojekthi omthombo ovulekile athuthukisa amathuluzi onjiniyela (mhlawumbe ukuthuthukisa ikhono le-AI lokuchaza ikhodi, njll.). Lokhu akugcini nje ngokujulisa ukuqonda kwakho ubuchwepheshe kodwa futhi kukubeka emphakathini ohola ushintsho. Iphuzu elibalulekile ukuthi ube ngumuntu ozimisele ngokusebenza kahle . Uma izingxenye zomsebenzi wakho wamanje ziba ngokuzenzakalelayo, lungela ukushintshela ezindimeni eziklama, eziqondisa, noma ezandisa lezo zingxenye ezizenzakalelayo.

7. Gcina Futhi Ubonise Ikhwalithi Yomuntu: Ezweni lapho i-AI ingakhiqiza ikhodi ejwayelekile yenkinga evamile, abathuthukisi babantu kufanele balwele ukukhiqiza ezihlukile nezinozwela engenakukwazi . Lokhu kungasho ukugxila ekuhlakanipheni kokuhlangenwe nakho komsebenzisi, ukulungiswa kokusebenza kwezimo ezingavamile, noma ukubhala ikhodi ehlanzekile futhi ebhalwe kahle (i-AI ayilungile ekubhaleni amadokhumenti anengqondo noma amazwana ekhodi aqondakalayo - ungangeza inani lapho!). Yenza iphuzu lokuhlanganisa ukuqonda komuntu emsebenzini: isibonelo, uma i-AI ikhiqiza ingxenye yekhodi, ungeza amazwana achaza isizathu ngendlela omunye umuntu angayiqonda kamuva, noma uyilungisa ukuze ifundeke kalula. Ngokwenza kanjalo, ungeza ungqimba lobuchwepheshe kanye nekhwalithi entulekayo umsebenzi owenziwe ngomshini kuphela. Ngokuhamba kwesikhathi, ukwakha idumela lesofthiwe yekhwalithi ephezulu "esebenza nje" ezweni langempela kuzokuhlukanisa. Amakhasimende nabaqashi bazokwazisa abathuthukisi abangahlanganisa ukusebenza kahle kwe-AI nobuciko bomuntu .

Ake sicabangele nokuthi izindlela zemfundo zingazivumelanisa kanjani. Abathuthukisi abasha abangena emkhakheni akufanele bagweme amathuluzi e-AI enkambisweni yabo yokufunda. Ngokuphambene nalokho, ukufunda nge -AI (isb., ukusebenzisa i-AI ukusiza ngomsebenzi wesikole noma amaphrojekthi, bese uhlaziya imiphumela) kungasheshisa ukuqonda kwabo. Kodwa-ke, kubalulekile ukufunda izisekelo ngokujulile - ama-algorithms, izakhiwo zedatha, kanye nemibono yokuhlela eyinhloko - ukuze ube nesisekelo esiqinile futhi ukwazi ukubona ukuthi i-AI iyaphambuka nini. Njengoba i-AI iphatha izivivinyo ezilula zokubhala ikhodi, izifundo zingase zibe nesisindo esikhulu kumaphrojekthi adinga ukwakheka nokuhlanganiswa. Uma ungumuntu omusha, gxila ekwakheni iphothifoliyo ekhombisa ikhono lakho lokuxazulula izinkinga eziyinkimbinkimbi nokusebenzisa i-AI njengenye yamathuluzi amaningi.

Ukuze uhlanganise isu lokuzivumelanisa nezimo: yiba umshayeli wendiza, hhayi umgibeli. Sebenzisa amathuluzi e-AI, kodwa ungathembeli kakhulu kuwo noma ungazethembi. Qhubeka ulungisa izici zomuntu ezihlukile zentuthuko. UGrady Booch, iphayona elihlonishwayo lobunjiniyela besofthiwe, ukusho kahle lokhu: “I-AI izoshintsha ngokuyisisekelo ukuthi kusho ukuthini ukuba umhleli wezinhlelo. Ngeke isuse abahleli bezinhlelo, kodwa izodinga ukuthi bathuthukise amakhono amasha futhi basebenze ngezindlela ezintsha.” ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umthelela We-AI [2024] ). Ngokuthuthukisa lawo makhono amasha nezindlela zokusebenza, abathuthukisi bangaqinisekisa ukuthi bahlala esihlalweni sokushayela emisebenzini yabo.

Ukufingqa lesi sigaba, nansi uhlu lokuhlola olusheshayo lwabathuthukisi abafuna ukuvikela imisebenzi yabo esikhathini esizayo esikhathini se-AI:

Ngokulandela lawa masu, abathuthukisi bangaguqula inguquko ye-AI ibe yinzuzo yabo. Labo abavumelana nezimo bazothola ukuthi i-AI ithuthukisa amakhono abo futhi ibavumele ukuthi bakhiqize isofthiwe engcono kunanini ngaphambili, kunokuba bayenze ingasebenzi.

Umbono Wesikhathi Esizayo: Ukubambisana Phakathi Kwe-AI Nonjiniyela

Liphetheni ikusasa ngokuhlela ezweni eliqhutshwa yi-AI? Ngokusekelwe ezindleleni zamanje, singalindela ikusasa lapho i-AI kanye nabathuthukisi abangabantu besebenza ngokubambisana kakhulu . Indima yomhleli cishe izoqhubeka nokushintshela esikhundleni sokuphatha nokudala, lapho i-AI isingatha khona "umthwalo osindayo" ngaphansi kwesiqondiso somuntu. Kulesi sigaba sokugcina, siveza ezinye izimo zesikhathi esizayo futhi siqinisekisa ukuthi umbono wabathuthukisi ungahlala umuhle - uma nje siqhubeka nokuzivumelanisa nezimo.

Esikhathini esizayo esiseduze (eminyakeni emi-5-10 ezayo), kungenzeka kakhulu ukuthi i-AI izoba yindawo yonke enqubweni yokuthuthukiswa njengamakhompyutha ngokwawo. Njengoba nje kungekho mthuthukisi namuhla obhala ikhodi ngaphandle komhleli noma ngaphandle kwe-Google/StackOverflow ezandleni zakhe, maduze akekho umthuthukisi ozobhala ikhodi ngaphandle kohlobo oluthile losizo lwe-AI olusebenza ngemuva. Izindawo Zokuthuthukiswa Ezihlanganisiwe (ama-IDE) sezivele zishintsha ukuze zifake izici ezisebenzisa i-AI emnyombweni wazo (isibonelo, abahleli bekhodi abangakuchazela ikhodi noma baphakamise izinguquko zekhodi yonke kuphrojekthi). Singase sifinyelele eqophelweni lapho umsebenzi oyinhloko womthuthukisi uwukwakha izinkinga nemikhawulo ngendlela i-AI engayiqonda, bese sihlela futhi sithuthukise izixazululo i-AI ezinikezayo . Lokhu kufana nohlobo oluphezulu lokuhlela, ngezinye izikhathi olubizwa ngokuthi “uhlelo olusheshayo” noma “ukuhlelwa kwe-AI.”

Kodwa-ke, ingqikithi yalokho okudingeka kwenziwe - ukuxazulula izinkinga zabantu - ayishintshi. I-AI yesikhathi esizayo ingase ikwazi ukukhiqiza uhlelo lokusebenza lonke kusukela encazelweni ("ngakhele uhlelo lokusebenza lweselula lokubhukha ama-aphoyintimenti kadokotela"), kodwa umsebenzi wokucacisa leyo ncazelo, ukuqinisekisa ukuthi ilungile, nokulungisa umphumela ukuze ujabulise abasebenzisi kuzobandakanya abathuthukisi (kanye nabaklami, abaphathi bemikhiqizo, njll.). Eqinisweni, uma ukwenziwa kohlelo lokusebenza oluyisisekelo kuba lula, ubuhlakani bomuntu kanye nokusungula izinto ezintsha kusofthiwe kuzoba kubaluleke kakhulu ukuhlukanisa imikhiqizo. Singase sibone ukuchuma kwesofthiwe, lapho izinhlelo zokusebenza eziningi ezijwayelekile zenziwa yi-AI, kuyilapho abathuthukisi abangabantu begxila kumaphrojekthi asezingeni eliphezulu, ayinkimbinkimbi, noma okudala adlula imingcele.

Kukhona futhi ithuba lokuthi isithiyo sokungenela izinhlelo sizoncishiswa - okusho ukuthi abantu abaningi abangebona onjiniyela besofthiwe bendabuko (ake sithi, umhlaziyi webhizinisi noma usosayensi noma umthengisi) bangakha isofthiwe besebenzisa amathuluzi e-AI (ukuqhubeka kwenhlangano ethi "akukho khodi/ikhodi ephansi" eqhutshwa yi-AI). Lokhu akususi isidingo sabathuthukisi abangochwepheshe; kunalokho, kuyayishintsha. Abathuthukisi bangase bathathe indima enkulu yokubonisana noma yokuqondisa ezimweni ezinjalo, baqinisekise ukuthi lezi zinhlelo zokusebenza ezithuthukiswe izakhamuzi ziphephile, zisebenza kahle, futhi ziyagcinwa. Abahleli bezinhlelo abangochwepheshe bangagxila ekwakheni amapulatifomu nama-API asetshenziswa "abangebona abahleli bezinhlelo" abasizwa yi-AI.

Ngokombono wemisebenzi, izindima ezithile zokuhlela zingase zinciphe ngenkathi ezinye zikhula. Isibonelo, ezinye izikhundla zokubhala ikhodi ezingeni lokuqala zingase zibe zincane uma izinkampani zithembele ku-AI ngemisebenzi elula. Umuntu angacabanga ngenkampani encane esanda kuqala esikhathini esizayo edinga mhlawumbe ingxenye yenani labathuthukisi abancane ngoba onjiniyela bayo abaphezulu, abahlonyiswe nge-AI, bangenza umsebenzi omningi oyisisekelo. Kodwa ngesikhathi esifanayo, kuzovela imisebenzi emisha ngokuphelele (njengoba sixoxile esigabeni sokuzivumelanisa nezimo). Ngaphezu kwalokho, njengoba isofthiwe ingena kakhulu emnothweni (ngesofthiwe ekhiqiza i-AI yezidingo ezikhethekile), isidingo semisebenzi ehlobene nesofthiwe singaqhubeka sikhula. Umlando ubonisa ukuthi ukuzenzekela kuvame ukuholela eminingi ngokuhamba kwesikhathi , yize kuyimisebenzi ehlukene - isibonelo, ukuzenzekela kwemisebenzi ethile yokukhiqiza kwaholela ekukhuleni kwemisebenzi yokuklama, ukugcina, nokuthuthukisa izinhlelo ezenzakalelayo. Uma kukhulunywa nge-AI kanye nokuhlela, ngenkathi eminye imisebenzi eyayivame ukwenziwa yi-developer encane izenzekela ngokuzenzakalela, ububanzi besofthiwe esifuna ukuyidala buyakhula (ngoba manje sekushibhile/kushesha ukuyidala), okungaholela kumaphrojekthi amaningi futhi ngaleyo ndlela kudingeke ukuqondiswa okwengeziwe kwabantu, ukuphathwa kwamaphrojekthi, ukwakheka kwezakhiwo, njll. Umbiko we-World Economic Forum ngemisebenzi yesikhathi esizayo uphakamise ukuthi izindima ekuthuthukisweni kwesofthiwe kanye ne-AI ziphakathi kwalezo ezikhulayo ngokufunwa, hhayi ukwehla, ngenxa yokuguqulwa kwedijithali.

Kufanele futhi sicabangele isibikezelo sika-2040 okukhulunywe ngaso ngaphambili: abacwaningi e-Oak Ridge National Lab basikisele ukuthi ngo-2040, “imishini… izobhala iningi lekhodi yayo” ( Ingabe Kukhona Ikusasa Labanjiniyela Besofthiwe? Umthelela We-AI [2024] ). Uma lokho kufakazela ukuthi kunembile, yini eseleyo kubahleli bezinhlelo abangabantu? Cishe, ukugxila kuzoba esiqondisweni esiphakeme kakhulu (ukutshela imishini lokho esifuna ikwenze ngezindlela eziningi) nasezindaweni ezihilela ukuhlanganiswa okuyinkimbinkimbi kwezinhlelo, ukuqonda kwengqondo yabantu, noma izizinda ezintsha zezinkinga. Ngisho nasesimweni esinjalo, abantu bangathatha izindima ezifana nabaklami bomkhiqizo, onjiniyela bezidingo, kanye nabaqeqeshi/abaqinisekisi be-AI . Ikhodi ingase izibhalele yona kakhulu, kodwa othile kufanele anqume ukuthi iyiphi ikhodi okufanele ibhalwe nokuthi kungani , bese eqinisekisa ukuthi umphumela wokugcina ulungile futhi uhambisana nemigomo. Kufana nendlela izimoto ezizishayelayo ezingase zizishayele ngayo ngolunye usuku, kodwa usatshela imoto ukuthi iye kuphi futhi ungenelele ezimweni eziyinkimbinkimbi - kanye nabantu baklama imigwaqo, imithetho yomgwaqo, kanye nayo yonke ingqalasizinda eyizungezile.

Ngakho-ke ochwepheshe abaningi bacabanga ngekusasa lokubambisana, hhayi ukushintshwa . Njengoba omunye umeluleki wezobuchwepheshe esho, "ikusasa lentuthuko akulona ukukhetha phakathi kwabantu noma i-AI kodwa ukubambisana okusebenzisa okuhle kakhulu kokubili." ( Ingabe i-AI Izothatha Indawo Yabathuthukisi ngo-2025: Ukubuka Okuzayo ) I-AI ngokungangabazeki izoguqula ukuthuthukiswa kwesofthiwe, kodwa iwukuvela kwendima yomthuthukisi kunokuba ukuphela. Abathuthukisi "abamukela izinguquko, bavumelanise amakhono abo, futhi bagxile ezicini zomuntu ezihlukile zomsebenzi wabo" bazothola ukuthi i-AI ithuthukisa amakhono abo kunokunciphisa inani labo.

Singadweba ukufana nomunye umkhakha: cabanga ngokukhuphuka komklamo osizwa yikhompyutha (CAD) kwezobunjiniyela kanye nokwakhiwa kwezakhiwo. Ingabe lawo mathuluzi athatha indawo yonjiniyela nabakhi bezakhiwo? Cha - abenza bakhiqiza kakhulu futhi abavumela ukuthi bakhe imiklamo eyinkimbinkimbi kakhulu. Kodwa ubuhlakani bomuntu kanye nokwenza izinqumo kwahlala kubalulekile. Ngokufanayo, i-AI ingabonakala njenge-Computer-Assisted Coding - izosiza ekubhekaneni nobunzima kanye nomsebenzi wokubhonga, kodwa unjiniyela uhlala engumqambi kanye nomenzi wezinqumo.

Esikhathini eside, uma sicabanga nge-AI ethuthuke ngempela (ake sithi, uhlobo oluthile lwe-AI ejwayelekile engenza okuningi kwalokho umuntu angakwenza ngomqondo), izinguquko zomphakathi nezomnotho ziyoba zibanzi kakhulu kunokuba nje zibe sezinhlelo. Asikafiki lapho, futhi sinokulawula okukhulu endleleni esihlanganisa ngayo i-AI emsebenzini wethu. Indlela ehlakaniphile ukuqhubeka nokuhlanganisa i-AI ngezindlela ezandisa amandla abantu . Lokho kusho ukutshala imali kumathuluzi nemikhuba (nezinqubomgomo) ezigcina abantu besesimweni esijwayelekile. Kakade, sibona izinkampani zisungula ukuphathwa kwe-AI - iziqondiso zendlela i-AI okufanele isetshenziswe ngayo ekuthuthukisweni ukuqinisekisa imiphumela yokuziphatha nephumelelayo ( Inhlolovo yembula umthelela we-AI kokuhlangenwe nakho konjiniyela - I-GitHub Blog ). Lo mkhuba cishe uzokhula, uqinisekise ukuthi ukuqondiswa kwabantu kuyingxenye esemthethweni yepayipi lokuthuthukiswa kwe-AI.

Ekuphetheni, umbuzo othi “Ingabe i-AI izothatha indawo yabahleli bezinhlelo?” ungaphendulwa: Cha – kodwa kuzoshintsha kakhulu lokho okwenziwa ngabahleli bezinhlelo. Izingxenye ezivamile zokuhlela zisendleleni yokuthi zizenzeke ngokuzenzakalela. Izingxenye zokudala, eziyinselele, nezigxile kubantu zizohlala zikhona, futhi empeleni zizogqama kakhulu. Ikusasa cishe lizobona abahleli bezinhlelo besebenza ndawonye nabasizi be-AI abahlakaniphe kakhulu, njengelungu leqembu. Cabanga ngokuba nozakwabo we-AI ongakwazi ukukhipha ikhodi amahora angama-24 ngosuku, izinsuku eziyi-7 ngesonto – kuyinzuzo enkulu ekukhiqizeni, kodwa kusadingeka umuntu ozoyitshela ukuthi yimiphi imisebenzi okufanele isebenze kuyo futhi ahlole umsebenzi wayo.

Imiphumela emihle kakhulu izotholakala yilabo abaphatha i-AI njengomhlanganyeli. Njengoba omunye u-CEO esho, “I-AI ngeke ithathe indawo yabahleli bezinhlelo, kodwa abahleli bezinhlelo abasebenzisa i-AI bazothatha indawo yalabo abangasebenzisi.” Ngokwendlela engokoqobo, lokhu kusho ukuthi umthwalo usekubathuthukisini ukuthi bathuthuke ngobuchwepheshe. Umsebenzi wokuhlela awufi – uyavumelana nezimo . Kuzoba nesofthiwe eningi okufanele yakhiwe kanye nezinkinga okufanele zixazululwe esikhathini esizayo esibonakalayo, mhlawumbe ngisho nangaphezulu kunanamuhla. Ngokuhlala ufundile, uhlale uguquguqukayo, futhi ugxile kulokho abantu abakwenzayo kangcono, abathuthukisi bangaqinisekisa umsebenzi ophumelelayo nowanelisayo ngokubambisana ne-AI .

Okokugcina, kufanelekile ukugubha iqiniso lokuthi singena enkathini lapho abathuthukisi benamandla amakhulu abawasebenzisayo. Isizukulwane esilandelayo sabahleli bezinhlelo sizofeza ngamahora lokho okwakuthatha izinsuku, futhi sibhekane nezinkinga ezazingafinyeleleki ngaphambili, ngokusebenzisa i-AI. Esikhundleni sokwesaba, umuzwa wokuqhubekela phambili ungaba nethemba kanye nelukuluku . Uma nje sisondela ku-AI sivule amehlo ethu - siqaphela ukulinganiselwa kwayo futhi siqaphela umthwalo wethu wemfanelo - singakha ikusasa lapho i-AI kanye nabahleli bezinhlelo ndawonye bakha izinhlelo zesofthiwe ezimangalisayo, okungaphezu kwalokho noma yikuphi okungakwenza bodwa. Ubuhlakani bomuntu obuhlanganiswe nokusebenza kahle komshini kuyinhlanganisela enamandla. Ekugcineni, akuphathelene nokufaka esikhundleni , kodwa mayelana nokusebenzisana. Indaba ye-AI kanye nabahleli bezinhlelo isabhalwa - futhi izobhalwa ngumuntu kanye nomshini, ndawonye.

Imithombo:

1. I-Brainhub, “Ingabe Likhona Ikusasa Lonjiniyela Besofthiwe? Umphumela We-AI [2024]” ( Ingabe Likhona Ikusasa Lonjiniyela Besofthiwe? Umphumela We-AI [2024] ).

2. IBrainhub, izingcaphuno zochwepheshe zikaSatya Nadella noJeff Dean nge-AI njengethuluzi, hhayi indawo ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umphumela We-AI [2024] ) ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umphumela We-AI [2024] ).

3. Okuphakathi (PyCoach), “Ingabe i-AI izothatha indawo yabaHleli? Iqiniso Elingemuva Kwe-Hype” , iphawula iqiniso elihlanganisiwe vs i-hype ( Ingabe i-AI izothatha indawo yabaHleli? Iqiniso Elingemuva Kwe-Hype | ngu-PyCoach | I-Artificial Corner | Mar, 2025 | Okuphakathi ) kanye nesisho sikaSam Altman sokuthi i-AI inekhono emisebenzini kodwa hhayi imisebenzi egcwele.

4. I-DesignGurus, “Ingabe i-AI Izothatha Indawo Yabathuthukisi… (2025)” , igcizelela ukuthi i-AI izokhulisa futhi iphakamise abathuthukisi kunokuba ibenze bangasebenzi ( Ingabe i-AI Izothatha Indawo Yabathuthukisi ngo-2025: Ukubuka Okuzayo ) futhi ibala izindawo lapho i-AI ibambezeleka khona (ukudala, umongo, ukuziphatha).

5. Ucwaningo Lonjiniyela be-Stack Overflow 2023, ukusetshenziswa kwamathuluzi e-AI ngo-70% wabathuthukisi, ukwethenjwa okuphansi kokunemba (3% ukwethenjwa okukhulu) ( 70% wabathuthukisi basebenzisa amathuluzi okubhala ikhodi ye-AI, 3% ukwethenjwa kakhulu kokunemba kwawo - ShiftMag ).

6. Ucwaningo lwe-GitHub lwango-2023, olubonisa ukuthi ama-92% abathuthukisi azame amathuluzi okubhala ikhodi ye-AI kanti ama-70% abona izinzuzo ( Ucwaningo lwembula umthelela we-AI kokuhlangenwe nakho konjiniyela - I-GitHub Blog ).

7. Ucwaningo lwe-GitHub Copilot, oluthola ukuqedwa komsebenzi okusheshayo okungu-55% ngosizo lwe-AI ( Ucwaningo: ukulinganisa umthelela we-GitHub Copilot ekukhiqizeni nasekujabuleni konjiniyela - I-GitHub Blog ).

8. I-GeekWire, ku-DeepMind's AlphaCode esebenza ezingeni elijwayelekile lomuntu obhala ikhodi (abaphezulu abangu-54%) kodwa hhayi njengabadlali abaphezulu ( i-DeepMind's AlphaCode ifana nekhono lomhleli ojwayelekile ).

9. I-IndiaToday (Feb 2025), isifinyezo sombono kaSam Altman "osebenza nabo" be-AI abenza imisebenzi yonjiniyela abancane kodwa "ngeke bathathe indawo yabantu ngokuphelele" ( USam Altman uthi ama-ejenti e-AI maduze nje azokwenza imisebenzi eyenziwa onjiniyela besofthiwe: Indaba ephelele ngamaphuzu ama-5 - India Today ).

10. I-McKinsey & Company, ilinganisela ukuthi cishe ama-80% emisebenzi yokuhlela izohlala igxile kubantu naphezu kokwenza izinto ngokuzenzakalela ( Ingabe Kukhona Ikusasa Lonjiniyela Besofthiwe? Umthelela We-AI [2024] ).

Izihloko ongase uthande ukuzifunda ngemva kwalesi:

🔗 Amathuluzi Okuhlela Amabili E-AI Ahamba Phambili
Hlola amathuluzi e-AI ahamba phambili angasebenzisana nawe njengomlingani wokubhala ikhodi ukuze uthuthukise ukuhamba komsebenzi wakho wokuthuthukisa.

🔗 Yikuphi i-AI engcono kakhulu ekubhaleni ikhodi - Abasizi Abaphezulu Bokubhala Ikhodi ye-AI
Umhlahlandlela wamathuluzi e-AI asebenza kahle kakhulu okwenza ikhodi, ukulungisa amaphutha, kanye nokusheshisa amaphrojekthi esofthiwe.

🔗 Ukuthuthukiswa Kwesofthiwe Yobuhlakani Bokwenziwa - Ukuguqula Ikusasa Lobuchwepheshe
Qonda ukuthi i-AI iguqula kanjani indlela isofthiwe eyakhiwe, evivinywa, futhi esetshenziswa ngayo.