- Izithunywa ze-Vibe zokubhala ikhodi zibhalela i-LLM futhi zigxile kumuntu enjongweni, ekubuyekezeni, nakwikhwalithi.
- Yisebenzise "ihlanzekile" kuma-prototypes kanye nendlela enesibopho yokukhiqiza nokukala.
- Izinzuzo: isivinini nokufinyeleleka; ubungozi: isikweletu sobuchwepheshe, ukuphepha, nokulahlekelwa ukulawula.

I-Vibe coding ingene kulwazimagama lobuchwepheshe njengendlela ehlukile yokwakha isofthiwe: ukuchaza lokho okufunayo ngamazwi nokuvumela umsizi we-AI ukuthi abhale ikhodi eyenza ibe ngokoqobo. Iyashesha, iyasebenza, futhi, uma isetshenziswa kahle, inganciphisa kakhulu igebe phakathi komqondo nohlelo lokusebenza olusebenzayo.
Lo mqondo wavela ekuqaleni kuka-2025, uholwa ngu-Andrej Karpathy, futhi uphakamisa ushintsho olufana nolwendlela: sisuka ekuthayipheni umugqa nomugqa siye ekuqondiseni umsebenzi we-AI ngezinhloso ezicacile , siqinisekisa futhi sicwengisisa imiphumela. Kwabanye, "ukuhlela ngaphandle kohlelo"; kwabanye, ukwengeza okunamandla ekusebenzeni kobungcweti bendabuko.
Iyini ngempela i-Vibe Coding?
Ngamafuphi, kuwumsebenzi lapho imodeli enkulu yolimi (i-LLM) ikhiqiza ikhodi evela emiyalweni yolimi lwemvelo. Usho okufunayo, bese uhlelo lwakha imisebenzi, izingxenye, noma izinsizakalo. Ukugxila akusekho ekwakhiweni kwe-syntax, kodwa ekuvezeni inhloso yobuchwepheshe neyebhizinisi.
Umqondo oyinhloko ukuthi “ulimi olusha lokuhlela oluthandwa kakhulu yisiNgisi” (noma yiluphi ulimi olusebenzisayo ukuxhumana). Lesi sisekelo, esathandwa yiKarpathy eminyakeni edlule, siqina sibe umkhuba lapho abaqondisi babantu kanye ne-AI behumusha inhloso ibe ukusetshenziswa . Kwezinye izimo, ukhuluma ngisho nomsizi ngezwi bese “ubona futhi ulungise njengoba uhamba.”
Kodwa-ke, kunomehluko omkhulu: ngesimo sayo esibi kakhulu, umsebenzisi angamukela izingcezu zekhodi ngaphandle kokuziqonda ngokugcwele . Lesi yisona sizathu esenza ochwepheshe abaningi batuse indlela enomthwalo wemfanelo kakhudlwana.
Empeleni, i-vibe coding izibonakalisa kukho konke kusukela kuma-prototypes alula kuya emikhiqizweni emincane yomuntu siqu, okubizwa ngokuthi "isofthiwe yomuntu oyedwa," lapho umgomo uwukuxazulula isidingo esithile ngokungqubuzana okuncane . Le ndawo ilungele ukuzama ngesivinini esigcwele.
Ukusuka kwisiqubulo ukuya ekusebenzeni: imvelaphi nencazelo
Igama elithi “vibe coding” laqala engxoxweni yomphakathi ekuqaleni kuka-2025. UKarpathy walichaza njengenqubo yokuxoxa lapho “ubheka, ukhuluma, uqalisa, futhi ukopisha/unamathisela” kuyilapho i-AI ibhala ingxenye enkulu yekhodi. Kuyincazelo evamile ebamba ushintsho: indima isuka ekusebenzeni iye ekuhleleni.
UKarpathy ngokwakhe wavuma ukulinganiselwa: kuneziphazamiso abasebenzisi abangaziboni kalula, ezidinga ukuba bazame ukushintshashintsha baze bathole ikhambi. Isinqumo sakhe sasicacile: "kumnandi kakhulu" futhi kuyasiza kumaphrojekthi empelasonto angahleliwe , uhlobo lapho isivinini sibaluleke kakhulu kunokuphelela.
Abezindaba bezobuchwepheshe baqala ukukubona ngokushesha, futhi abezindaba bebhizinisi bakubiza ngegama elidumile eSilicon Valley. Ngesikhathi esifanayo, amazwi emphakathini wezobuchwepheshe akhomba isidingo sokuqapha nokubuyekezwa kwabantu uma inhloso iwukudlulela ngale kwesigaba sokuqala.
Izindlela ezimbili zokuzijwayeza: “okumsulwa” uma kuqhathaniswa nokusizwa ngokwethembeka
Singahlukanisa izindlela ezimbili ezihambisanayo. Ngakolunye uhlangothi, kukhona i-vibe code "emsulwa": incike ku-AI ukuthi ibe nembambo futhi iqhubeke ngesivinini esigcwele, cishe "ikhohlwe ukuthi ikhodi ikhona." Lokhu kuyasiza ekucabangeni, ekuhloleni imiqondo, nasekususeni "amaphrojekthi angasetshenziswa" lapho into ebalulekile iwukuqinisekisa umbono ngokushesha okukhulu.
Ngakolunye uhlangothi lomkhakha kukhona ukuthuthukiswa okusizwa yi-AI okunesibopho. Lapha, i-AI isebenza "njengomhleli wezinhlelo ezimbili," ibhala okusalungiswa, iphakamisa ezinye izindlela, futhi yenza imisebenzi ephindaphindwayo ibe ngokuzenzakalelayo, kuyilapho ithimba labantu libuyekeza, lihlola, liqonda, futhi lithatha njengombhali wokugcina . Lena inguqulo ehambisana nezimo zobungcweti.
Umehluko ubalulekile. Njengoba umcwaningi uSimon Willison esho, uma i-AI ibhale yonke imigqa kodwa wena ubukeze, uhlole, futhi uqonde yonke into, awu "dlidlizi ikhodi"; usebenzisa i-AI njengomsizi wokubhala wezobuchwepheshe . Shintsha ithuluzi, hhayi umthwalo wemfanelo.
Zombili izindlela zinendima yazo. Isihluthulelo ukukhetha efanele umongo: ukuze kudalwe iphrothokholi, indlela enqamulelayo isebenza; ohlelweni olubucayi, udinga ukulawula, ukulandelelwa, kanye nemithetho yekhwalithi.
Izinzuzo ezizoheha noma ubani
Okukhanga kakhulu ukufinyeleleka kwayo. Ngokungazelelwe, umuntu ongenalo ulwazi oluningi angaletha umbono ekuphileni, aqalise iphrothokholi, futhi abone ukuthi usemzileni ofanele yini. Lokhu kulawulwa kwentando yeningi kungavula indlela yokusungula izinto ezintsha ngaphakathi kanye namaqembu amaningi azimele.
Inzuzo yesibili isikhathi. Uma ingxenye enkulu ye-boilerplate ibhalwe yi-AI, izikhathi zesikhathi ziyancishiswa, ikakhulukazi esigabeni sokuthola. Ngisho noma ukulungiswa kabusha noma ukulungiswa kabusha kuyadingeka kamuva, le ndlela emfushane ingasheshisa ukufunda nokuqinisekisa.
Kuphinde kukhuthaze ubuhlakani. Ukungakhathazeki nge-syntax noma ama-API kanye nemitapo yolwazi efana ne-jQuery kunciphisa ukungqubuzana kwezindlela zokuhlola, ukuqhathanisa ezinye izindlela, kanye nokwakha imidwebo esebenzayo ngehora elilodwa . Kuyinzuzo ecacile kuma-MVP.
Futhi noma unquma ukufaka ikhodi "ngempela," ungasebenzisa i-AI njalo ukukhiqiza ama-skeleton, ukufuduka phakathi kwezinhlaka , ukudala izivivinyo, noma idokhumenti. Uma iqondiswa kahle, iba yi -accelerator esebenza ngokuhlanganisa yonke imisebenzi yomjikelezo wokuphila wokuthuthukiswa.
Imikhawulo nezingozi okufanele zibe ku-radar yakho
Isithende esikhulu kunazo zonke sika-Achilles yikhwalithi nokuphepha kwekhodi ekhiqizwe. Ngaphandle kokubuyekezwa ngesandla nokuhlolwa okufanele, kulula ukuwela emaphutheni amancane, ukuncika okungazinzile, noma imikhuba engabazekayo. Abadlali abahlukahlukene embonini batusa ukuhlola ngokuhlelekile umkhiqizo we-AI ngaphambi kokuwusebenzisa ekukhiqizeni.
Enye ingozi "ibhokisi elimnyama." Uma wamukela ikhodi ongayiqondi, ukulungisa amaphutha nokuyigcina kuzoba nzima. Lapho uhlelo lukhula futhi okuthile kwehluleka, kuzozwakala sengathi "kulungisa amaphutha ebumnyameni." Lokhu kuntuleka kokuqonda ekugcineni kuholela esikweletini sobuchwepheshe kanye nezindleko zesikhathi esizayo.
Kukhona futhi nokuwohloka kwamakhono. Ukuthembela kakhulu ezicelweni ngaphandle kokubhala noma ukufunda ikhodi yangempela kunciphisa ikhono lakho lokuhlaziya ngokuhamba kwesikhathi. Umphumela uba yiqembu elishesha ekuqaleni kodwa elingazimele futhi elinembile kangako lapho libhekene nezinkinga eziyinkimbinkimbi.
Kumelwe futhi ucabangele ukuphatha kanye nokuthobela imithetho. Ngezinqumo ezisekelwe kumodeli, udinga izindlela zokuqinisekisa ukuthi umphumela uhambisana nezindinganiso zangaphakathi nezokulawula. Ngaphandle kwezindinganiso kanye nokulawulwa kwenguqulo , ukulandeleka kuyancishiswa futhi ukuhlolwa kuba nzima kakhulu.
Okokugcina, i-AI ayazi njalo ukuthi kungani kukhona okungahambi kahle. Ingaphakamisa ama-patches anciphisa uphawu, hhayi imbangela, futhi andise isikhathi se-phantom bug. Ngakho-ke, indlela yobungcweti isekelwe ekuqondiseni i-AI, ukuhlola okuqinile, kanye nokwenza izinqumo ezinolwazi.
Amathuluzi enza i-Vibe Coding ibe lula namuhla
Nakuba leli gama lisanda kushicilelwa, i-ecosystem isivele inikeza izinketho eziningana zokulisebenzisa, kusukela kubahleli abahlakaniphile kuya kumapulatifomu aphelele. Bonke babelana ngombono owodwa: ukunciphisa ibanga phakathi kwalokho okucabangayo nekhodi esebenza.
Phendula
I-Replit ivumela ukuthuthukiswa okusekelwe efwini ngezici ze-AI ezakhelwe ngaphakathi zokuqedela ngokuzenzakalela, ukuchaza, nokukhiqiza amabhlogo aphelele kusuka ezincazelweni. Ilungele ukwenza ama-prototyping okusheshayo kanye nokubambisana, igcizelela ukuphindaphinda ngokusetha okuncane kanye nemiphumela esheshayo.
Isiqalekisi
I-Cursor igxila kokuhlangenwe nakho okuncane kakhulu nge-AI ehlobene kakhulu nomongo wesitoreji. Iziphakamiso, ukwenziwa kabusha, kanye nokukhiqizwa kwamafayela okuphelele kuyafana endaweni ebeka phambili ukugeleza phakathi kokushesha, ikhodi, kanye nokubuka kuqala.
Claude
UClaude unekhono elikhulu ezingxoxweni ezinde, egcina umongo nesitayela, okuwusizo ekuchazeni imiklamo, ekubukezeni izici, noma ekuphakamiseni ukufuduka. Amandla akhe asekucabangeni nomsebenzisi ngezinguquko kanye nezinye izindlela , kunokubhala nje imigqa ehlukene.
I-GPT-4 isetshenziswe kukhodi
I-ChatGPT (GPT-4) ikhiqiza imisebenzi, izivivinyo, imibhalo, kanye nezikripthi uma kudingeka. Iyakwazi ukuguquguquka futhi ifinyeleleka kokubili kumaphrofayili obuchwepheshe nawebhizinisi, uma nje kukhona ukuqinisekiswa okucacile kanye nenqubo yokulawula imiphumela.
I-Google Firebase Studio
Ngokuhambisana nokusheshisa ukulethwa, kuneziphakamiso ezigxile ekusetshenzisweni kwezingxenye kanye nama-backend ngokunciphisa ukungqubuzana. Isithembiso siwukwenza kube lula ukudalwa kwezinhlelo zokusebenza nezinsizakalo ngamathuluzi ahlanganisiwe kanye nezeluleko ezichazwe kahle.
Amacala, amazwi, kanye nenkulumo-mpikiswano ezungezile
Intatheli uKevin Roose uzame izinhlelo zokusebenza ezincane ezikhiqizwe yi-AI ukuxazulula imisebenzi yomuntu siqu, azibiza ngokuthi “isofthiwe yomuntu oyedwa.” Isibonelo esihle kwakuyithuluzi elalibheka okuqukethwe esiqandisini sakhe ukuze lisikisele ukudla kwasemini. Isifundo sasicacile: le ndlela ivumela abangebona abahleli bezinhlelo ukuthi bakhe izinto eziwusizo, kodwa imiphumela ingaba mincane futhi ithambekele emaphutheni.
USimon Willison ushaye isipikili: uma uqonda, uhlola, futhi uqinisekisa ikhodi, khona-ke awukwenzi ikhodi "emsulwa"; usebenzisa i-AI njengomshayeli wendiza. Umehluko ubalulekile ekuhlukaniseni i-prototyping edlalwayo ekuthuthukisweni okunesibopho nokungaguquguquki.
Ngasohlangothini lwebhizinisi, i-Business Insider yathatha leli gama njengegama elisha elidumile eSilicon Valley, futhi abasheshisi abanjengo-Y Combinator baphawule ukuthi cishe ingxenye yesine yezinkampani zabo ezintsha zasebusika ngo-2025 zazinezisekelo zamakhodi ezinenqwaba ye-AI ekhiqizwayo . Kuwuphawu lokushintsha kwangempela emisebenzini yokusebenza.
Kukhona futhi ama-athikili abonisa ukungezwani: umsizi wenqaba "ukwenza umsebenzi womhleli wezinhlelo" lapho ecelwa ukuba avele akhiqize ikhambi eliphelele. Ngaphandle kwehlaya, lihlanganisa inkinga: ukubaluleka konjiniyela akusikho ekuthayipheni, kodwa ekucabangeni , ekunqumeni, nasekuthatheni umthwalo wemfanelo ngomphumela.
Umthelela emaqenjini ebhizinisi, okukhangisa, nama-hybrid
Kubaphathi bokumaketha noma bomkhiqizo, i-vibe coding ivula indlela emfushane yokusuka kumbono othile iye ku-demo esebenzayo ngaphandle kokuthembela ngokuphelele ku-IT. Lokhu kushintsha ijubane lokuhlolwa kobufakazi bomqondo futhi kuvumela ukuhlola imibono eminingi ngezindleko eziphansi kusengaphambili.
Ukufinyeleleka akusho ukuyeka ubunjiniyela; kusho ukubambisana. Amaphrofayili angewona awezobuchwepheshe angashayela ukuzenzekela, amadeshibhodi, noma amathuluzi angaphakathi, kuyilapho ithimba lochwepheshe libeka amazinga, libuyekeza ikhodi, futhi liqinisekisa ikhwalithi.
Lokhu kudala ukuhlukaniswa okunempilo kwezindima: ibhizinisi lichaza izidingo futhi liqinisekise inani, i-AI ikhiqiza ama-draft, futhi ithimba lobuchwepheshe liguqula lokho kube yisofthiwe eqinile, ephephile, nengagcinwa . Yileyo ndawo ephakathi esebenza kahle kakhulu.
Imikhuba engcono kakhulu yokusebenzisa i-AI ngaphandle kokulahlekelwa ukulawula
Ukwamukela isimo sokubhala ikhodi esihlakaniphile kudinga imithetho elula kodwa eqinile. Lezi yizincomo izinhlangano eziningi esezivele zisungula ukuze zifinyelele isivinini ngaphandle kokufaka izikweletu zobuchwepheshe noma ukuthatha izingozi. Umgomo uwukugcina umkhiqizo onemiphumela eqinisekisiwe.
- Chaza inhloso ngokuqondile: izinjongo, imikhawulo, izibonelo, kanye nemibandela yokwamukela ngaphambi kokucela ikhodi.
- Sebenzisa izindawo ezingazodwa kanye namagatsha athile kokuqukethwe okukhiqizwa yi-AI, nezicelo zokudonsa eziyisibopho nokubuyekezwa kwabantu.
- Ukuhlola okuzenzakalelayo (iyunithi, ukuhlanganiswa, nokuvikeleka) futhi kudinga ukuthi noma yiluphi ushintsho ludlule lonke uhlelo lokuhlola.
- Engeza ukubonakala: amalogi, amamethrikhi, nemikhondo ekuvumela ukuthi uqonde ukuziphatha futhi uhlole ngokushesha.
- Bhala izinqumo zezakhiwo kanye nokuncika; ukulandeleka kuyisihluthulelo socwaningomabhuku kanye nokuthobela imithetho.
- Gcina “ivayibhu yekhodi ehlanzekile” ukuze uthole ama-prototypes nokuhlola kwangaphakathi; ekukhiqizeni, beka phambili indlela yokusiza enomthwalo wemfanelo.
Ukuze uthole ukuqeqeshwa nokuthuthukiswa kwamakhono, kuyalulekwa ukuthi uqinise izisekelo zakho ekuhleleni izinhlelo, ekuhlolweni, ekuphepheni, kanye nasekwakheni izakhiwo. I-AI ikhulisa lokho osuvele ukwazi: uma isisekelo sakho siqinile, uzosebenza kahle kakhulu. Ukutshala imali ekufundeni okuhlelekile kanye nasekuzijwayezeni kwangempela kusabalulekile.
Uyadinga ukwazi ukuthi ungahlela kanjani uma i-AI isivele inezinhlelo?
Impendulo emfushane: yebo, futhi mhlawumbe kunanini ngaphambili. I-AI ibhala imigqa yekhodi, kodwa ayiqondi umongo webhizinisi, izidingo ezingasebenzi, noma ukuhwebelana phakathi kokusebenza, izindleko, kanye nokugcinwa. Yilapho ukwahlulela komuntu kwenza khona umehluko futhi kuvimbele izimanga.
Umthuthukisi omuhle namuhla uqondisa i-AI ngezeluleko eziqondile, ukhetha ubuchwepheshe kanye nezakhiwo, njenge- Python , uqinisekisa ukuphepha kanye nekhwalithi, kanye nezinhlelo zokuvela kohlelo. Akusekho nje "ikhodi yokubhala": kumayelana nokuphatha inqwaba yamathuluzi ahlakaniphile anobuchwepheshe bobuchwepheshe kanye nomthwalo wemfanelo.
Eqinisweni, izibonelo eziningana zomhlaba wangempela zibonisa ukuthi imodeli yokubambisana (yomuntu + i-AI) ikhiqiza imiphumela engcono esikhathini esimaphakathi kunokudlulisela abantu ngokungaboni. Uthola isivinini, yebo, kodwa futhi nokulawula , ukuqonda, kanye nokuqina.
Kuthiwani ngama-ejensi nokuqeqeshwa okukhethekile?
Izinkampani eziningi zikhetha ukuthembela emaqenjini ochwepheshe ahlanganisa isu ledijithali, ukumaketha, kanye nentuthuko esizwa yi-AI ukuguqula imibono ibe imikhiqizo. Lokhu kusekelwa kusheshisa isikhathi futhi kunciphisa izingozi ngoba kusetshenziswa izilinganiso, amazinga, kanye nezinqubo zokuqinisekisa ikhwalithi.
Ngesikhathi esifanayo, ukuqeqeshwa okuyisisekelo—kusukela kumaphethini kanye nokwakhiwa kwezakhiwo kuya ekuhlolweni nasekuphepheni—kuvumela abasebenzisi ukuthi basebenzise abasizi bekhodi ngaphandle kokulahlekelwa ubuchwepheshe. Izinhlelo zokubhekisela zisiza ukuguqula i-AI ibe yi-multiplier, hhayi i-crutch, ngokusebenzisa umkhuba wangempela kanye nokuqeqeshwa.
Ngale ndlela, i-AI ayithathi indawo yochwepheshe; iphinda ikhulise ukufinyelela kwabo. Ukubambisana okuphumelelayo yikho okuvumela inhlangano ukuthi yakhe izixazululo ezithembekile nezincintisanayo ngesikhathi esincane.
Umqondo ongemuva kokubhala ikhodi ye-vibe unamandla: cabanga kakhulu futhi wakhe ngokushesha, ngaphandle kokubhajwa endleleni yokwenza i-syntax. Uma siqonda ukulinganiselwa kwayo, sisebenzisa ukubuyekezwa okuqinile kwabantu, futhi sisebenzisa amathuluzi afana ne-Replit, Cursor, Claude, noma i-GPT-4 anezindinganiso ezicacile, sithola okungcono kakhulu kuzo zombili lezi zindawo: isivinini sokwenza i-prototyping kanye nesiyalo sokusetshenziswa kokukhiqiza . Ikusasa lentuthuko alikho mayelana nokuyeka ukuhlela, kodwa mayelana nokuqondisa i-AI ngenhloso yokwakha isofthiwe esebenza, egcina, futhi ephephile.