Isithombe ngombhali | I-chatgt
Kuwo wonke ama-buzzwords aqhamuke ekuqhumeni kwakamuva kubuhlakani bokufakelwa, “amakhodi e-vibe” angaba oqabulayo kakhulu, futhi onobunzima obukhulu kakhulu. I-AI LUMINT NUMERJ Karpathy, leli gama lithwebula kahle umuzwa wohlelo olusha lweparadigm: munye lapho onjiniyela bangavele baveze umbono, “i-vibe,” futhi i-AI ihumusha ngesoftware esebenzayo. Kuphakamisa ikusasa lapho ukuxabana phakathi komqondo nendalo kubukwa khona ngama-algorithms ahlakaniphile.
Leli yithemba elinamandla futhi elijabulisayo. Kwabasanda kufika, kufanekisela umgoqo ophansi ongakaze ube khona ukuze ungene. Kwabathuthukisi abanolwazi, kuthembisa ukusheshisa ngokuPrototyping kanye nokushintsha ikhodi ethambile ye-boilerplate. Kepha kusho ukuthini nqoba Le ndlela yokujiza? Uma i-vibe ikhona okudingayo, ingabe kukhona okusele ukuyazi kahle?
Iqiniso ngukuthi, ukubhala amakhodi we-vibe akwenzile ngokufunda ukubhala i-lazier iyakhuthaza. Esikhundleni salokho, imayelana nokuvela komamukeli nje ongezansi kwekhodi ekhiqizwe yi-AI yaba ngumqhubi onamakhono wentuthuko ye-AI-Powered. Kuluhambo kusuka ku- “vilung” ngokumane uhlanganyele ngokunamandla amakhulu, uma kwesinye isikhathi unephutha, umlingani.
Lesi siqondisi sichaza, ngezinyathelo eziyisikhombisa, yini edingekayo ukuguqula ukusetshenziswa kwakho kwe-vibe ukufaka amakhodi kusuka ku-Novelty enobuhlakani kumuntu ophakeme onobuhle.
Isinyathelo 1: Yamukela i- “VIBE” njengephuzu lokuqala
Ngaphambi kokuthi ukwazi kahle amakhodi we-vibe, kufanele wamgona kuqala. Isipiliyoni sokuqala, esiseduze semilingo sokubhala ngokushesha okusheshayo nokwamukela ucezu lwesoftware olusebenzayo (kufanele ube nenhlanhla enkulu emzameni wakho wokuqala) isisekelo salo mkhuba wonke. Ungayinciphisi noma uphuke esidlule lesi sinyathelo; Yisebenzise njengebhokisi lesihlabathi sokudala. Cabanga ngohlelo lokusebenza lwewebhu olulula, umbhalo wokubuka idatha, noma umbhalo we-Utility omfushane, futhi usheshe i-AI yakho yokukhetha ukuze uyikhele. Lesi sigaba sokuqala sibalulekile ukuqonda ukuqonda okungavuthiwe kanye nokulinganiselwa kwemvelo kwezobuchwepheshe.
Kulesi sinyathelo, inhloso yakho ukuthola umuzwa wokuthi yini okusebenzayo nokuthi yini engeyena. Uzothola ngokushesha lokho kukhuthaza okubanzi, okucacile njengokuthi “Yakhela indawo yokuxhumana nabantu” izokwehluleka ngobuhlakani. Kodwa-ke, i-Prompt equkethwe equkethwe “idala uhlelo lokusebenza lwe-Python Flask enekhasi elilodwa elinebhokisi lombhalo nenkinobho; lapho inkinobho ichofozwa, bonisa umbhalo kuzo zonke izindlela ezilandelayo. Lesi sigaba sokuhlola sikufundisa ubuciko bokuthi kungenzeka futhi kukusize ekwakheni umuzwa wesilinganiso nokucaciswa ukuthi amamodeli wanamuhla we-AI angaphatha ngempumelelo. Phatha lokhu njengesigaba sakho sokubonaka, indlela yokusuka zero to One ngejubane elingakaze libonwe.
Ungase futhi ufune ukubheka lokhu kubuka konke kwe-vibe ukufaka imininingwane eyedlule.
Isinyathelo 2: Hlakulela Ubunjiniyela Abasheshayo Njengesiyalo
Lapho usudlulile edlulile entsha yokuqala, isinyathelo esilandelayo esiya eMastery ukwelapha indalo esheshayo hhayi njenge- “vibe” evamile, kodwa njengesiyalo sobunjiniyela ngamabomu. Izinga lokuphuma kwakho (okungenani, ngokweqiniso) lilingana ngqo nekhwalithi yokufaka kwakho. I-Master of Eid Development Intuthuko iyayiqonda ukuthi ukushesha okwenziwe kahle kufana nephepha elinemininingwane enikezwe kumthuthukisi osemusha. Kudinga ukucaca, okucacisiwe, futhi okungathandeki.
Lokhu kusho ukuthutha ngaphezu kwemiyalo yesigwebo esisodwa. Qala ukwakheka okukhuthazayo ngezingxenye ezihlukile: Chaza inhloso, uchaze izidingo eziyinhloko, chaza ubuchwepheshe kanye nemitapo yolwazi okumele isetshenziswe, futhi inikeze izibonelo zokufaka kanye nokukhipha okufiselekayo. Isibonelo, esikhundleni 'sokubhala umsebenzi wokuhlanza idatha ehlanzekile,' i-surch eqondiswe ngokwengeziwe ezoba ngale ndlela elandelayo:
Bhala umsebenzi we-python usebenzisa umtapo wezincwadi wePandas obizwa ngokuthi `ehlanzekile_dataframe`. Kufanele yamukele i-dataframe njengokufaka. Umsebenzi kumele wenze izenzo ezilandelayo ngokulandelana:
1. Lahla noma yimiphi imigqa enezindinganiso ezingaphezu kwezimbili ezingekho.
2. Ngekholamu 'yobudala', gcwalisa noma yimaphi amanani asele alahlekile anenkathi ephakathi.
3. Ngekholomu 'yesigaba', gcwalisa noma yimaphi amanani alahlekile ngentambo 'engaziwa'.
4. Buyisela i-dataframe ehlanzekile.
Leli zinga lemininingwane liguqula i-AI kusuka ekuqaleni i-Guesser ibe yithuluzi eliqondisiwe.
Indlela yokuthola izidingo zokuchazwa kwamakhodi we-vibe usebenzisa imodeli yolimi ukusiza ukukhiqiza idokhumenti lezidingo zokukhiqiza (PRD). Le prd empeleni iyinguqulo eyenziwe eyenziwe yalokho okuphakanyiswe kuleyo esheshayo engenhla, futhi uma ujwayelene nobunjiniyela besoftware noma ukuphathwa komkhiqizo kungenzeka ukuthi usujwayele ukujwayela i-PRD.
Isinyathelo 3: Shift kusuka esizukulwaneni kuya engxoxweni
Iphutha elijwayelekile ukwelapha amakhodi we-vibe njengentengiso eyodwa, monolithic: ngokushesha okukodwa, ibhulokhi eyodwa yokugcina yekhodi. I-Mastery idinga ukuguqulwa okuyisisekelo kulo mqondo – kusuka esizukulwaneni kuya engxoxweni. Umlingani wakho wamakhodi we-AI akayona i-oracle; Ithuluzi elisebenzayo. Ukuhamba komsebenzi okusebenzayo kakhulu kuyabonakala futhi kuyanda, ukwephula inkinga enkulu kuchungechunge lwezinhlobonhlobo ezincane, ezilawulwa. Esikhundleni sokucela i-AI ukuthi yakha uhlelo lokusebenza lonke ngasikhathi sinye, liqondise ngenqubo.
Isibonelo, ungaqala ngokucela ukuthi ukhiqize iphrojekthi Scaffolding nesakhiwo sezinkomba. Okulandelayo, ukushukumisa ukubhala ikhodi ye-boilerplate yendawo yokungena eyinhloko. Ngemuva kwalokho, qhubekela phambili ukuze ukhiqize imisebenzi ngayinye, eyodwa ngasikhathi. Ngemuva kokuthi ikhiqize umsebenzi, cela ukuthi ibhale izivivinyo zeyunithi yalowo msebenzi othize. Le ndlela yokuxoxa ayiveli kuphela okungcono, ikhodi enembile eyengeziwe kodwa futhi yenza inqubo ilawuleke kakhulu. Ikuvumela ukuthi uhlole, uqinisekise, futhi ulungise ukuphuma kwe-AI esigabeni ngasinye, uqinisekise ukuthi iphrojekthi ihlala ilandelwa futhi iqondanise ngombono wakho.
Khumbula: Awufuni nje nje imodeli ukukhiqiza ikhodi yakho engokoqobo ibhokisi elimnyama. Uma wenza inqubo esebenzayo njengoba ichazwe ngenhla, uzoba nokuqonda okungcono kakhulu kweKhodi, ukuthi isebenza kanjani, futhi lapho kungalungile khona uma kukhona okungahambi kahle. Ukuntula lokhu kuqonda, yikuphi okuhle okune-chunk yekhodi ekhiqizwe yi-AI?
Isinyathelo 4: Ukuqinisekiswa kwe-Master nokuhlolwa okuqinile
Isinyathelo esisodwa esibucayi kakhulu sokuthola iziqu kusuka ku-amateur vive coder ku-Professional ukwamukela i-mantra: “Ungathembi, uqinisekise.” Ikhodi ekhiqizwe yi-AI, ikakhulukazi evela eVibe elula, idume ngokungemthetho kwizimbungulu ezicashile, ubungozi bokuphepha, kanye “nokuqonda” okunengqondo okubukeka kungalungile kodwa okuyisisekelo akulungile. Ukwamukela nokusebenza kwekhodi ngaphandle kokuqonda ngokuphelele nokuhlola kuyindlela yokupheka yesikweletu sobuchwepheshe nenhlekelele engaba khona.
I-Mastery kulo mongo isho indima yakho njengoba unjiniyela aguqukela kakhulu ekubhekeni kuchwepheshe wekhwalithi yokuqinisekisa. I-AI ingakhiqiza ikhodi ngesivinini esihle, kepha ungumgcini wesango wokugcina wekhwalithi. Lokhu kufaka okungaphezu kokusebenzisa nje ikhodi ukubona ukuthi iphonsa iphutha. Kusho ukufunda yonke imigqa ukuqonda umqondo wayo. Kusho ukubhala i-suite yakho ephelele yezivivinyo zeyunithi, izivivinyo zokuhlanganisa, nokuhlolwa kokuphela kokuphela ukuze kuqinisekiswe ukusebenza kwayo ngaphansi kwezimo ezahlukahlukene. Inani lakho alisekho nje kwikhodi yokubhala, kepha ekuqinisekiseni ukunemba, ukuphepha, kanye nokuqina kwekhodi i-AI ikhiqiza.
Ukusuka kuleli phuzu kuya phambili, uma usebenzisa ikhodi ekhiqizwe yi-AI namathuluzi anika amandla isizukulwane sawo, uphatha umthuthukisi oseJunior, noma iqembu lama-junior devs. Phatha yonke inqubo ye-vibe ye-vibe enjalo.
Isinyathelo 5: Funda “Ukukhuluma” Ikhodi Uyi-Vibe
Awukwazi ukuqinisekisa ngempumelelo lokho ongakuqondi. Ngenkathi amakhodi we-vibe evula umnyango wabangewona amahlelo, i-mastery yeqiniso idinga ukuthi ufunde ulimi i-AI luyakhuluma. Lokhu akusho ukuthi kufanele ukwazi ukubhala wonke ama-algorithm kusuka ekuqaleni, kepha kufanele uthuthukise amandla okufunda nokuqonda ikhodi ad akhiqizayo. Lokhu mhlawumbe ukuhamba okubaluleke kakhulu kusuka ekuchazeni okuvamile kwe-Vibe Coding.
Sebenzisa ukuphuma kwe-AI njengethuluzi lokufunda. Lapho kukhiqizwa ikhodi usebenzisa umtapo wezincwadi noma iphethini ye-syntax ongayazi, ungavele wamukele. Buza i-AI ukuthi ichaze leyo ngxenye ethile yekhodi. Bheka imibhalo yemisebenzi esetshenzisiwe. Le nqubo idala impendulo enamandla yempendulo: I-AI ikusiza ukukhiqiza ikhodi, futhi ikhodi ekhiqizayo kukusiza ukuba ube uhlelo olungcono. Ngokuhamba kwesikhathi, lokhu kuvala igebe phakathi kwenhloso yakho nokuqonda kwakho, okukuvumela ukuba wenze iphutha, ukunqatshelwa kanye nokwenza kahle ikhodi ekhiqizwayo ngokuzethemba. Futhi uzobe uthuthukisa amakhono akho okuxhumana ngephrojekthi yakho ye-vibe elandelayo.
Isinyathelo 6: Hlanganisa i-AI kuthuluzi lobuchwepheshe
Amakhodi we-Vibe esibonakalayo esibonakalayo se-web-based chat into eyodwa; Ukuthuthukiswa kwesoftware kochwepheshe kungenye. Ukukwazisa leli khono kusho ukuhlanganisa usizo lwe-AI ngomthungo kuthuluzi lakho elikhona, elinamandla. Ukuthuthuka kwanamuhla kuncike ekutheni amathuluzi okulawulwa kwenguqulo, ukuphathwa kokuncika, ukuqunjelwa, kanye nokuhlanganiswa okuqhubekayo. Ukuhamba komsebenzi okusizwa okusebenzayo kufanele kuphele, hhayi ukudlula, lezi zinhlelo. Eqinisweni, amanye ala mathuluzi manje abaluleke kakhulu kunangaphambili.
Lokhu kusho ukusebenzisa amathuluzi we-AI ngqo ngaphakathi kwendawo yakho ehlanganisiwe yentuthuko (ide) – noma ngabe i-github Copilot kwikhodi ye-vs, i-gemini isembozweni, noma esinye isitaka ngokuphelele. Kusho ukucela i-AI yakho ukuthi ikhiqize i-dockfile yohlelo lwakho lokusebenza olusha noma a docker-compose.yml Ifayela lokwakhiwa kwensiza yakho eminingi. Ungakushukumisela ukuba ubhale i-git imiyalezo elandela amazinga ajwayelekile noma ukukhiqiza amadokhumenti ngefomethi yokumaka yefayela lakho le-Readme. Ngokushumeka i-AI kwimvelo yakho yobungcweti, iyeka ukuba yi-generator entsha futhi iba isiphindaphindwa esinamandla, esihlanganisiwe sokukhiqiza. Ngale ndlela, uzofunda ngokushesha lapho futhi ungasebenzisi la mathuluzi futhi kukuziphi izikhathi, okuzokusindisa isikhathi esengeziwe futhi kukwenze ukhiqize ngokwengeziwe ngokuhamba kwesikhathi.
Isinyathelo 7: Thuthukisa umbono wokwakha kanye nokwengamela kwamasu
Lesi yisinyathelo sokugcina nesibaluleke kakhulu. I-AI ingabhala umsebenzi, isigaba, noma isicelo esincane. Okungakwazi ukukwenza, okungenani akukabikho, kunombono weqiniso wezakhiwo. Akuqondi ukuhweba okuphelelwe isikhathi eside phakathi kwemiklamo yohlelo oluhlukile. Ayiqondi izidingo zebhizinisi ezicashile ezibhalela ukuthi kungani uhlelo kufanele lube lukhululeke, lube lulondolozwe, noma luphephe kakhulu. Yilapho inkosi yomuntu ihlinzeka ngenani elikhulu kakhulu.
Indima yakho idlula lokho ngamakhodi okuba ngumakhi wezakhiwo kanye nochwepheshe. Nguwe owakha uhlelo olusezingeni eliphakeme, luchaza ama-microservices, ahlele ama-schema wedatha, futhi asuse amaphrothokholi wokuphepha. Uhlinzeka ngombono omkhulu, futhi usebenzisa i-AI njengethuluzi elisebenza nge-hyper ukuze usebenzise izingxenye ezichazwe kahle zalowo mbono. I-AI ingakha izitini ngesivinini esimangazayo, kepha nguwe owakha isonto lesonto. Lokhu kubhekelwa kwamasu yilokho okuhlukanisa i-coder elula kusuka kunjiniyela weqiniso futhi kuqinisekisa ukuthi umkhiqizo wokugcina awusebenzi nje, kodwa futhi unamandla, futhi wakhela, futhi wakhela ekugcineni.
Ukugcina
Uhambo lokuya e-Evibe Coding, empeleni, uhambo lokufunda kahle uhlobo olusha lokusebenzisana. Kuqala ngenhlaka elula, yokudala yokuhumusha “i-vibe” ngokoqobo futhi uthuthuke ngokusebenzisa isiyalo, ukuqinisekiswa, nokuqonda okujulile. Ekugcineni, kufinyelela kubambiswano lwamasu lapho umuntu ahlinzeka ngalo umbono futhi i-AI ihlinzeka nge-velocity.
Ukukhuphuka kwamakhodi we-vibe akusho lutho ukuphela kwe-programmer. Esikhundleni salokho, ibonisa ukuvela kohlelo lomhleli wezinhlelo, kude ne-minutiae ye-syntax nakwizizinda ezibucayi kakhulu zokwakha, ukuqinisekiswa kwekhwalithi, kanye nokwakhiwa kwamasu. Ngokulandela lezi zinyathelo eziyisikhombisa, ungaqinisekisa ukuthi awuthathwa esikhundleni salolu hambo lobuchwepheshe, kodwa esikhundleni salokho anikezwe amandla yiwo, abe ngunjiniyela ophumelelayo futhi obalulekile eminyakeni yobuchwepheshe bokufakelwa.
UMathewu Mayo (@ mattma13) Ibamba iziqu ze-master kwisayensi yekhompyutha kanye ne-diploma ethweswe iziqu kwizimayini zedatha. Njengomhleli wokuphatha we-KDNuggets & State, kanye nomhleli onikela ngomshini eMachinle yokufunda Mastery, uMathewu uhlose ukwenza imiqondo eyinkimbinkimbi yesayensi yedatha ifinyeleleke. Izintshisakalo zakhe zobuchwepheshe zihlanganisa ukucubungula izilimi zemvelo, amamodeli ezilimi, ama-algorithms wokufunda umshini, nokuhlola i-AI evelayo. Uqhutshwa yinjongo yolwazi lwentando yeningi emphakathini wesayensi yedatha. UMathewu ubelokhu enamakhodi kusukela wayeneminyaka eyi-6.
