Tsarin coding na Vibe shine aikin gina software ta hanyar bayyana abin da kake so a cikin harshe na halitta da kuma barin samfurin AI ya samar da lambar, maimakon rubuta ta layi-layi da kanka. Mutumin yana turawa, AI yana samarwa, kuma mutumin yana gwadawa kuma yana maimaita sakamakon, sau da yawa ba tare da karanta kowane layi da samfurin ya samar ba.
Wannan ita ce amsar gajeriyar amsa ga "menene tsarin coding na vibe." Ma'anar tsarin coding mai cikakken tsari, da kuma inda kalmar ta fito a zahiri, ya cancanci a yi la'akari da ita, domin an canza ta tun lokacin da aka ƙirƙira ta.
Daga Ina Kalmar Ta Fito #
Lambar coding ta Vibe tana da takamaiman asali: wani rubutu guda ɗaya da aka yi a shafukan sada zumunta. A ranar 2 ga Fabrairu, 2025, mai bincike kan fasahar AI kuma wanda ya kafa OpenAI Andrej Karpathy ya wallafa a shafin X yana bayanin sabuwar hanyar da ya fara gina manhaja. Ya ce zai "miƙa wuya ga yanayin" kuma ya bar manyan samfuran harsuna su rubuta aiwatarwar yayin da ya mai da hankali kan bayyana sakamako maimakon tsarin rubutu.
Karpathy ya bayyana tsarin aiki ta hanyar amfani da kalmomi masu amfani: ya yi magana da wani mai taimaka wa AI wajen rubuta lambar sirri ta hanyar murya, ya karɓi shawarwarinsa ba tare da karanta bambance-bambancen ba, sannan ya sake liƙa saƙonnin kuskure ba tare da yin tsokaci ba har sai sun warware kansu. Daga baya ya taƙaita maƙallin cikin sauƙi: "Ina ganin abubuwa kawai, faɗi abubuwa, gudanar da abubuwa, da kuma kwafi-liƙa abubuwa."
Labarin ya bazu cikin sauri. Cikin 'yan makonni an rufe shi da manyan kafofin watsa labarai, kuma zuwa Maris 2025, Merriam-Webster ta ƙara "lambar coding" a cikin ƙamus ɗinta a matsayin kalma mai bin diddigin kalmomi da kuma salon da ake amfani da shi, tana mai bayyana shi a matsayin "rubuta lambar kwamfuta ta hanyar da ba ta da kulawa, tare da taimakon AI." A ƙarshen 2025, Kamus na Collins ya yi nisa sosai ya kuma sanya masa suna Kalmar Shekara.
Yadda Ma'anar Ta Canja #
Ga inda "ma'anar coding vibe" ta fi ban sha'awa fiye da labarin asali kawai. Karpathy da farko ya yi amfani da kalmar don bayyana nasa hanyar da ba ta da wahala, ta kashin kansa ta gina samfuran jefarwa, ba hanyar da yake ba da shawara don software na samarwa ba. Amma kalmar ta ɓace daga wannan mahallin kusan nan da nan.
A yau, ma'anar lambar sirri ta vibe ta faɗaɗa don rufe nau'ikan ci gaba da AI ke tallafawa, tun daga masu sha'awar gina manhajar ƙarshen mako zuwa masu farawa waɗanda ke jigilar software na samarwa ta wannan hanyar. Kimanin kashi 63% na masu amfani da lambar sirri ta vibe sun gane a matsayin waɗanda ba masu haɓakawa ba, gami da manajojin samfura, daraktocin tallan, da masu zane-zane , kuma kusan kashi ɗaya cikin huɗu na ƙungiyar farawa ta Y Combinator ta Winter 2025 sun ba da rahoton tushen lambar sirri waɗanda aka samar da kashi 95% ko fiye da AI . Masu sharhi suna tsammanin wannan yanayin zai ci gaba da sauriGartner ya yi hasashen cewa masu haɓaka citizensan ƙasa za su fi ƙwararrun injiniyoyi huɗu zuwa ɗaya nan da shekarar 2028 .
Ta yaya Vibe Coding yake aiki a zahiri? #
Yawancin bayanin tsarin aikin coding na vibe ya rushe zuwa madauki mai maimaitawa:
- Da sauri Bayyana sakamakon da ake so da harshen halitta, ba lambar sirri ba. (“Gina dashboard wanda ke nuna kuɗin shiga na wata-wata ta ɓangaren abokin ciniki, tare da tace kwanan wata da fitarwar CSV.)
- Samar da. Tsarin AI yana samar da lambar, wani lokacin cikakken fayil, wani lokacin kuma bambanci idan aka kwatanta da lambar da ke akwai.
- Gudu ka lura. Mutumin zai gudanar da sakamakon kuma ya duba ko ya yi aiki kamar yadda aka bayyana, maimakon karanta layin aiwatarwa bayan layi.
- Maimaita. Umarnin bin diddigin suna gyara sakamakon. Sau da yawa ana liƙa kurakurai zuwa ga samfurin kamar yadda yake maimakon gyara shi da hannu.
Babban siffa da ke bayyana ba shine cewa AI yana da hannu ba (cikakken atomatik kuma masu tuƙi sun yi amfani da AI tsawon shekaru). Matakin rabuwa da lambar da kanta shine: mutumin yana kimanta sakamako, ba yana bincika aiwatarwa ba.
Lambar Vibe da Lambar Gargajiya Mai Taimakon AI #
Yana da kyau a bambanta lambar vibe daga sauran ayyukan aiki da AI ke taimaka wa, tunda ana amfani da kalmomin ba tare da wata matsala ba:
- Kayan aikin kammalawa ta atomatik/mai gwadawa bayar da shawarar lambar yayin da kake rubutu, amma mai haɓakawa har yanzu yana rubutu da sake duba kowane layi.
- Tsarin coding mai taimakon AI ƙari ga haka, zai iya haɗawa da kowane tsarin aiki inda AI ke tsara lambar da mai haɓakawa zai sake dubawa da gyarawa da cikakken fahimta.
- Lambar Vibe musamman yana nufin cewa ɗan adam yana jagorantar sakamakon, ta hanyar ƙarfafawa, gwaji, da maimaitawa, maimakon ta hanyar karantawa da fahimtar aiwatar da aka samar.
Wannan bambanci yana da muhimmanci, domin ɓangaren "rashin karanta bambance-bambancen", ba AI kanta ba, ne ke haifar da mafi yawan haɗarin da aka tattauna a ƙasa.
Haɗarin Haɗarin Lambobin Vibe #
Wannan rubutu ne na ƙamus, ba alamar gargaɗi ba, amma babu wani ma'anar lambar sirri da ta cika ba tare da binciken tsaro da aka tara a kusa da shi ba, saboda ya zama ɗaya daga cikin mafi girman raunin aikin. Nazari masu zaman kansu da yawa sun haɗu a kan irin wannan kewayon: wani bincike na Disamba 2025 na ma'ajiyar bayanai ta buɗe tushen ya gano cewa Lambar da aka samar da AI ta gabatar da raunin tsaro a cikin kashi 45% na ayyukan ci gaba, da kuma taimakon AI pull requests An samar da matsalolin tsaro kusan sau 2.74 fiye da lambar da ɗan adam ya rubuta a cikin kwatancen iri ɗaya. Takamaiman nau'ikan raunin da aka samu sun bayyana ba daidai ba: wani bincike ya gano raunin XSS a cikin kashi 86% na samfuran lambar da aka samar ta hanyar AI waɗanda aka gwada a cikin manyan samfuran harshe guda biyar .
Mafarkin dogaro da kai tsari ne mai alaƙa da juna, wanda aka rubuta da kyau. Wani bincike da ƙungiyar Cloud Security Alliance ta yi a watan Afrilun 2026 ya gano cewa a cikin samfuran lambobi miliyan 2.23 da aka samar ta hanyar AI daga samfura goma sha shida, kashi 19.7% sun ƙunshi aƙalla sunan kunshin da aka yi mafarkin da shi wanda babu shi a zahiri , kuma kashi 43% na waɗannan sunayen da aka yi mafarkin sun sake bayyana akai-akai duk lokacin da aka maimaita wannan tambayar , wanda shine abin da ya sa tsarin ya zama mai amfani maimakon bazuwar. Masu bincike masu zaman kansu sun kuma fara bin diddigin tasirin da ke ƙasa:Kamfanin Vibe Security Radar na Georgia Tech ya yi rikodin sabbin shigarwar CVE guda 35 an danganta shi kai tsaye da lambar da aka samar da AI a watan Maris na 2026 kawai, daga shida a watan Janairu.
Babu ɗaya daga cikin waɗannan da ke nuna cewa ba za a iya amfani da lambar sirri ta vibe ba, ribar yawan aiki na gaske ne kuma karɓuwa ba ta juyawa ba. Yana nufin cewa "AI ta rubuta shi kuma ta yi aiki" da kuma "ba shi da haɗari a aika" da'awa ce daban-daban guda biyu, kuma yin la'akari da lambar da aka samar ta AI tare da bincike iri ɗaya kamar gudummawar da ba a yi bita ba ta zama da sauri. standard shawarwari a duk binciken tsaro kan wannan batu.
Maɓallin Takeaways #
- Lambar Vibe kalma ce ta musamman, ba ma'anar "lambar coding mai taimakon AI" ba. Ya bayyana musamman ginawa ta hanyar sakamako da maimaitawa maimakon ta hanyar karantawa da fahimtar lambar da aka samar.
- Andrej Karpathy ne ya ƙirƙiro shi a ranar 2 ga Fabrairu, 2025., kuma ya kai ga jerin sunayen Merriam-Webster cikin makonni biyar.
- Ma'anar lambar Vibe ta faɗaɗa daga aikin mutum ɗaya, mai ƙarancin riba zuwa tsarin ci gaba na yau da kullun wanda masu sha'awar sha'awa da kuma kamfanonin farawa ke amfani da shi.
- Hadarin ba lambar da AI ta samar da kanta ba ce, lambar da AI ta samar ce da ba a sake duba ta ba. Bincike mai zaman kansa ya ci gaba da gano ƙaruwar raunin da ake samu da kuma yadda ake iya hasashen dogaro da kai a cikin sakamakon da aka tsara ta hanyar amfani da yanayin.
Software mai lambar Vibe har yanzu yana jigilar ta ta wannan hanyar pipeline kamar sauran abubuwa. Xygeni's dandamali yana aiki iri ɗaya SAST, SCA, Da kuma Nazarin da ya san AI to Lambar da aka samar ta AI kamar yadda take yi da lambar da aka rubuta ta ɗan adam, duk da Gargaɗin Farko na Malware (MEW) ga irin haɗarin dogaro da kai da aka bayyana a sama, don haka saurin aiwatar da aiki mai sauri ba ya tsallake matakin bita a hankali.

FAQ #
Ba daidai ba ne. Kayan aikin cikewa ta atomatik suna ba da shawarar lambar yayin da mai haɓakawa ke rubutawa da sake duba kowane layi. Vibe coding yana bayyana tsarin aiki inda mutumin yake buƙatar sakamako kuma yana kimanta sakamakon, sau da yawa ba tare da karanta lambar da ke ƙasa ba AI ta samar.
Zai iya yiwuwa, amma binciken ya yi daidai da cewa lambar da ba a yi bita ba da AI ke haifarwa tana ɗauke da ƙimar raunin tsaro mafi girma fiye da lambar da ɗan adam ya yi bita. Yawancin jagororin yanzu suna ba da shawarar magance lambar da AI ke samarwa da irin wannan binciken kamar lambar da ba a yi bita ba, maimakon aika ta ba tare da an bincika ta ba.
Yanzu an amince da shi a cikin ƙamus (Merriam-Webster ya lissafa shi a matsayin kalma mai salo da shahara, kuma Collins Dictionary ya sanya masa suna Kalma ta Shekara ta 2025), amma ba shi da wani tsari na musamman. standardMa'anar fasaha mai inganci. Amfani ya bambanta daga bayanin saurin samfuri na mutum zuwa bayanin manyan sassan tushen lambar samarwa.