Ese AI izasimbura abakora porogaramu? Uwa nyuma, zimya kode editor.

“ Irya nyuma, zimya igikoresho cyo kwandika kode. ” Iyi nteruro itangaje yagiye ivugwa mu mbuga z’abashinzwe iterambere ry’ikoranabuhanga, igaragaza urwenya ruteye impungenge ku izamuka ry’abafasha mu gukora kode za AI. Uko moderi za AI zigenda zirushaho kuba abahanga mu kwandika kode, abakora porogaramu benshi barimo kubaza niba abakora porogaramu z’ikoranabuhanga berekeje ku ihinduka nk’iry’abakora ascenseur cyangwa abakora switchboard - imirimo yasizwe ubusa n’imikorere y’ikoranabuhanga. Mu 2024, imitwe y’amakuru yavuze ko ubwenge bw’ubukorano bushobora kwandika kode zacu zose vuba aha, bigatuma abakora porogaramu z’ikoranabuhanga batagira icyo bakora. Ariko inyuma y’ibitangaza n’amarangamutima, ukuri ni ukurushaho kuba gusobanutse.

Yego, AI ubu ishobora gukora kode vuba kurusha umuntu uwo ari we wese, ariko se iyo kode ni nziza gute, kandi AI ishobora gukora ubuzima bwose bwo guteza imbere porogaramu ubwayo? Impuguke nyinshi zivuga ko "atari vuba cyane." Abayobozi b'abahanga mu by'ikoranabuhanga nka Microsoft CEO Satya Nadella bashimangira ko "AI itazasimbura abakora porogaramu, ariko izaba igikoresho cy'ingenzi mu bikoresho byabo. Ni ukugira ngo abantu bashobore gukora byinshi, atari bike." ( Ese AI izasimbura Abakora Porogaramu? Ukuri Inyuma y'Ubusa | by The PyCoach | Artificial Corner | Werurwe, 2025 | Medium ) Mu buryo nk'ubwo, umuyobozi wa Google AI Jeff Dean avuga ko nubwo AI ishobora gukora imirimo isanzwe yo kwandika, "iracyabura ubuhanga bwo guhanga no gukemura ibibazo" - imico abantu bakora porogaramu bazana. Ndetse na Sam Altman, Umuyobozi Mukuru wa OpenAI, yemera ko AI y'ubu "ikora neza cyane" ariko "iteye ubwoba mu mirimo yose" nta muntu uyireba. Muri make, AI ni nziza mu gufasha mu bice by'akazi, ariko ntabwo ishoboye gufata burundu akazi k'umukora porogaramu kuva ku ntangiriro kugeza ku iherezo.

Iyi nyandiko yera isuzuma neza kandi ikurikije ikibazo kigira kiti Ese ubuhanga bwo gukora porogaramu za mudasobwa ... neza ihuje n'

Ubuhanga bwo gukora porogaramu za mudasobwa (AI) muri iki gihe

Ubuhanga bwo gukora porogaramu za mudasobwa bwihutiye kwihuza n’uburyo bwo gukora porogaramu za mudasobwa zigezweho. Aho kuba inkuru z’ubuhanga, ibikoresho bishingiye kuri AI byamaze kwandika no gusuzuma kode , gukora imirimo ivunanye, no kongera umusaruro w’abakora porogaramu. Abakora porogaramu muri iki gihe bakoresha AI mu gukora uduce twa kode, gukora imikorere yikora, kumenya amakosa, ndetse no gukora ibizamini ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ) ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ). Mu yandi magambo, AI iri gufata imirimo y’ubuhanga n’ingufu, bituma abakora porogaramu bibanda ku bintu bigoye cyane mu guhanga porogaramu. Reka turebe bimwe mu bushobozi n’ibikoresho by’ingenzi bya AI birimo guhindura porogaramu muri iki gihe:

• Gukora Kode no Kurangiza Kode: Abafasha ba AI ba none bashobora gukora kode bashingiye ku byifuzo by'ururimi karemano cyangwa ku gice cy'inyandiko. Urugero, GitHub Copilot (yubatswe kuri moderi ya OpenAI ya Codex) ihuza n'abanditsi kugira ngo batange umurongo ukurikira cyangwa agace k'inyandiko uko wandika. Ikoresha itsinda rinini ry'amahugurwa ya kode ifunguye kugira ngo itange ibitekerezo bifatika ku bijyanye n'inyandiko, akenshi ishobora kurangiza imirimo yose uhereye ku gitekerezo cyangwa izina ry'imikorere gusa. Mu buryo nk'ubwo, ChatGPT (GPT-4) ishobora gukora kode y'akazi runaka iyo usobanura icyo ukeneye mu Cyongereza cyoroheje. Ibi bikoresho bishobora kwandika kode ya boilerplate mu masegonda make, kuva ku mirimo yoroshye y'ubufasha kugeza ku bikorwa bisanzwe bya CRUD.

• Gusuzuma no Gupima Ibiyobyabwenge: (AI) burimo gufasha mu gufata amakosa no kunoza ireme rya kode. Ibikoresho byo gusesengura bidahinduka bikoresha AI n'ibice byayo bishobora kugaragaza amakosa ashobora kubaho cyangwa ibibazo by'umutekano binyuze mu kwiga ku miterere y'ibibazo byashize. Ibikoresho bimwe na bimwe bya AI byikora mu buryo bwikora cyangwa bigatanga inama ku matsinda y'ibizamini binyuze mu gusesengura inzira za kode. Ibi bivuze ko umuhanga mu gukora imibonano mpuzabitsina ashobora kubona ibitekerezo byihuse ku matsinda ashobora kuba yarabuze. Mu gushaka amakosa hakiri kare no gutanga inama ku byakosowe, AI ikora nk'umufasha wa QA udahwema gukorana n'umuhanga mu gukora imibonano mpuzabitsina.

• Gutunganya no Guhindura Kode: Indi mikoreshereze ya AI ni ugutanga igitekerezo cyo kunoza kode isanzweho. Bitewe n'agace gato, AI ishobora gutanga inama ku buryo bworoshye bwo gukoresha algorithms cyangwa ishyirwa mu bikorwa ryiza binyuze mu kumenya imiterere iri muri kode. Urugero, ishobora gutanga igitekerezo cyo gukoresha neza isomero cyangwa kode idasaza ishobora kuvugururwa. Ibi bifasha mu kugabanya imyenda ya tekiniki no kunoza imikorere. Ibikoresho byo kuvugurura bishingiye kuri AI bishobora guhindura kode kugira ngo ikurikize uburyo bwiza cyangwa kuvugurura kode kuri verisiyo nshya za API, bikagabanya igihe cyo gukora isuku n'intoki.

• DevOps na Automation: Uretse kwandika kode, AI igira uruhare mu kubaka no gushyiraho porogaramu. Ibikoresho bya CI/CD by'ubwenge bikoresha imashini zigisha kugira ngo bihanure ibizamini bishobora gutsindwa cyangwa gushyira imbere imirimo imwe n'imwe yo kubaka, bigatuma inzira yo guhuza ikomeza kwihuta kandi ikora neza kurushaho. AI ishobora gusesengura inyandiko z'umusaruro n'ibipimo by'imikorere kugira ngo igaragaze ibibazo cyangwa itange ibitekerezo ku kunoza ibikorwa remezo. Mu by'ukuri, AI ifasha atari mu kwandika kode gusa, ahubwo no mu mibereho yose yo guteza imbere porogaramu - kuva ku igenamigambi kugeza ku kubungabunga.

• Uburyo bwo guhuza ururimi n'inyandiko karemano: Tunabona kandi ubuhanga bwa AI butuma habaho imikoranire isanzwe n'ibikoresho byo guteza imbere. Abakora porogaramu bashobora gusaba ubuhanga bwa AI gukora imirimo ("gukora imikorere ikora X" cyangwa "gusobanura iyi kode") no kubona ibisubizo. Ibiganiro bya AI (nka ChatGPT cyangwa abafasha b'abahanga mu iterambere) bishobora gusubiza ibibazo byo gukora porogaramu, gufasha mu kwandika inyandiko, ndetse no kwandika inyandiko z'umushinga cyangwa ubutumwa bushingiye ku mpinduka za kode. Ibi bigabanya icyuho kiri hagati y'umugambi wa muntu na kode, bigatuma iterambere rirushaho kugerwaho n'abashobora gusobanura icyo bashaka.

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Abahanga mu bya tekiniki bakoresha ibikoresho bya AI: Ubushakashatsi bwakozwe mu 2023 bwerekana ko 92% by'abahanga mu bya tekiniki bakoresheje ibikoresho bya AI mu buryo bumwe na bumwe - haba ku kazi, mu mishinga yabo bwite, cyangwa byombi. 8% gusa ni bo bavuze ko badakoresha ubufasha bwa AI mu gukora code. Iyi mbonerahamwe igaragaza ko bibiri bya gatatu by'abahanga mu bya tekiniki bakoresha ibikoresho bya AI haba mu kazi no hanze yako, mu gihe kimwe cya kane babikoresha gusa mu kazi naho igice gito cyane kikabikora hanze yako gusa. Isomo rirasobanutse: Kode zifashijwe na AI zagiye zikoreshwa vuba mu bahanga mu bya tekiniki ( Ubushakashatsi bugaragaza ingaruka za AI ku bunararibonye bw'abahanga mu bya tekiniki - Blog ya GitHub ).

Uku kwiyongera kw'ibikoresho bya AI mu iterambere byatumye imikorere irushaho kuba myiza no kugabanya akazi gakomeye mu gukora code. Ibicuruzwa birimo gukorwa vuba kuko AI ifasha gukora code ya boilerplate no gukora imirimo isubirwamo ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ) ( Ese AI Igiye Gusimbuza Abakora mu 2025: Kureba Hazaza ). Ibikoresho nka Copilot bishobora no gutanga inama ku buryo bwose cyangwa ibisubizo "bishobora kutagaragara ako kanya ku bantu bakora porogaramu," bitewe no kwiga ku makuru menshi ya code. Ingero z'ibintu bifatika zirahari: injeniyeri ashobora gusaba ChatGPT gushyira mu bikorwa imikorere yo gutondeka cyangwa agashaka ikibazo muri code ye, maze AI igakora igisubizo cyo gutegura mu masegonda make. Ibigo nka Amazon na Microsoft byashyize porogaramu za AI (CodeWhisperer ya Amazon na Copilot ya Microsoft) ku matsinda yabo y'abakora porogaramu, batanga raporo yihuse yo kurangiza imirimo no kumara amasaha make kuri boilerplate. Mu by’ukuri, 70% by’abakora porogaramu babajijwe mu bushakashatsi bwa Stack Overflow bwo mu 2023 bavuze ko basanzwe bakoresha cyangwa bateganya gukoresha ibikoresho bya AI mu iterambere ryabo ( 70% by’abakora porogaramu bakoresha ibikoresho bya AI, 3% bizera cyane ukuri kwabyo - ShiftMag ). Abafasha bazwi cyane ni ChatGPT (ikoreshwa na ~ 83% by’ababajijwe) na GitHub Copilot (~ 56%), bigaragaza ko abafasha ba AI n’abakoresha IDE bose ari ingenzi. Abakora porogaramu bakunze gukoresha ibi bikoresho kugira ngo bongere umusaruro (byavuzwe na ~ 33% by’ababajijwe) kandi bihutishe imyigire (25%), mu gihe abagera kuri 25% babikoresha kugira ngo barusheho gukora neza binyuze mu gukora akazi gasubirwamo.

Ni ngombwa kumenya ko uruhare rwa AI muri porogaramu atari rushya rwose - ibintu byayo bimaze imyaka myinshi (tekereza ku kurangiza kode mu buryo bwikora muri IDE cyangwa mu buryo bwikora bwo gupima). Ariko imyaka ibiri ishize yabaye intambwe ikomeye. Kugaragara kw'imideli ikomeye y'indimi (nk'uruhererekane rwa OpenAI rwa GPT na AlphaCode ya DeepMind) byagutse cyane bishoboka. Urugero, ya AlphaCode yamenyekanye cyane mu gukora ku rwego rw'amarushanwa yo gukora porogaramu , igera ku mwanya wa 54% ku isonga mu bibazo byo gukora porogaramu - mu by'ukuri bihuye n'ubuhanga bw'umuntu usanzwe uhanganye ( AlphaCode ya DeepMind ihuye n'ubuhanga bw'umuntu usanzwe ukorana porogaramu ). Iyi yari inshuro ya mbere sisitemu ya AI ikorana neza mu marushanwa yo gukora porogaramu. Ariko, biragaragara ko na AlphaCode, hamwe n'ubuhanga bwayo bwose, yari ikiri kure yo gutsinda abakora porogaramu beza cyane. Muri ayo marushanwa, AlphaCode yashoboraga gukemura ibibazo bigera kuri 30% mu buryo bwemewe, mu gihe abakora porogaramu bakomeye bakemura ibibazo birenze 90% bakoresheje igerageza rimwe. Iki cyuho kigaragaza ko nubwo ubuhanga bwa gihanga (AI) bushobora gukora imirimo ya algorithmike isobanutse neza kugeza ku rugero runaka, ibibazo bikomeye bisaba gutekereza cyane no gukoresha ubwenge biracyari indiri y’abantu .

Muri make, ubuhanga bwo gukora imibonano mpuzabitsina (AI) bwishyize mu bikorwa bya buri munsi by’abakora imashini. Kuva ku gufasha mu kwandika kode kugeza ku kunoza uburyo ishyirwa mu bikorwa, bikora ku gice cyose cy’iterambere. Umubano w’ubu ushingiye ahanini ku bufatanye: ubuhanga bwo gukora imibonano mpuzabitsina (cyavuzwe neza) bufasha abakora imashini gukora imibonano mpuzabitsina vuba kandi nta gucika intege cyane, aho kuba igikoresho cyigenga gishobora kuguruka cyonyine. Mu gice gikurikira, tuzareba uburyo iyi gahunda yo gushyiramo ibikoresho bya mudasobwa irimo guhindura uruhare rw’abakora imashini n’imiterere y’akazi kabo, haba mu byiza cyangwa mu bibi.

Uburyo ubuhanga bwo gukora imibonano mpuzabitsina (AI) burimo guhindura inshingano n'umusaruro by'abakora porogaramu

Kubera ko ubuhanga bwo gukora porogaramu za mudasobwa (AI) bukora akazi gasanzwe, uruhare rw'umuhanga mu gukora porogaramu za mudasobwa rurimo gutangira gutera imbere. Aho kumara amasaha menshi yandika kode cyangwa gukosora amakosa asanzwe, abahanga mu gukora porogaramu bashobora gushyira iyo mirimo ku bafasha babo mu gukora porogaramu za mudasobwa. Ibi birimo guhindura intego y'umuhanga mu gukora porogaramu ku bijyanye no gukemura ibibazo byo ku rwego rwo hejuru, kubaka no guhanga udushya mu gukora porogaramu za mudasobwa. Muri make, ubuhanga bwo gukora porogaramu za mudasobwa burimo kongera ubushobozi bw'abahanga mu gukora porogaramu, bigatuma barushaho gutanga umusaruro no guhanga udushya. Ariko se ibi bivuze ko akazi gake ko gukora porogaramu, cyangwa ni akazi gatandukanye gusa? Reka turebe ingaruka ku musaruro n'inshingano:

Kongera Umusaruro: Dukurikije inkuru nyinshi n'ubushakashatsi bwa mbere, ibikoresho byo kwandika kuri AI biri kongera umusaruro w'abakora porogaramu za mudasobwa. Ubushakashatsi bwa GitHub bwagaragaje ko abakora porogaramu za mudasobwa bakoresheje Copilot bashoboye kurangiza imirimo vuba cyane kurusha abatabifashijwemo na AI. Mu igerageza rimwe, abakora porogaramu bakemuye ikibazo cyo kwandika kuri aderesi ku kigero cya 55% byihuse ku mpuzandengo babifashijwemo na Copilot - bafata isaha 1 n'iminota 11 aho gufata amasaha 2 n'iminota 41 batabifashijwemo ( Ubushakashatsi: gupima ingaruka za GitHub Copilot ku musaruro n'ibyishimo by'abakora porogaramu - Blog ya GitHub ). Ibyo ni inyungu itangaje mu muvuduko. Si umuvuduko gusa; abakora porogaramu bavuga ko ubufasha bwa AI bufasha kugabanya kwiheba no "guhagarika inzira". Mu bushakashatsi, 88% by'abakora porogaramu bakoresha Copilot bavuze ko byatumye bakora neza kandi bikabaha ubushobozi bwo kwibanda ku kazi gashimishije ( Ni angahe mu bakora porogaramu bavuze ko github copilot ikora ... ). Ibi bikoresho bifasha abakora porogaramu kuguma "mu gace" binyuze mu gukora ibintu biruhije, ibyo bigatuma imbaraga zo mu mutwe zigumana imbaraga zo mu mutwe mu bibazo bikomeye. Kubera iyo mpamvu, abakora porogaramu benshi bumva ko kwandika kuri aderesi byabaye byiza cyane - akazi gake kandi gafite ubushobozi bwo guhanga udushya.

Guhindura Umurimo wa Buri Munsi: Imikorere ya buri munsi y'umukoresha porogaramu irahinduka hamwe n'ibyo bizamuka mu musaruro. "Akazi kenshi gahugiye" - kwandika icyiciro cyo hejuru, gusubiramo imiterere isanzwe, gushaka imiterere y'inyandiko - gashobora gushyirwa kuri AI. Urugero, aho kwandika intoki icyiciro cy'amakuru hamwe na getters na setters, umuhanga mu bya porogaramu ashobora gusaba AI kuyikora. Aho gushakisha inyandiko kugira ngo ashake API ikwiye, umuhanga mu bya porogaramu ashobora kubaza AI mu mvugo karemano. Ibi bivuze ko abahanga mu bya porogaramu bamara igihe gito mu kwandika no kwandika code kandi bamara igihe kinini mu mirimo isaba ubwenge bw'umuntu . Uko AI ifata umwanya wo kwandika 80% by'ikode byoroshye, akazi k'umuhanga mu bya porogaramu gahinduka kajya mu kugenzura umusaruro wa AI (gusuzuma ibitekerezo bya kode, kubigerageza) no gukemura 20% by'ibibazo AI idashobora gusobanukirwa. Mu by'ukuri, umuhanga mu bya porogaramu ashobora gutangira umunsi we asesengura ubusabe bwa AI cyangwa agasuzuma urutonde rw'ibisubizo bya AI, aho kwandika izo mpinduka zose kuva ku ntangiriro.

Ubufatanye n'Imiterere y'Ikipe: Igishimishije ni uko ubuhanga bwo gukora imibonano mpuzabitsina (AI) nabwo burimo kugira ingaruka ku miterere y'ikipe. Hamwe n'imirimo isanzwe yikora, amakipe ashobora kugera kuri byinshi hamwe n'abakora imyitozo ngororamubiri bake bashinzwe gukora akazi k'ubusa. Amwe mu masosiyete avuga ko abahanga mu by'injeniyeri bakuru bashobora kwikorera - bashobora gukora ingero vuba babifashijwemo na AI, badakeneye umwana muto kugira ngo akore ibishushanyo mbonera by'ibanze. Ariko, ibi bitera ikibazo gishya: ubujyanama no gusangira ubumenyi. Aho kugira ngo abana bato bige bakora imirimo yoroshye, bashobora gukenera kwiga uburyo bwo gucunga umusaruro wa AI. Ubufatanye bw'ikipe bushobora guhinduka bukajya mu bikorwa nko kunoza hamwe amabwiriza ya AI cyangwa gusuzuma kode yakozwe na AI kugira ngo hamenyekane ibibazo. Ku rundi ruhande, iyo buri wese mu ikipe afite umufasha wa AI, bishobora kuboneza urubuga rw'imikino no gutanga umwanya munini wo kuganira ku bijyanye n'ibishushanyo mbonera, gutekereza ku buryo bwo guhanga udushya, no gukemura ibibazo bigoye abakoresha nta AI isobanukiwe muri iki gihe. Mu by'ukuri, abakora imyitozo ngororamubiri barenga bane kuri batanu bizera ko ibikoresho bya AI bizamura ubufatanye bw'ikipe cyangwa byibuze bikabaha uburenganzira bwo gukorana cyane mu gushushanya no gukemura ibibazo, nk'uko byagaragajwe n'ubushakashatsi bwa GitHub bwo mu 2023 ( Ubushakashatsi bugaragaza ingaruka za AI ku bunararibonye bw'abakora imyitozo ngororamubiri - Blog ya GitHub ).

Ingaruka ku Mirimo: Ikibazo gikomeye ni ukumenya niba ubuhanga bwo gukora porogaramu (AI) buzagabanya icyifuzo cy’abakora porogaramu (kubera ko buri porogaramu ubu ikora neza), cyangwa niba bizahindura ubumenyi bukenewe. Amateka y’ubundi buryo bwo gukora porogaramu (nk’izamuka ry’ibikoresho bya devops, cyangwa indimi zo ku rwego rwo hejuru) agaragaza ko imirimo y’abakora porogaramu idakurwaho cyane kuko izamurwa . Mu by’ukuri, abasesenguzi b’inganda bahanura imirimo y’abakora porogaramu izakomeza kwiyongera , ariko imiterere y’iyo mirimo izahinduka. Raporo iherutse gusohoka ya Gartner iteganya ko mu 2027, 50% by’ibigo by’abakora porogaramu zikora porogaramu bizakoresha porogaramu za "software engineering intelligence" zikoresha ubuhanga bwa AI kugira ngo byongere umusaruro , bivuye kuri 5% gusa muri 2024 ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024]) ). Ibi bigaragaza ko amasosiyete azahuza cyane ubuhanga bwa AI, ariko bivuze ko abakora porogaramu bazakorana n’izo mbuga zikora. Mu buryo nk’ubwo, ikigo gitanga inama cya McKinsey giteganya ko nubwo ubuhanga bwa AI bushobora gukora imirimo myinshi mu buryo bwikora, hafi 80% by’imirimo yo gukora porogaramu izakomeza gukenera umuntu uri mu murongo kandi igakomeza kuba "iy’abantu" . Mu yandi magambo, turacyakeneye abantu benshi mu myanya myinshi y’abashinzwe iterambere ry’ikoranabuhanga, ariko ibisobanuro by’akazi bishobora guhinduka.

Impinduka imwe ishoboka ni ukugaragara kw'imirimo nka "AI Software Engineer" cyangwa "Prompt Engineer" - abakora porogaramu bihariye mu kubaka cyangwa gutunganya ibice bya AI. Dusanzwe tubona ko icyifuzo cy'abakora porogaramu bafite ubumenyi bwa AI / ML kiriyongera cyane. Dukurikije isesengura ryakozwe na Indeed, imirimo itatu ikenewe cyane ijyanye na AI ni umuhanga mu bya siyansi, injeniyeri wa porogaramu, n'injeniyeri wo kwiga imashini , kandi icyifuzo cy'iyi mirimo cyikubye kabiri mu myaka itatu ishize ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ). Abahanga mu bya porogaramu gakondo biteganijwe ko barushaho gusobanukirwa iby'ibanze byo kwiga imashini cyangwa guhuza serivisi za AI muri porogaramu. Aho gutuma abakora porogaramu badakora, "AI ishobora kuzamura umwuga, igatuma abakora porogaramu bibanda ku mirimo yo ku rwego rwo hejuru no guhanga udushya." ( Ese AI Igiye Gusimbura Abakora Porogaramu muri 2025: Kureba Hazaza ) Imirimo myinshi isanzwe yo kwandika inyandiko ishobora gukorwa na AI, ariko abakora porogaramu bazaba bahugiye cyane mu gushushanya sisitemu, guhuza modules, kwemeza ko ireme, no gukemura ibibazo bishya. Injeniyeri mukuru wo muri imwe mu sosiyete ikora porogaramu ya AI yavuze neza ko AI idasimbura abakora porogaramu bacu; irabongerera imbaraga . Umuhanga umwe w’ikoranabuhanga ufite ibikoresho bikomeye bya AI ashobora gukora akazi k’abantu benshi, ariko uwo muhanga ubu arimo gukora akazi kagoye kandi gafite ingaruka nziza.

Urugero rw'Isi Nyayo: Tekereza ku rugero rwavuye mu kigo cya porogaramu cyahuje GitHub Copilot n'abayikora bose. Ingaruka zihuse zabaye ukugabanuka gukomeye kw'igihe cyakoreshejwe mu kwandika ibizamini by'ibikoresho na code ya boilerplate. Umwe mu bashinzwe porogaramu bato yasanze gukoresha Copilot ashobora gukora 80% by'inyandiko nshya vuba, hanyuma agakoresha umwanya we mu guhindura 20% bisigaye no kwandika ibizamini byo guhuza. Umusaruro we mu bijyanye no gusohora code wikubye hafi kabiri, ariko igishimishije kurushaho ni uko imiterere y'umusanzu we yahindutse - yarushijeho kuba umusesenguzi w'amakode n'umuhanga mu gupima kode yanditse mu buryo bwa AI. Itsinda ryanabonye ko isuzuma ry'amakode ryatangiye gufata amakosa ya AI aho kuba amakosa y'abantu. Urugero, Copilot rimwe na rimwe yatanze igitekerezo cyo gushyira mu bikorwa amakosa adatekanye; abashinzwe porogaramu bagombaga kuyabona no kuyakosora. Uru rugero rwerekana ko nubwo umusaruro wiyongeraga, kugenzura abakozi n'ubuhanga byarushijeho kuba ingenzi mu mikorere.

Muri make, AI irimo guhindura imikorere y’abakora mu buryo bwihuse: ituma barushaho kwihuta no gukemura ibibazo bikomeye, ariko nanone ikabasaba kongera ubumenyi (haba mu gukoresha AI no mu bitekerezo byo ku rwego rwo hejuru). Si inkuru ya "AI ifata akazi" ahubwo ni inkuru ya "AI ihindura akazi." Abakora mu buryo bwihuse biga gukoresha ibi bikoresho neza bashobora kongera ingaruka zabo - imvugo ikunze kuvugwa ni iyi: "AI ntabwo izasimbura abakora mu buryo bwihuse, ariko abakora mu buryo bwihuse bakoresha AI bashobora gusimbura abatabikora." Ibice bikurikira bizasuzuma impamvu abantu bakora mu buryo bwihuse bagikenewe (ibyo AI idashobora gukora neza), n'uburyo abakora mu buryo bwihuse bashobora guhindura ubumenyi bwabo kugira ngo batere imbere hamwe na AI.

Inzitizi za AI (Impamvu Abantu Bakomeza Kuba Bakomeye)

Nubwo ifite ubushobozi butangaje, ubuhanga bwa AI bwo muri iki gihe bufite imbogamizi zituma idatuma abakora porogaramu bashaje. Gusobanukirwa izi mbogamizi ni ingenzi kugira ngo umenye impamvu abakora porogaramu bagikenewe cyane mu iterambere. Ubuhanga bwa AI ni igikoresho gikomeye, ariko si ikintu cy'ubumaji gishobora gusimbura guhanga udushya, gutekereza cyane, no gusobanukirwa ibintu by'umuntu ukora porogaramu. Dore zimwe mu nzitizi z'ibanze za AI mu gukora porogaramu n'imbaraga zijyanye nayo z'abakora porogaramu:

• Kutamenya no guhanga: Uburyo bwa AI buriho ubu ntibusobanukiwe neza kode cyangwa ibibazo nk'uko abantu babyumva; bumenya imiterere kandi bugasubiza umusaruro ushobora gutangwa hashingiwe ku makuru y'amahugurwa. Ibi bivuze ko AI ishobora kugorwa n'imirimo isaba ibisubizo by'umwimerere, bihanga cyangwa gusobanukirwa byimbitse ibibazo bishya. AI ishobora kuba ishobora gukora kode kugira ngo ihuze n'ibisobanuro yabanje kubona, ariko ikayisaba gushushanya algorithm nshya y'ikibazo kitigeze kibaho cyangwa gusobanura ibisabwa bidasobanutse neza, kandi ishobora kuzagabanuka. Nk'uko umwe mu bareba ibintu yabivuze, AI muri iki gihe "ibura ubushobozi bwo guhanga no gutekereza neza nk'uko abantu bakora umushinga bazana." ( Ese AI igiye gusimbura abategura umushinga mu 2025: Kureba mu gihe kizaza ) Abantu ni indashyikirwa mu gutekereza hanze y'isanduku - guhuza ubumenyi bw'urubuga, ubushishozi, n'ubuhanga mu gushushanya imiterere ya porogaramu cyangwa gukemura ibibazo bigoye. AI, mu buryo bunyuranye, igarukira ku miterere yize; niba ikibazo kidahuye neza n'iyo miterere, AI ishobora gutanga kode itari yo cyangwa idafite ishingiro (akenshi yizewe!). Udushya muri porogaramu - kuzana ibintu bishya, ubunararibonye bushya bw'abakoresha, cyangwa uburyo bushya bwa tekiniki - biracyari igikorwa gishingiye ku bantu.

• Gusobanukirwa Ibikubiye mu Miterere n'Ishusho Nkuru: Kubaka porogaramu si ukwandika imirongo ya kode gusa. Bikubiyemo gusobanukirwa impamvu iri inyuma ya kode - ibisabwa mu bucuruzi, ibyo umukoresha akeneye, n'aho porogaramu ikorera. Ubuhanga bwo gukora porogaramu bufite umwanya muto cyane w'imiterere (ubusanzwe bugarukira ku byo ihabwa igihe). Ntabwo byumvikana neza intego rusange ya sisitemu cyangwa uburyo module imwe ikorana n'indi uretse ibiri muri kode. Kubera iyo mpamvu, Ubuhanga bwo gukora porogaramu bushobora gukora kode ikora mu buryo bw'ikoranabuhanga ku kazi gato ariko ntihuze neza n'imiterere ya sisitemu nini cyangwa inyuranyije n'ibisabwa bimwe na bimwe. Abantu bashinzwe gukora porogaramu barakenewe kugira ngo porogaramu ihuze n'intego z'ubucuruzi n'ibyo umukoresha yiteze. Imiterere ya sisitemu igoye - gusobanukirwa uburyo impinduka mu gice kimwe zishobora kunyura mu bindi, uburyo bwo kuringaniza imikoranire (nk'imikorere ugereranyije no gusoka neza), n'uburyo bwo gutegura iterambere ry'igihe kirekire rya kodebase - ni ikintu Ubuhanga bwo gukora porogaramu budashobora gukora muri iki gihe. Mu mishinga minini ifite ibice ibihumbi, Ubuhanga bwo gukora porogaramu "bubona ibiti ariko ntibubone ishyamba." Nkuko byavuzwe mu isesengura rimwe, “AI iragorwa no gusobanukirwa imiterere n’ingorane z’imishinga minini ya porogaramu,” harimo ibisabwa mu bucuruzi n’ibyo umukoresha agomba kwibandaho mu bunararibonye bwe ( Mbese AI Igiye Gusimbura Abakora Ingamba mu 2025: Kureba Hazaza ). Abantu bakomeza kubona icyerekezo rusange.

• Ubwenge Busanzwe n'Ubutagaragara: Ibisabwa mu mishinga nyayo akenshi ntibisobanutse neza cyangwa birahinduka. Umuntu ukora porogaramu ashobora gushaka ibisobanuro, agatanga ibitekerezo bifatika, cyangwa agasubiza inyuma ubusabe budafite ishingiro. AI ntabwo ifite ibitekerezo bifatika cyangwa ubushobozi bwo kubaza ibibazo bisobanutse (keretse iyo ishyizwe mu buryo bweruye mu buryo bugaragara, kandi nubwo bimeze bityo nta cyizere ifite cyo kubikora neza). Niyo mpamvu kode yakozwe na AI rimwe na rimwe ishobora kuba ifite ishingiro mu buryo bwa tekiniki ariko ikaba idakora neza - nta bushishozi bwo kumenya icyo umukoresha yashakaga mu by'ukuri niba amabwiriza adasobanutse neza. Mu buryo bunyuranye, umuntu ukora porogaramu ashobora gusobanura ubusabe bwo ku rwego rwo hejuru ("gutuma iyi UI irushaho kuba nziza" cyangwa "porogaramu igomba gukemura ibibazo bidasobanutse neza") no kumenya ibigomba gukorwa muri kode. AI yakenera ibisobanuro birambuye cyane kandi bidasobanutse kugira ngo isimbure nyayo umukora porogaramu, kandi no kwandika ibyo bimenyetso neza biragoye nko kwandika kode ubwayo. Nk'uko ingingo ya Forbes Tech Council yabivuze neza, kugira ngo AI isimbure abakora porogaramu, byakenera gusobanukirwa amabwiriza adasobanutse no guhinduka nk'umuntu - urwego rw'ibitekerezo AI idafite ( Sergii Kuzin's Post - LinkedIn ).

• Kwizerwa n' "Ibitekerezo by'imitekerereze ya AI": Uburyo bwa AI bwo muri iki gihe bufite inenge izwi cyane: bushobora gutanga umusaruro utari wo cyangwa wahimbwe burundu, ikintu gikunze kwitwa "hallucination" . Mu gukora "code", ibi bishobora gusobanura ko AI yandika kode isa n'aho ishoboka ariko ikaba ifite amakosa cyangwa itizewe. Abakora porogaramu ntibashobora kwizera ibitekerezo bya AI mu buryo buhumyi. Mu by'ukuri, buri gice cya kode yanditse ya AI gisaba gusuzumwa no gupimwa n'umuntu . Amakuru y'ubushakashatsi bwa Stack Overflow abyerekana - mu bakoresha ibikoresho bya AI, 3% gusa ni bo bizera cyane ukuri kw'umusaruro wa AI, kandi koko umubare muto ni batayizera ( 70% by'abakora porogaramu bakoresha ibikoresho bya AI, 3% bizera cyane ukuri kwabyo - ShiftMag ). Abenshi mu bakora porogaramu bafata ibitekerezo bya AI nk'amakuru y'ingirakamaro, atari ubutumwa bwiza. Uku kwizera guke ni ngombwa kuko AI ishobora gukora amakosa adasanzwe umuntu ushoboye atakora (nk'amakosa yakozwe rimwe na rimwe, gukoresha imikorere idakora neza, cyangwa gutanga ibisubizo bidakora neza) kuko idasobanura neza ikibazo. Nk’uko igitekerezo kimwe cyatanzwe n’urubuga cyabivuze mu buryo butunguranye, “Bakora ibintu bidasanzwe kandi bagahitamo ibintu bidasanzwe umuntu atazigera akora” ( Ese abakora porogaramu bazasaza kubera ubuhanga bwa AI? - Inama ku mwuga ). Kwita ku bantu ni ingenzi kugira ngo barebe ayo makosa. Ubuhanga bwa AI bushobora kuguha 90% by’imikorere vuba, ariko niba 10% bisigaye bifite ikibazo kidasobanutse neza, umuntu aracyafite umuhanga mu bya porogaramu kugira ngo abimenye kandi abikosore. Kandi iyo hari ikintu kitagenze neza mu musaruro, ni abahanga mu bya injeniyeri bagomba gukemura ibibazo - ubuhanga bwa AI ntibushobora gufata inshingano ku makosa yabwo.

• Kubungabunga no Guhindura Kodebases: Imishinga ya porogaramu irakomeza kandi ikura uko imyaka igenda ihita. Isaba uburyo buhamye, gusobanuka neza ku bashinzwe kuyicunga, no kuvugurura uko ibisabwa bihinduka. Ubuhanga bwo gukora porogaramu (AI) muri iki gihe ntibugira kwibuka ibyemezo byahise (usibye ibyo umuntu yasabwe), bityo bushobora kudakomeza gukoresha kode mu mushinga munini keretse buyobowe. Abakora porogaramu bareba ko kode ikomeza gukoreshwa - kwandika inyandiko zisobanutse neza, guhitamo ibisubizo bisomeka kuruta ibisubizo by'ubwenge ariko bitagaragara, no guhindura kode uko bikenewe iyo imiterere y'ibikoresho ihinduka. Ubuhanga bwo gukora porogaramu (AI) bushobora gufasha muri iyi mirimo (nko gutanga inama zo guhindura ibintu), ariko gufata icyemezo cyo guhindura ibintu cyangwa ibice bya sisitemu bigomba kuvugururwa ni ikintu abantu batekerezaho. Byongeye kandi, iyo uhuza ibice, gusobanukirwa ingaruka z'ikintu gishya ku miterere isanzweho (kwizeza ko ihuza n'ibindi) ni ikintu abantu bareba. Kode yakozwe na AI igomba guhuzwa no guhuzwa n'abantu. Nk'igerageza, bamwe mu bakora porogaramu bagerageje kureka ChatGPT ikubaka porogaramu ntoya zose; umusaruro akenshi urakora mu ntangiriro ariko biragoye cyane kuyibungabunga cyangwa kuyigura kuko AI idakoresha imiterere itekerejweho - ni ugufata ibyemezo byo mu gace umuntu yubatsemo yakwirinda.

• Ibitekerezo ku Imyitwarire Myiza n'Umutekano: Uko AI yandika andi mabwiriza, binatera ibibazo ku kubogama, umutekano, n'amahame mbwirizamuco. AI ishobora guteza ibibazo by'umutekano mu buryo butaziguye (urugero, kudasukura neza ibintu byinjizwa mu buryo bukwiye, cyangwa gukoresha uburyo butekanye bwo gushushanya) umuntu w’inararibonye yafata. Nanone, AI ntabwo ifite imyumvire y’amahame mbwirizamuco cyangwa impungenge ku butabera - urugero, ishobora guhugura ku makuru ashingiye ku ruhande kandi igatanga ibitekerezo ku buryo bwo gutandukanya butari bwo (mu buryo bushingiye ku ikoranabuhanga rya AI nka kode yo kwemeza inguzanyo cyangwa algorithm yo guha akazi). Abakora porogaramu z’ikoranabuhanga barakenewe kugira ngo bagenzure ibyavuye mu ikoranabuhanga rya AI kuri ibi bibazo, barebe ko amategeko yubahirizwa, kandi bashyiremo porogaramu mu buryo bw’amahame mbwirizamuco. Igice cy’imibereho cya porogaramu - gusobanukirwa icyizere cy’abakoresha, impungenge z’ubuzima bwite, no gufata ibyemezo bihuye n’indangagaciro za muntu - "ntibishobora kwirengagizwa. Ibi bice by’iterambere byibanze ku muntu ntibishoboka ku ikoranabuhanga rya AI, nibura mu gihe kizaza." ( Ese AI Igiye Gusimbura Abakora Porogaramu muri 2025: Kureba mu gihe kizaza ) Abakora porogaramu bagomba kuba irembo ry’umutimanama n’ubwiza bw’imisanzu ya AI.

Dukurikije izi mbogamizi, ubu abantu bemeranya ko ubuhanga bwo gukora porogaramu za AI ari igikoresho, atari ugusimbura . Nkuko Satya Nadella yabivuze, ni ukugira ngo bashobore guha imbaraga abakora porogaramu, batabasimbuza ( Ese ubuhanga bwo gukora porogaramu za AI buzasimbura abakora porogaramu za AI? Ukuri Kuri Hype | by The PyCoach | Artificial Corner | Werurwe, 2025 | Medium ). Ubuhanga bwo gukora porogaramu za AI bushobora gufatwa nk'umufasha muto: ni bwo bwihuse, ntibucogora, kandi bushobora gufata umwanya wa mbere mu mirimo myinshi, ariko bukeneye ubuyobozi n'ubuhanga bw'umukora porogaramu mukuru kugira ngo bukore umusaruro wa nyuma ugezweho. Bigaragaza ko ndetse na sisitemu zigezweho zo gukora porogaramu za AI zikoreshwa nk'abafasha mu mikoreshereze nyayo (Copilot, CodeWhisperer, nibindi) atari nk'abakora porogaramu zigenga. Amasosiyete ntabwo yirukana amakipe yabo yo gukora porogaramu ngo areke ubuhanga bwo gukora porogaramu za AI bukorerwe mu buryo butunguranye; ahubwo, arimo gushyiramo ubuhanga bwo gukora porogaramu za AI mu mikorere y'abakora porogaramu kugira ngo ibafashe.

Incamake imwe ituruka kuri Sam Altman wo muri OpenAI, wavuze ko nubwo abakozi ba AI batera imbere, "aba bakozi ba AI ntibazasimbura abantu burundu" mu guteza imbere porogaramu ( Sam Altman avuga ko abakozi ba AI bazakora imirimo ikorwa n'abahanga mu bya porogaramu vuba aha: Inkuru yuzuye mu ngingo 5 - India Today ). Bazakora nk ' "abakozi bakorana kuri interineti" bakora imirimo isobanutse neza ku bahanga mu bya porogaramu, cyane cyane imirimo isanzwe ku muhanga mu bya porogaramu wo ku rwego rwo hasi ufite uburambe bw'imyaka mike. Mu yandi magambo, AI ishobora gukora akazi k'umuhanga mu bya porogaramu muto mu bice bimwe na bimwe, ariko uwo muhanga mu bya porogaramu muto ntabura akazi - bahinduka inshingano zo kugenzura AI no guhangana n'imirimo yo ku rwego rwo hejuru AI idashobora gukora. Ndetse no kureba ahazaza, aho abashakashatsi bamwe bateganya ko mu 2040 AI ishobora kwandika byinshi mu mibare yayo ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ), muri rusange bemeranywa ko abantu bashinzwe porogaramu bazakomeza gukenerwa kugira ngo bagenzure, bayobore, kandi batange imbaraga zo guhanga no gutekereza neza imashini zidafite .

Ni ngombwa kandi kumenya ko guteza imbere porogaramu atari ugukora code gusa . Bikubiyemo kuvugana n'abafatanyabikorwa, gusobanukirwa inkuru z'abakoresha, gukorana mu matsinda, no gushushanya ibintu bitandukanye - ahantu hose ubuhanga bw'abantu ari ngombwa. Ikigo gishinzwe ubuhanga mu by'ubwenge (AI) ntigishobora kwicara mu nama n'umukiriya kugira ngo gisobanure icyo cyifuza koko, cyangwa ngo kigire inama ku by'ingenzi cyangwa ngo gitere imbaraga itsinda rifite icyerekezo cy'igicuruzwa runaka. Urwego rw'umuntu ruguma ari ingenzi.

Muri make, ubuhanga bwa AI bufite intege nke zikomeye: nta guhanga udushya nyakuri, nta gusobanukirwa neza aho ibintu biherereye, nta gukunda gukora amakosa, nta kubazwa, kandi nta gusobanukirwa ingaruka zagutse z’ibyemezo bya porogaramu. Ibi byuho niho abantu bakora porogaramu bagaragara. Aho kubona ubuhanga bwa AI nk'ikibazo, bishobora kuba byiza kurushaho kuyifata nk'igikoresho gikomeye cyo kongera imbaraga ku bantu bakora porogaramu - mu gucunga ibintu bisanzwe kugira ngo abantu babashe kwibanda ku bintu by'ingenzi. Igice gikurikiraho kizavuga ku buryo abakora porogaramu bashobora gukoresha ubu buryo bwo kongera imbaraga mu guhindura ubuhanga bwabo n'inshingano zabo kugira ngo bakomeze kugira akamaro kandi bagire akamaro mu isi y'iterambere ryiyongereyeho ubuhanga bwa AI.

Guhuza n'imimerere no gutera imbere mu gihe cya AI

Ku bakora porogaramu n'abakora porogaramu, kwiyongera kwa AI mu gukora porogaramu ntabwo ari ikibazo gikomeye - bishobora kuba amahirwe. Icy'ingenzi ni ukumenyera no gutera imbere hamwe n'ikoranabuhanga. Abiga gukoresha AI bashobora gusanga ari bo cyane kandi bakenewe cyane, mu gihe ababyirengagiza bashobora gusanga basigaye inyuma. Muri iki gice, twibanda ku ntambwe zifatika n'ingamba kugira ngo abakora porogaramu bakomeze kugira uruhare mu iterambere rya AI uko ibikoresho bya AI biba igice cy'iterambere rya buri munsi. Imitekerereze yo gufata ni iyo gukomeza kwiga no gukorana na AI, aho kuba irushanwa. Dore uko abakora porogaramu bashobora guhindura n'ubuhanga bushya n'inshingano bagomba gutekerezaho:

1. Kwakira AI nk'Igikoresho (Iga Gukoresha AI Coding Assistants neza): Mbere na mbere, abakora porogaramu bagomba kwiyumvamo ibikoresho bya AI biboneka. Fata Copilot, ChatGPT, cyangwa izindi AI zo kwandika nk'umufatanyabikorwa mushya wa porogaramu. Ibi bivuze kwiga kwandika ibitekerezo byiza cyangwa ibitekerezo kugira ngo ubone ibitekerezo by'ingirakamaro bya kode, no kumenya uburyo bwo kwemeza cyangwa gukosora byihuse kode yakozwe na AI. Nk'uko uwakora porogaramu yagombaga kwiga kugenzura IDE cyangwa verisiyo ye, kwiga imiterere y'umufasha wa AI birimo kuba igice cy'ubuhanga. Urugero, uwakora porogaramu ashobora kwitoza afata igice cya kode yanditse agasaba AI kuyinoza, hanyuma agasesengura impinduka. Cyangwa, mu gihe utangiye akazi, kavuge mu bitekerezo urebe icyo AI itanga, hanyuma ukanonosora uhereye aho. Uko igihe kigenda gihita, uzakuramo ubushishozi ku byo AI ikora neza n'uburyo bwo kuyikorana nayo. Tekereza nka "iterambere rifashijwe na AI" - ubuhanga bushya bwo kongeramo mu gasanduku kawe k'ibikoresho. Mu by'ukuri, abakora porogaramu ubu bavuga "ubuhanga bwihuse" nk'ubuhanga - kumenya kubaza AI ibibazo bikwiye. Ababishoboye bashobora kugera ku musaruro mwiza cyane bakoresheje ibikoresho bimwe. Wibuke ko “abakora porogaramu bakoresha ubuhanga bwa “AI” bashobora gusimbura abatabikoresha – bityo rero jya wishimira ikoranabuhanga kandi urigire inshuti yawe.

2. Ibande ku Buhanga bwo mu Rwego rwo hejuru (Gukemura Ibibazo, Gushushanya Sisitemu, Ubwubatsi): Kubera ko AI ishobora gukemura ibibazo byo hasi, abakora porogaramu bagomba kuzamuka mu ntera yo gusesengura . Ibi bivuze gushyira imbaraga nyinshi mu gusobanukirwa imiterere ya sisitemu n'ubwubatsi. Tegura ubuhanga mu gusenya ibibazo bigoye, gushushanya sisitemu zishobora kwaguka, no gufata ibyemezo by'ubwubatsi - ahantu ubushishozi bw'abantu ari ingenzi. Ibande ku mpamvu n'uburyo bwo gukemura ikibazo, ntabwo ari iki gusa. Urugero, aho kumara igihe cyawe cyose utunganya imikorere yo gutondeka (mu gihe AI ​​ishobora kukwandikira imwe), fata umwanya usobanukiwe uburyo bwo gutondeka bukwiriye porogaramu yawe n'uburyo ihuye n'urujya n'uruza rw'amakuru ya sisitemu yawe. Gutekereza ku gishushanyo - ukurikije ibyo umukoresha akeneye, urujya n'uruza rw'amakuru, n'imikoranire y'ibice - bizahabwa agaciro kanini. AI ishobora gukora kode, ariko ni umuhanga mu by'ubwubatsi ugena imiterere rusange ya porogaramu kandi akagenzura ko ibice byose bikora neza. Mu kunoza imitekerereze yawe, wigira umuntu w'ingenzi nk'umuntu uyobora AI (n'abandi bagize itsinda) mu kubaka ikintu gikwiye. Nk’uko raporo imwe ireba ahazaza yabivuze, abakora porogaramu bagomba “kwibanda ku bice aho ubwenge bw’abantu budasimburwa, nko gukemura ibibazo, gutekereza ku miterere y’ibishushanyo, no gusobanukirwa ibyo abakoresha bakeneye.” ( Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) bugiye gusimbura abakora porogaramu mu 2025: Kureba mu gihe kizaza )

3. Kongera ubumenyi bwawe bwa AI na ML: Kugira ngo ukore hamwe na AI, bifasha gusobanukirwa AI . Abakora porogaramu si ngombwa ko bose baba abashakashatsi mu bijyanye no kwiga imashini, ariko gusobanukirwa neza uburyo izi moderi zikora bizaba ingirakamaro. Menya iby'ibanze mu kwiga imashini no kwiga byimbitse - ibi ntibyagufasha gusa gufungura inzira nshya z'akazi (kuko akazi gafitanye isano na AI kari gutera imbere ( Ese hari ahazaza ku bahanga mu bya porogaramu? Ingaruka za AI [2024] )), ahubwo bizagufasha no gukoresha ibikoresho bya AI neza kurushaho. Urugero, niba uzi, imbogamizi z'uburyo bunini bw'indimi n'uburyo bwatojwe, ushobora kumenya igihe bushobora gutsindwa no gushushanya ibyo wifuza cyangwa ibizamini byawe. Byongeye kandi, porogaramu nyinshi ubu zirimo gukoresha imikorere ya AI (urugero, porogaramu ifite moteri isaba inama cyangwa chatbot). Umuhanga mu bya porogaramu ufite ubumenyi runaka bwa ML ashobora kugira uruhare muri iyo miterere cyangwa nibura agakorana n'abahanga mu bya siyansi. Ibintu by'ingenzi ugomba gusuzuma mu kwiga birimo: iby'ibanze mu bya siyansi y'amakuru , uburyo bwo gutegura amakuru mbere, amahugurwa ugereranije n'ibitekerezo, n'amahame ngenderwaho ya AI. Menya neza imiterere ya AI (TensorFlow, PyTorch) na serivisi za AI zo mu bicu; nubwo waba utarakora models kuva ku ntangiriro, kumenya guhuza AI API muri porogaramu ni ubuhanga bw'agaciro. Muri make, kuba "umuhanga mu bya AI" bihita biba ingenzi kimwe no kuba uzi gusoma no kwandika ikoranabuhanga rya interineti cyangwa database. Abakora porogaramu bashobora kunyura mu isi ya mudasobwa gakondo na AI bazaba bari mu mwanya mwiza wo kuyobora imishinga y'ejo hazaza.

4. Teza imbere ubuhanga bukomeye bworoshye n'ubumenyi bw'urubuga: Uko ubuhanga bwa AI bufata imirimo ya tekiniki, ubuhanga bwihariye bw'abantu burushaho kuba ingenzi. Itumanaho, gukorera hamwe, n'ubuhanga mu rubuga ni ibintu bigomba gusubirwamo kabiri. Guteza imbere porogaramu akenshi bireba gusobanukirwa ikibazo - byaba ari imari, ubuvuzi, uburezi, cyangwa ikindi gice icyo ari cyo cyose - no kubihinduramo ibisubizo. Ubuhanga bwa AI ntibuzagira icyo bugeraho cyangwa ubushobozi bwo kuvugana n'abafatanyabikorwa, ariko wowe urabikora. Kugira ubumenyi bwinshi mu rwego ukoreramo bigutera kuba umuntu ukunze kwitabwaho mu kwemeza ko porogaramu ihuye n'ibyo ukeneye mu buzima busanzwe. Mu buryo nk'ubwo, shyira imbaraga mu buhanga bwawe bwo gukorana: ubujyanama, ubuyobozi, no guhuza ibikorwa. Amatsinda azakenera abashinzwe iterambere bakuru kugira ngo basuzume kode (harimo kode yanditse ya AI), kugira ngo bahugure abanyeshuri bato ku mikorere myiza, no guhuza imishinga igoye. Ubuhanga bwa AI ntibukuraho ko abantu bagomba gukorana mu mishinga. Mu by'ukuri, hamwe no gukora kode ya AI, ubujyanama bw'umukozi mukuru ushobora guhinduka ujya kwigisha abanyeshuri bato uburyo bwo gukorana na AI no kwemeza umusaruro wayo , aho kwandika umurongo usimbura. Kubasha kuyobora abandi muri ubu buryo bushya ni ubuhanga bw'agaciro. Nanone, gerageza gutekereza neza – banza ubaze kandi ugerageze umusaruro wa AI, kandi ushishikarize abandi kubikora. Guteza imbere gushidikanya no kugenzura neza bizakurinda kwiringira AI mu buryo buhumyi kandi bigabanye amakosa. Mu by'ukuri, kunoza ubumenyi AI ibura: gusobanukirwa abantu n'aho ibintu biherereye, gusesengura neza, no gutekereza ku nzego zitandukanye.

5. Kwiga no Guhuza n'Impinduka mu Buhanga bwo Kumenya Gukoresha Ikoranabuhanga: Umuvuduko w'impinduka mu buhanga bwo gukora imibonano mpuzabitsina (AI) urihuta cyane. Icyo abantu bumva ko ari iterambere muri iki gihe gishobora kuba kidasaza mu myaka mike. Abahanga mu gukora ikoranabuhanga bagomba kwemera kwiga ubuzima bwabo bwose kurusha ikindi gihe cyose. Ibi bishobora gusobanura kugerageza buri gihe abafasha bashya mu gukora ikoranabuhanga rya AI, gufata amasomo yo kuri interineti cyangwa impamyabumenyi muri AI / ML, gusoma blogs z'ubushakashatsi kugira ngo bakomeze kumenya ibigiye kuba, cyangwa kwitabira imiryango y'abahanga mu gukora ikoranabuhanga rya AI. Guhuza n'impinduka ni ingenzi - kwitegura gukoresha ibikoresho bishya n'imikorere uko bigiye kugaragara. Urugero, niba hari igikoresho gishya cya AI gishobora gukora ikoranabuhanga rya UI uhereye ku bishushanyo, umuhanga mu gukora ikoranabuhanga agomba kuba yiteguye kubyiga no kubishyiramo, akibanda ku kunoza UI yakozwe cyangwa kunoza amakuru y'uburambe bw'abakoresha ikoranabuhanga ryabuze. Abafata kwiga nk'igice gihoraho cy'umwuga wabo (nk'uko abahanga benshi basanzwe babikora) bazasanga byoroshye guhuza iterambere rya AI. Imwe mu ngamba ni uguha igice gito cy'icyumweru cyawe kwiga no kugerageza - kubifata nk'ishoramari mu hazaza hawe. Amasosiyete arimo kandi gutangira gutanga amahugurwa ku bahanga mu gukoresha ibikoresho bya AI neza; gukoresha ayo mahirwe bizagushyira imbere. Abakora porogaramu bazatera imbere ni ababona ubuhanga bwa AI nk'umufatanyabikorwa ugenda utera imbere kandi bagakomeza kunoza uburyo bwabo bwo gukorana n'uwo mufatanyabikorwa.

6. Suzuma Inshingano Ziri Kuzamuka n'Inzira z'Umwuga: Uko AI igenda ihinduka iterambere, amahirwe mashya y'akazi arimo kugaragara. Urugero, Prompt Engineer cyangwa AI Integration Specialist ni inshingano zibanda ku gushyiraho uburyo bukwiye bwo gukoresha AI mu bicuruzwa. Urugero ni AI Engineer cyangwa AI Auditor – inshingano zibanda ku gusuzuma umusaruro wa AI kugira ngo hamenyekane uruhande rubogamye, kubahiriza amategeko, no gutungana. Niba ushishikajwe n'ibyo bice, kwishyira mu mwanya ufite ubumenyi bukwiye bishobora gufungura izi nzira nshya. Ndetse no mu nshingano zisanzwe, ushobora gusanga hari ahantu nka "AI-assisted frontend developer" vs "AI-assisted backend developer" aho buri imwe ikoresha ibikoresho byihariye. Reba uburyo imiryango itunganya amakipe akikije AI. Hari ibigo bifite "AI guilds" cyangwa ibigo by'indashyikirwa byo kuyobora ishyirwaho rya AI mu mishinga - gukora cyane muri ayo matsinda bishobora kugushyira ku isonga. Byongeye kandi, tekereza gutanga umusanzu mu iterambere ry'ibikoresho bya AI ubwabyo: urugero, gukora ku mishinga ifunguye iteza imbere ibikoresho by'abakora (wenda kongera ubushobozi bwa AI bwo gusobanura code, nibindi). Ibi ntibituma urushaho gusobanukirwa ikoranabuhanga gusa, ahubwo binagushyira mu muryango uyoboye impinduka. Ikintu cy'ingenzi ni ugukora ibishoboka byose kugira ngo urusheho gukora akazi neza . Niba ibice bimwe na bimwe by'akazi kawe bitangiye gukora mu buryo bwikora, jya witegura guhindura imirimo igena, igenzura cyangwa yongera ibyo bice byikora.

7. Kubungabunga no Kwerekana Ubwiza bw'Umuntu: Mu isi aho ubuhanga bwo gukora porogaramu za mudasobwa (AI) bushobora gukora porogaramu zisanzwe ku kibazo gisanzwe, abakora porogaramu za mudasobwa (developer) bagomba kwihatira gutanga bidasanzwe kandi byumvikana (AI) bitashoboka. Ibi bishobora gusobanura kwibanda ku bunararibonye bw'umukoresha, kunoza imikorere mu bihe bidasanzwe, cyangwa kwandika kode isuku kandi yanditse neza (AI ntabwo ari nziza mu kwandika inyandiko zifite ishingiro cyangwa ibitekerezo byumvikana by'amakode - ushobora kongeramo agaciro!). Jya ushyiramo ubumenyi bw'umuntu mu kazi: urugero, niba ubuhanga bwo gukora porogaramu za mudasobwa (AI) bukora kode, wongeramo ibitekerezo bisobanura impamvu mu buryo undi muntu ashobora gusobanukirwa nyuma, cyangwa ukayihindura kugira ngo isomeke neza. Ubikoze, wongeraho urwego rw'ubunyamwuga n'ubuziranenge bubura mu kazi gakozwe n'imashini gusa. Uko igihe kigenda gihita, kubaka izina rya porogaramu nziza "ikora neza" mu isi nyayo bizagutandukanya. Abakiriya n'abakoresha bazaha agaciro abakora porogaramu bashobora guhuza imikorere ya mudasobwa n'ubuhanga bw'abantu .

Reka turebe kandi uburyo inzira z'uburezi zishobora guhinduka. Abahanga mu bya tekiniki bashya binjiye muri urwo rwego ntibagomba kwirinda ibikoresho bya AI mu myigire yabo. Ibinyuranye n'ibyo, kwiga ukoresheje AI (urugero, gukoresha AI mu gufasha mu mirimo yo mu rugo cyangwa imishinga, hanyuma ugasesengura ibyavuye mu bushakashatsi) bishobora kwihutisha ubumenyi bwabo. Ariko, ni ngombwa kandi kwiga ibintu by'ibanze mu buryo bwimbitse - algorithms, imiterere y'amakuru, n'ibitekerezo by'ingenzi bya porogaramu - kugira ngo ugire ishingiro rikomeye kandi umenye igihe AI ​​iri mu nzira yo kuyobya. Kubera ko AI ikora imyitozo yoroshye yo kwandika, amasomo ashobora gushyira uburemere ku mishinga isaba gushushanya no guhuza. Niba uri mushya, ibande ku kubaka portfolio igaragaza ubushobozi bwawe bwo gukemura ibibazo bigoye no gukoresha AI nk'imwe mu bikoresho byinshi.

Kugira ngo usobanure ingamba zo guhindura imikorere: ba umupilote, ntugakoreshe umugenzi. Koresha ibikoresho bya AI, ariko ntukabishingikirizeho cyane cyangwa ngo wishime. Komeza kunoza imiterere yihariye y'iterambere ry'abantu. Grady Booch, umuhanga mu by'ubwubatsi bw'ikoranabuhanga, yabivuze neza ati: “AI igiye guhindura by'umwihariko icyo bivuze kuba umuhanga mu bya porogaramu. Ntabwo izakuraho abakora porogaramu, ahubwo izabasaba guteza imbere ubumenyi bushya no gukora mu buryo bushya.” ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ). Mu guteza imbere ubwo bumenyi bushya n'uburyo bwo gukora, abakora porogaramu bashobora kwemeza ko bazakomeza kuba ingenzi mu mirimo yabo.

Muri make iki gice, dore urutonde rw'ibanze rw'abakora porogaramu bashaka gukomeza akazi kabo mu gihe kizaza mu gihe cya AI:

Bakurikije izi ngamba, abakora porogaramu bashobora guhindura impinduramatwara ya AI bakayigira inyungu. Abazihindura bazasanga AI yongera ubushobozi bwabo kandi ikabaha ubushobozi bwo gukora porogaramu nziza kurusha mbere hose, aho kuyihindura ishaje.

Icyerekezo cy'ejo hazaza: Ubufatanye hagati ya AI n'abashinzwe iterambere

Ese ahazaza hazaba hameze gute ku bijyanye na porogaramu mu isi iyobowe na AI? Dushingiye ku miterere iriho ubu, dushobora kwitega ahazaza aho AI n'abakora porogaramu bakorana bya hafi . Uruhare rw'umukora porogaramu ruzakomeza guhinduka rugana ku mwanya w'ubugenzuzi n'ubuhanga, aho AI ikora byinshi mu "bikorwa biremereye" iyobowe n'abantu. Muri iki gice gisoza, turagaragaza bimwe mu bihe bizaza kandi twizeza ko icyerekezo cy'abakora porogaramu gishobora gukomeza kuba cyiza - mu gihe dukomeje kumenyera.

Mu gihe cya vuba (mu myaka 5-10 iri imbere), birashoboka cyane ko ubuhanga bwa AI buzaba buri hose mu iterambere nk'uko mudasobwa ubwazo zibikora. Nk'uko nta muhanga mu by'ikoranabuhanga muri iki gihe wandika kode nta muhanga mu by'ikoranabuhanga cyangwa nta Google/StackOverflow ihari, vuba aha nta muhanga mu by'ikoranabuhanga uzandika kode nta bufasha bwa AI bukoreshwa inyuma. Inzego z'iterambere ryinjijwe (IDEs) zirimo guhinduka kugira ngo zishyiremo ibintu bikoresha AI mu by'ingenzi (urugero, abahindura kode bashobora kugusobanurira kode cyangwa bagatanga inama ku mpinduka zose za kode mu mushinga). Dushobora kugera aho akazi k'ingenzi k'umuhanga mu by'ikoranabuhanga ari ugushyiraho ibibazo n'imbogamizi mu buryo AI ishobora kumva, hanyuma tugatunganya kandi tukanoza ibisubizo AI itanga . Ibi bisa n'uburyo bwo ku rwego rwo hejuru bwa porogaramu, rimwe na rimwe bwitwa "prompt programming" cyangwa "AI orchestration."

Ariko, ishingiro ry'ibigomba gukorwa - gukemura ibibazo ku bantu - ntiryahindutse. AI yo mu gihe kizaza ishobora kuba ishobora gukora porogaramu yose ivuye mu bisobanuro ("nyubakire porogaramu igendanwa yo gutumiza abaganga"), ariko akazi ko gusobanura iyo bisobanuro, kwemeza ko ari ukuri, no kunoza umusaruro kugira ngo abakoresha bashimishe abahanga (hamwe n'abashushanya, abacunga ibicuruzwa, n'abandi). Mu by'ukuri, niba gukora porogaramu z'ibanze byoroshye, guhanga udushya n'udushya muri porogaramu bizaba ingenzi cyane mu gutandukanya ibicuruzwa. Dushobora kubona iterambere rya porogaramu, aho porogaramu nyinshi zisanzwe zikorwa na AI, mu gihe abakora porogaramu bibanda ku mishinga igezweho, igoye, cyangwa ihanga irenga imipaka.

Hari kandi amahirwe ko imbogamizi zo kwinjira muri porogaramu zagabanywa - bivuze ko abantu benshi batari injeniyeri za porogaramu gakondo (urugero, inzobere mu bucuruzi cyangwa umuhanga mu bya siyansi cyangwa umucuruzi) bashobora gukora porogaramu bakoresheje ibikoresho bya AI (gukomeza igikorwa cya "no-code/low-code" gitangwa na AI). Ibi ntibikuraho ko hakenewe abakora porogaramu b'inzobere; ahubwo birayihindura. Abakora porogaramu bashobora gufata umwanya wo gutanga inama cyangwa kuyobora muri bene ibyo bihe, bakareba ko izi porogaramu zakozwe n'abaturage zitekanye, zikora neza kandi zishobora kubungabungwa. Abakora porogaramu b'inzobere bashobora kwibanda ku kubaka porogaramu na API zikoreshwa n' "abatakora porogaramu" bafashijwe na AI.

Mu bijyanye n'akazi, imirimo imwe n'imwe yo gukora porogaramu ishobora kugabanuka mu gihe indi ikura. Urugero, imyanya imwe n'imwe yo gukora porogaramu ishobora kugabanuka mu gihe amasosiyete yishingikiriza kuri AI mu mirimo yoroshye. Umuntu ashobora kwiyumvisha ikigo gito mu gihe kizaza gikeneye kimwe cya kabiri cy'abakora porogaramu bato kuko abakora porogaramu zabo bakuru, bafite AI, bashobora gukora akazi kenshi k'ibanze. Ariko icyarimwe, hazagaragara imirimo mishya rwose (nk'uko twabivuze mu gice cyo guhindura imikorere). Byongeye kandi, uko porogaramu zigenda zinjira mu bukungu (hamwe na porogaramu zikora AI zigenewe ibyo bakeneye), umubare w'imirimo ijyanye na porogaramu ushobora gukomeza kwiyongera. Amateka agaragaza ko ikoranabuhanga rikunze gutuma habaho myinshi mu gihe kirekire , nubwo ari imirimo itandukanye - urugero, ikoranabuhanga ry'imirimo imwe n'imwe yo gukora ryatumye imirimo yo gushushanya, kubungabunga no kunoza sisitemu zikora. Mu rwego rwa AI na porogaramu, nubwo imirimo imwe n'imwe umushakashatsi muto yakoraga ari iy'ikoranabuhanga, urwego rusange rw'ibyo porogaramu dushaka gukora ruriyongera (kuko ubu bihendutse/byihuta kuyikora), bishobora gutuma habaho myinshi bityo bikaba ngombwa ko habaho kugenzura abantu benshi, gucunga imishinga, kubaka, nibindi. Raporo yakozwe n'Ihuriro ry'Ubukungu bw'Isi ku mirimo iri imbere yagaragaje ko inshingano mu iterambere rya porogaramu na AI ziri mu ziyongera mu gukenerwa, zitagabanuka, bitewe n'impinduka mu ikoranabuhanga.

Twagombye kandi gusuzuma ibyahanuwe mu 2040 byavuzwe mbere: abashakashatsi bo muri Oak Ridge National Lab bavuze ko mu 2040, "imashini ... zizandika inyinshi muri kode zazo" ( Ese Hariho Ahazaza h'Abahanga mu bya Porogaramu? Ingaruka za AI [2024] ). Niba ibyo bigaragaye ko ari ukuri, ni iki gisigaye ku bantu bakora porogaramu? Birashoboka ko, kwibanda ku buyobozi bwo ku rwego rwo hejuru cyane (kubwira imashini icyo twifuza ko zigeraho mu buryo bwagutse) no ku bice birimo guhuza uburyo bugoye, gusobanukirwa imitekerereze y'abantu, cyangwa imiterere mishya y'ibibazo. Nubwo bimeze bityo, abantu bazagira inshingano nk'iz'abashushanya ibicuruzwa, abahanga mu bya ngombwa, n'abatoza /abagenzura AI . Kode ishobora kwiyandika ubwayo, ariko umuntu agomba guhitamo kode igomba kwandikwa n'impamvu , hanyuma akagenzura ko umusaruro wa nyuma ari wo kandi ujyanye n'intego. Birasa n'uburyo imodoka zitwara zonyine zishobora kwitwara, ariko uracyabwira imodoka aho ijya no kwivanga mu bihe bigoye - hamwe n'abantu bashushanya imihanda, amategeko y'umuhanda, n'ibikorwa remezo byose biyikikije.

Bityo, impuguke nyinshi zitekereza ahazaza h'ubufatanye , atari ugusimbura . Nk'uko ikigo kimwe cy'ubujyanama mu ikoranabuhanga cyabivuze, "ejo hazaza h'iterambere si amahitamo hagati y'abantu cyangwa AI ahubwo ni ubufatanye bukoresha ibyiza byombi." ( Ese AI Igiye Gusimbura Abakora Inganda mu 2025: Kureba Hazaza ) Nta gushidikanya ko AI izahindura iterambere rya porogaramu, ariko ni uguhinduka k'uruhare rw'uwakora Inganda kuruta kuzimira burundu. Abakora Inganda "bemera impinduka, bagahindura ubuhanga bwabo, kandi bakibanda ku bintu byihariye by'umuntu mu kazi kabo" bazasanga AI yongera ubushobozi bwabo aho kugabanya agaciro kayo.

Dushobora kugaragaza ikintu kimwe n'ikindi kintu: tekereza ku izamuka ry'igishushanyo mbonera gifashijwe na mudasobwa (CAD) mu buhanga n'ubwubatsi. Ese ibyo bikoresho byasimbuye injeniyeri n'abubatsi? Oya - byatumye birushaho gutanga umusaruro kandi bibafasha gukora ibishushanyo mbonera bigoye kurushaho. Ariko guhanga udushya no gufata ibyemezo byakomeje kuba ingenzi. Mu buryo nk'ubwo, ubuhanga bwo gukora ibintu bushobora gufatwa nk'ikoranabuhanga rifasha mudasobwa - rizafasha mu guhangana n'ingorane no gukora akazi k'ubusa, ariko umuhanga mu by'ubwubatsi aracyari umuhanga mu by'ubwubatsi n'ufata ibyemezo.

Mu gihe kirekire, niba dutekereza ko AI iteye imbere koko (urugero, ubwoko bumwe bwa AI rusange bushobora gukora byinshi mu byo umuntu ashoboye), impinduka mu mibereho no mu bukungu zaba nini cyane kuruta muri porogaramu gusa. Ntituragera aho, kandi dufite ububasha buhambaye ku buryo dushyira AI mu kazi kacu. Inzira nziza ni ugukomeza gushyira AI mu buryo bwongerera ubushobozi abantu . Ibyo bivuze gushora imari mu bikoresho n'imikorere (na politiki) bituma abantu bakomeza kugaragara. Tumaze kubona amasosiyete ashyiraho imiyoborere ya AI - amabwiriza y'uburyo AI igomba gukoreshwa mu iterambere kugira ngo habeho umusaruro mwiza kandi ufatika ( Ubushakashatsi bwerekana ingaruka AI igira ku bunararibonye bw'abakora umushinga - Blog ya GitHub ). Iyi nzira ishobora kwiyongera, ikagaragaza ko kugenzura abantu ari kimwe mu bigize umurongo ngenderwaho w'iterambere rya AI.

Mu gusoza, ikibazo kigira kiti “Ese ubuhanga bwo gukora porogaramu (AI) buzasimbura abakora porogaramu?” gishobora gusubizwa: Oya – ariko bizahindura cyane ibyo abakora porogaramu bakora. Ibice bisanzwe bya porogaramu biri mu nzira yo kwikora ahanini. Ibice bihanga, bigoye, kandi byibanda ku bantu birahari, kandi koko bizarushaho kugaragara. Ahazaza hashobora kubaho abakora porogaramu bakorana n'abafasha b'abahanga mu gukora porogaramu (AI) bakomeye, nk'uko bimeze ku mukozi w'itsinda. Tekereza kugira umukozi ukora mu gukora porogaramu (AI) ushobora gukora kode amasaha 24/7 – ni umusaruro mwiza, ariko iracyakeneye umuntu uyibwira imirimo igomba gukora no kugenzura akazi kayo.

Umusaruro mwiza uzagerwaho n'abafata AI nk'abafatanya bikorwa. Nk'uko umuyobozi mukuru umwe yabivuze, “AI ntabwo izasimbura abakora porogaramu, ahubwo abakora porogaramu bakoresha AI bazasimbura abatabikora.” Mu buryo bufatika, ibi bivuze ko inshingano ari ku bashinzwe ikoranabuhanga kugira ngo bahindure ikoranabuhanga. Umwuga wo gukora porogaramu ntupfa - ni uguhindura imikorere . Hazabaho porogaramu nyinshi zo kubaka n'ibibazo byo gukemura mu gihe kizaza, wenda kurusha uyu munsi. Mu gukomeza kwigishwa, gukomeza guhuza no kwibanda ku byo abantu bakora neza, abakora porogaramu bashobora kubona umwuga mwiza kandi ushimishije ku bufatanye na AI .

Hanyuma, birakwiye kwishimira ko turimo kwinjira mu gihe abakora porogaramu bafite imbaraga zikomeye. Abakora porogaramu bazagera ku byo byatwaraga iminsi myinshi, kandi bagakemura ibibazo bitari bihari, bakoresheje ubuhanga bwa AI. Aho kugira ubwoba, igitekerezo cyo gukomeza gishobora kuba icyo kugira icyizere no gushishikazwa . Igihe cyose twegereye ubuhanga bwa AI dufunguye amaso yacu - tuzi neza aho bugarukira kandi twitaye ku nshingano zacu - dushobora gushyiraho ahazaza aho ubuhanga bwa AI n'abakora porogaramu hamwe bubaka sisitemu za porogaramu zitangaje, zirenze kure ibyo umwe muri bo yakora wenyine. Guhanga udushya mu bantu hamwe n'imikorere myiza ya mashini ni uruhurirane rukomeye. Amaherezo, ntabwo ari ugusimbuza , ahubwo ni uguhuza ibikorwa. Inkuru ya AI n'abakora porogaramu iracyanditswe - kandi izanditswe n'abantu n'imashini , hamwe.

Inkomoko:

1. Brainhub, “Ese hari ahazaza ku bahanga mu bya porogaramu? Ingaruka za AI [2024]” ( Ese hari ahazaza ku bahanga mu bya porogaramu? Ingaruka za AI [2024] ).

2. Brainhub, amagambo y'inzobere yavuzwe na Satya Nadella na Jeff Dean kuri AI nk'igikoresho, ntabwo ari ikintu cyasimbura ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ) ( Ese Hari Ahazaza ku Bahanga mu bya Porogaramu? Ingaruka za AI [2024] ).

3. Hagati (PyCoach), “Ese AI izasimbura Abakora Porogaramu? Ukuri Kwihishe inyuma y’Iyi hype” , yerekana ukuri gutandukanye ugereranije n’inyikirizo ( Ese AI izasimbura Abakora Porogaramu? Ukuri Kwihishe inyuma y’Iyi hype | by The PyCoach | Artificial Corner | Werurwe, 2025 | Hagati ) hamwe n’amagambo ya Sam Altman avuga ko AI ari nziza mu mirimo ariko atari akazi kose.

4. DesignGurus, “Ese AI Igiye Gusimbura Abakora Inganda… (2025)” , ishimangira ko AI izazamura kandi ikazamura abakora inganda aho kubahindura abakoresha ( Ese AI Igiye Gusimbura Abakora Inganda muri 2025: A Sneak Peek into the Future ) kandi ikagaragaza ahantu AI idindira (ubuhanga, imiterere, amahame mbwirizamuco).

5. Ubushakashatsi ku batezimbere ba Stack Overflow 2023, ikoreshwa ry'ibikoresho bya AI ku kigero cya 70% by'abatezimbere, icyizere gito mu kuri (3% cyizewe cyane) ( 70% by'abatezimbere bakoresha ibikoresho bya AI, 3% bizera cyane ukuri kwabyo - ShiftMag ).

6. Ubushakashatsi bwa GitHub bwo mu 2023, bwerekana ko 92% by'abakora porogaramu za mudasobwa bagerageje gukoresha porogaramu za AI kandi 70% babona inyungu ( Ubushakashatsi bwerekana ingaruka za AI ku bunararibonye bw'abakora porogaramu za mudasobwa - Blog ya GitHub ).

7. Ubushakashatsi bwa GitHub Copilot, bugaragaza ko kurangiza akazi byihuse ku kigero cya 55% hakoreshejwe ubufasha bwa AI ( Ubushakashatsi: gupima ingaruka za GitHub Copilot ku musaruro n'ibyishimo by'abakora porogaramu - Blog ya GitHub ).

8. GeekWire, kuri AlphaCode ya DeepMind ikora ku rwego rw’abakora porogaramu za mudasobwa (54%) ariko ikaba ikora cyane ( AlphaCode ya DeepMind ihura n’ubushobozi bw’abakora porogaramu ).

9. IndiaToday (Gashyantare 2025), incamake y'icyerekezo cya Sam Altman cy'uko "abakozi bakorana" na AI bakora imirimo y'abahanga bato ariko "ntibazasimbura burundu abantu" ( Sam Altman avuga ko abakozi ba AI bazakora imirimo ikorwa n'abahanga muri porogaramu za mudasobwa vuba aha: Inkuru yuzuye mu ngingo 5 - India Today ).

10. McKinsey & Company, igereranya ko akazi kagera kuri 80% by'imirimo yo gukora porogaramu kazakomeza kuba iy'abantu nubwo ikoranabuhanga rikora ( Ese hari ahazaza ku bahanga mu bya mudasobwa? Ingaruka za AI [2024] ).

Ingingo ushobora gukunda gusoma nyuma y'iyi:

🔗 Ibikoresho byiza byo gutegura porogaramu ya AI.
Suzuma ibikoresho bikomeye bya AI bishobora gukorana nawe nk'umufatanyabikorwa mu gukora porogaramu kugira ngo wongere imikorere yawe mu iterambere.

🔗 Ni iki gikwiye mu gukora porogaramu za AI – Abajyanama bakomeye mu gukora porogaramu za AI
ni imfashanyigisho nziza cyane mu gukora porogaramu za AI, kuzikosora no kuzihutisha.

🔗 Guteza imbere porogaramu z'ubwenge bw'ubukorano - Guhindura ahazaza h'ikoranabuhanga
Sobanukirwa uburyo ubuhanga bwo gukora imibonano mpuzabitsina (AI) burimo guhindura uburyo porogaramu yubakwa, igeragezwa, kandi igashyirwa mu bikorwa.