Ƙarshe-zuwa-Ƙarshe Project, Amfani da Haƙƙin Amfani da Hankali na Artificial da Taswirar Hanya a cikin Sana'a

Riba:

• Ikon haɓaka fasalin wayar hannu ƙarshen-zuwa-ƙarshe da tabbatarwa a cikin ƙira, lamba, haɗin AI, sirri, gwaji, ɓarna, aiki da matakan sakin.
• Ikon kafa tsarin yin amfani da alhaki da ɗabi'a na hankali na wucin gadi tare da ka'idodin bayyana gaskiya, tabbatarwa-asusun gaskiya da adalci-rashin lahani.
• Samun damar ƙirƙirar ƙwararrun ƙwararrun ƙwararrun ƙwararrun ta hanyar rarrabe wuraren da hankali na wucin gadi ke da ƙarfi da rauni da kiyaye yanke shawara ta ƙarshe a hannun mutane.

A cikin wannan tsarin, mun yi amfani da AI a kowane mataki na ci gaban wayar hannu: ƙirƙira lambar, dubawa, na'ura da haɗin kai na AI, gwaji, lalatawa, aiki, sirri, da isar da ajiya. A cikin wannan naúrar ta ƙarshe, za mu haɗa duk waɗannan ɓangarorin zuwa ƙarshen ƙarshen-zuwa-ƙarshe guda ɗaya, mu fayyace tsarin yin amfani da AI mai alhakin da ɗa'a, kuma muyi magana game da yadda za a juya waɗannan ƙwarewar zuwa aikin ƙwararru mai dorewa. Babban saƙon bai canza ba, amma yanzu an kafa shi da ƙarfi: AI wani ƙarfi ne wanda ke haɓaka ingantaccen mai haɓaka wayar hannu; ba madadin ba. Mutum ne ke da alhakin inganci, aminci da alkawarin samfurin ga mai amfani.

Siffar ƙare-zuwa-ƙarshe: haɗa sassa

Haɓaka fasalin gaske daga farkon zuwa ƙarshe tare da tallafin AI yana haɗa kowane ɗayan da muka koya a cikin sarkar. Misali: "ƙara kashe kuɗi daga karɓa" fasalin. Gudun yana aiki kamar haka:

1. Zane (Raka'a 3). Draft the screen and four states (loading/empty/error/full) with AI, request accessibility from the beginning.
2. Code (Raka'a 2). Ƙirƙirar kyamara, ƙirar bayanai da Layer ViewModel ta Layer tare da MVVM; tabbatar da kowane Layer.
3. Kan-na'urar AI (Naúrar 4). Karanta adadin / kwanan wata daga karɓa tare da gane rubutu na ML Kit; Yi la'akari da ƙaddamarwa da ƙaddamar da amincewa.
4. Sirri (Saka ta 9). Nemi izinin kyamara tare da mafi ƙarancin gata, rubuta yanayin ƙi, ajiye bayanai akan na'urar.
5. Gwaji (Raka'a 6). Ƙirƙirar gwaje-gwajen raka'a na dabaru na hakar, gwajin UI na nuni; Haɗa jihohin kan iyaka.
6. Gyara kurakurai (Saka ta 7). Shin AI yayi nazarin hadarurruka tare da mahallin kuma ya warware tushen dalilin.
7. Aiki (Saka ta 8). Auna farashin baturi na sarrafa kyamara kuma saita shi mai dacewa da baturi.
8. Watsawa (Raka'a 10). Ba da rahoton amfani da AI a bayyane, cika fom ɗin sirri da gaske, kuma gudanar da gwajin kai.

A kowane mataki, AI yana haɓaka, ɗan adam yana tabbatarwa kuma ya yanke shawara. Wannan madauki shine jigon module.

Tukwici: Kada ku yi ƙoƙarin sanya AI ta yi fasalin hadaddun tare da buƙatu mai girma ɗaya. Rarraba shi cikin matakan tabbatattu kamar na sama. Gwajin fitarwa na kowane mataki da motsawa zuwa na gaba yana da aminci kuma a ƙarshe sauri; Domin kun kama babban kuskure ba a ƙarshe ba, amma a mataki na farko.

Yin amfani da alhaki da da'a na AI

Gwajin fasaha kadai bai isa ba; tsarin da ke da alhakin kammala shi. Ka'idoji guda uku:

Bayyana gaskiya. Dole ne mai amfani ya san cewa yana hulɗa da AI. Sirrin AI shine cin amana. Abun da aka samar da AI an yiwa alama; Ana gabatar da shawarar AI a matsayin "shawara mai taimako" maimakon "gaskiya mai wuya."

Tabbatarwa da alƙawari. Fitowar AI shine wurin farawa, ba samfurin da aka gama ba. Kuna da alhakin kowane layi na lambar da aka buga, kowane amsa AI, kowane ma'amalar bayanai. "AI ta rubuta ta haka" ba tsaro ba ne.

Adalci da rashin alfasha. Samfuran AI na iya ɗaukar son zuciya daga bayanan da aka horar da su. A facial recognition may work worse on some skin colors, a recommendation engine may exclude a group. Alhakin ku ne don gwada cewa samfurin ku yana aiki daidai da ƙungiyoyin masu amfani daban-daban.

Hankali: Duk wata dabara da kuka koya a fagen IT da tsaro ana amfani da ita kawai don dalilai masu izini da ma'ana. Yin amfani da AI don ƙirƙirar malware, fasa aikace-aikacen wani ba tare da izini ba, tattara bayanan mai amfani ba tare da izini ba, ko samar da abun ciki na yaudara ba bisa ƙa'ida ba ne kuma ya saba wa ɗa'a na sana'a. Ana bayyana ma'aunin iko inda ba ku amfani da shi.

Gane iyakokin AI

Balagagge mai haɓaka ya san inda AI ke haskakawa da kuma inda ya ragu.

AI yana da ƙarfi

AI yana da rauni

Mold code, samar da tukunyar jirgi

Samfura da yanke shawara na gine-gine

Gwaji da daftarin aiki

Fahimtar mahallin kasuwanci da mai amfani

Karatun log ɗin ɓarna, duban kuskure

Tabbatacciyar ganewar asali (ana buƙatar tabbaci)

Koyo, bayanin ra'ayi

Bayanin API na yanzu/marasa ƙirƙira

Rubutu, bayanin, fassarar

Da'a, tsaro da yanke hukunci na ƙarshe na shari'a

Ciki wannan bambance-bambancen shine mabuɗin don amfani da AI yadda ya kamata da kuma guje wa ramukan sa.

uku mini lokuta

Case 1 - Gudun ƙarewa zuwa ƙarshe. Ɗayan mai haɓaka solo ya gama fasalin "wanda aka cire" a cikin kwanaki 4 tare da kwararar matakai 8 a sama; Ba tare da AI kimantawa ya kasance kwanaki 12 ba. But because he verified every step, the publication was approved the first time. Gudun ya kasance na gaske saboda horo na gaske ne. Darasi: Tabbatar da AI + yana da sauri fiye da AI - tabbaci.

Case 2 - Bias kama. Yayin gwajin fasalin hasashen suna na tushen AI, ƙungiyar ta lura da kurakurai na tsari a cikin wasu sunayen Turkawa; an horar da samfurin akan yawancin bayanan Ingilishi. An canza fasalin zuwa tambayar mai amfani maimakon yin zato mara kyau. Darasi: aikin mai haɓakawa ne don gwada ƙishin horon ƙirar.

Case 3 - Tsaron "AI ya faɗi haka" ya rushe. Mai haɓakawa ya buga lambar biyan kuɗi ta AI ba tare da tabbatar da shi ba; A wani matsanancin hali lambar tana yin tarin abubuwa biyu. Ba a cire alhakin da cewa "AI ya rubuta shi"; A matsayin ma'ajin asusun, shi mai haɓakawa ne. Darasi: Ba za a iya wakilta alhakin ba.

Rauni mai ƙarfi / Ƙarfi mai ƙarfi

Rarraunan hanzari: "Rubuta mani cikakkiyar aikace-aikacen sikanin rasit."

Ƙarfin faɗakarwa: "Taimaka min haɓaka fasalin 'ƙara kuɗi daga karɓa' mataki-mataki. Bari mu ci gaba da tsari, lokacin da na tabbatar da amincewa da kowane mataki, matsa zuwa na gaba: 1) Allon + jihohi huɗu + accessibility2) MVVM Layer (kyamara, samfurin, ViewModel) 3) Adadin karatu / kwanan wata daga karɓa tare da ML Kiteravil amincewa da amincewa 5) Gwajin naúrar da UI Faɗa mani kasada da maki da nake buƙatar tabbatarwa a kowane mataki."

Samfura masu kwafi

Samfurin tsarawa na ƙarshe zuwa ƙarshe: "Zan haɓaka fasalin mai zuwa: [fasalin]. Rarraba shi cikin matakan tabbatarwa: ƙira, lambar, haɗin AI, sirri / izini, gwaji, aiki, saki. Rubuta abubuwan fitarwa, haɗari, da ma'aunin tabbatarwa ga kowane mataki.

Samfurin duba ɗabi'a / son zuciya: "Bincika fasalin AI mai zuwa don adalci da son rai: [fasali]. Waɗanne ƙungiyoyin masu amfani za su iya yin rashin ƙarfi? Ta yaya bayanan horo ke tasiri son zuciya? Ta yaya zan gwada shi, ta yaya zan sa ya zama mai haɗawa?

Samfurin bincika lissafin lissafi: "Jera tambayoyin da ya kamata in yi kafin in fitar da wannan lambar da aka samar da AI: shin na fahimce shi, na gwada shi, ba shi da lafiya, shin yana da gaskiya ga mai amfani, shin yana da doka/da'a?"

Samfuran koyo na ci gaba: "Bayar da wani tsari mai amfani na mako 4 don inganta ƙwarewar AI na a cikin mai haɓaka wayar hannu: batu guda ɗaya kowane mako (lambar, haɗin kai, gwaji, saki), tare da manufar ƙaramin aiki da al'ada tabbatarwa."

Kuskuren gama gari

• Samar da hadaddun fasali tare da buƙatu mai girma ɗaya. Ba za a iya tabbatarwa ba; karya shi cikin matakai.
• Nisantar alhakin ta hanyar cewa "AI ya rubuta haka". Kuna da alhakin lambar da aka buga.
• Ba gwaji don son zuciya ba. Samfurin na iya yin aiki mara kyau a wasu ƙungiyoyi; Gwada adalci.
• Boye hulɗar AI daga mai amfani. Gaskiya ita ce ginshikin amana.
• Mantawa da iyakokin AI. Mutane suna da ra'ayin ƙarshe akan gine-gine, ɗa'a da API na yanzu.
• Don daina koyo. Kayan aiki da dokokin shaguna suna canzawa da sauri; Kasance da sabuntawa akai-akai.

a takaice

Ƙarshen Ƙarshen Ƙarshen Ƙarshen Ƙarshen Ƙarshen Ƙarshe yana haɗuwa da duk sassan tsarin a cikin sarkar: ƙira, lamba, haɗin kai na AI, sirri, gwaji, ƙaddamarwa, aiki da saki. A kowane mataki, AI yana haɓakawa, ɗan adam ya tabbatar da yanke shawara; An rushe hadaddun ayyuka zuwa ƙananan matakan tabbatarwa. Amfani mai alhaki yana dogara ne akan ka'idoji guda uku: nuna gaskiya, tabbatarwa-aiki da gaskiya-babu cutarwa. AI mai haɓakawa ne mai ƙarfi, amma mutane suna da faɗin ƙarshe game da gine-gine, ɗabi'a, tsaro da ilimin yanzu. “The AI ​​did it that way” is not a defense; Kai ne ke da alhakin samfurinka da alkawarin da ka yi wa mai amfani da ku. With this discipline, AI makes you faster, more comprehensive and stronger throughout your career.

Aikin aikace-aikace

Rage fasalin wayar hannu da kuka zaɓa (misali "takaitawa ta hanyar ɗaukar bayanan murya" ko "fitarwa samfur daga hoto") zuwa matakan tabbatattu tare da "samfurin tsare-tsaren Ƙarshe-zuwa-ƙarshe". Haƙiƙa haɓakawa da inganta aƙalla mataki ɗaya tare da AI. Sannan, bincika wane rukunin mai amfani fasalin fasalin zai iya haifar da matsala tare da "Tsarin sarrafa ɗabi'a/bangaranci" kuma amsa tambayoyin da kuke buƙatar tambaya kafin a saki tare da "samfurin sarrafa abin alhaki".

jerin abubuwan dubawa

• [ ] Na karya fasalin zuwa ƙananan matakai masu tabbatattu, ba ƙaƙƙarfan samarwa guda ɗaya ba
• [ ] Na tabbatar da fitowar AI a kowane mataki kuma na yanke shawara
• [ ] Na gabatar da hulɗar AI a bayyane ga mai amfani
• [ ] Na kimanta ko fasalin yana aiki daidai/ son zuciya a cikin ƙungiyoyi daban-daban
• [ ] Na amsa tambayoyin alhakin da aka riga aka saki (fahimta/gwaji/lafiya/da'a)
• [ ] Na yi amfani da AI kawai don ƙwararrun dalilai masu ma'ana da kuma shirin ci gaba da koyo

Gwajin Module

1. Wanne daga cikin waɗannan shine mafi daidaiton matsayi don basirar wucin gadi a cikin ci gaban wayar hannu?

• A) AI ya maye gurbin mai haɓakawa; ana iya buga shi kai tsaye ba tare da karanta lambar da ta haifar ba
• B) Ƙwararrun Ƙwararrun Ƙwararrun Ƙwararrun Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙarƙa ) na aiki ne kawai a cikin rubuce-rubucen rubutu, ba shi da dangantaka da tsara code
• C) Hankali na wucin gadi mataimaki ne kuma mai hanzari; Alhakin gine-gine, tsaro da yanke shawarar watsa shirye-shirye ya rataya a wuyan mutane ✔
• D) Tunda hankali na wucin gadi koyaushe yana samar da madaidaiciyar lamba, ƙarin gwaji da tabbatarwa ba lallai bane

Bayani: Hankali na wucin gadi mataimaki ne kuma mai haɓakawa wanda ke haifar da lamba, zane-zane da mafita. Nauyi da amincewa na ƙarshe na yanke shawara kamar gine-gine, izini, tsaro da wallafe-wallafe sun rataya ga ƙwararren mai haɓakawa; Mutane ne ke da alhakin kowane layi da aka buga.

2. Lokacin da ake buƙatar lambar wayar hannu daga basirar wucin gadi, menene ke ƙara ingantaccen tsarin ƙirar lambar ya samar?

• A) Ajiye faɗakarwa a takaice kuma ka ce 'rubuta min app'
• B) Da farko, sanya tsarin gine-gine kamar MVVM kuma nemi lambar a cikin ƙananan guda, Layer ta Layer ✔
• C) Samar da duka fasalin azaman babban fayil guda ɗaya a cikin hanzari guda ɗaya
• D) Kada a ayyana gine-gine kwata-kwata kuma ku bar mafi kyawun yanke shawara ga hankali na wucin gadi

Bayani: Ƙaddamar da gine-gine kamar MVVM da buƙatar Layer ta Layer kafin rubuta lambar kai tsaye zuwa AI yana samar da tsari mai gwadawa da kuma kiyayewa wanda ke raba hankali daga allon. Buƙatun ba tare da gine-gine ba yana dawo da lambar da ke murƙushe komai akan allon.

3. Menene aka fi mantawa da shi akai-akai lokacin ƙirƙirar haɗin gwiwa tare da hankali na wucin gadi kuma menene mafi mahimmanci a amfani da gaske?

• A) Zayyana loading, fanko da kuma kuskure jihohin, ba kawai cikakken allo ✔
• B) Samar da mafi kyawun cikakken allo kawai, tsallake wasu lokuta
• C) Ƙara launuka masu yawa da raye-raye kamar yadda zai yiwu ga kowane allo
• D) Barin alamar samun dama ga ƙarshe kuma kawai mu'amala da bayyanar

Bayani: Masu haɓakawa sau da yawa suna la'akari da 'cikakken' yanayin; alhali a gaskiya mai amfani galibi yana cin karo da lodi, fanko da kuma kuskure. Samar da duk jihohi huɗu (loading/m/kuskure/cikakken) shine sirrin ingantacciyar hanyar sadarwa.

4. Me yasa akan-na'urar AI sau da yawa zaɓin tsoho don fasalin da ke aiwatar da bayanan sirri (misali ma'aunin lafiya)?

• A) Samfuran kan na'urar koyaushe suna da daidaito fiye da girgije
• B) Sarrafa kan na'urar baya haifar da tsadar baturi ko na'ura
• C) Gudanar da na'urar ba shi da iyaka dangane da girman samfurin
• D) Tunda bayanan baya barin wayar, yana ba da fa'ida mai ƙarfi ta fuskar sirri da amincin mai amfani ✔

Bayani: Gudanar da na'urar ba ya cire bayanai daga wayar; Wannan fa'ida ce mai ƙarfi dangane da bin keɓantawa da amincin mai amfani, ƙari yana aiki a layi kuma nan take. Iyakarsa shine ƙarfin na'urar da girman samfurin.

5. Menene kuskuren 'shiru' da aka fi sani da ke haifar da sakamako mara ma'ana kuma baya samar da saƙon kuskure a cikin haɗin kan na'urar?

• A) Rubutun kuskure na sunan fayil na samfurin
• B) Ƙananan ƙuduri na gunkin aikace-aikacen
• C) Gyaran shigarwar da ba daidai ba (girma / daidaitawa) ✔
• D) Taken allo mai duhu

Bayani: Yin shigar da shigarwar ba daidai ba zai haifar da sakamako mara kyau ba tare da kurakurai ba. Dole ne a tabbatar da ƙimar da ake aiwatarwa daga takaddun samfurin.

6. Menene mafi mahimmancin ƙa'idar tsaro lokacin haɗa girgije LLM cikin aikace-aikacen hannu?

• A) Maɓallin API ya kamata a kiyaye shi kawai a cikin bangon baya, ba akan abokin ciniki ba; buƙatun dole ne su bi ta hanyar wakili ✔
• B) Maɓallin API yakamata a saka kai tsaye cikin lambar aikace-aikacen don dacewa
• C) API ɗin ya kamata a raba shi a cikin bayanin aikace-aikacen
• D) Dole ne a adana maɓallin API a cikin abokin ciniki kuma a ɓoye kawai ta canza sunan.

Bayyanawa: Ba a taɓa shigar da maɓallin API a cikin lambar aikace-aikacen hannu ba; saboda aikace-aikacen za a iya jujjuya injiniyoyi kuma a ciro maɓalli. Madaidaicin ginin gine-gine shine kiyaye maɓalli kawai a bayan baya kuma wuce buƙatun ta uwar garken wakili na ku.

7. Menene ya fi ƙara saurin fahimtar mai amfani da ƙimar kamala a cikin dogon amsoshin LLM?

• A) Jira har sai an samar da dukkan amsar kuma a nuna ta lokaci guda
• B) Nuna kalmar amsa da kalma, kamar yadda ake samarwa, tare da yawo ✔
• C) Aika duk tarihin taɗi zuwa samfurin tare da kowace buƙata
• D) Ƙaddamar da umarnin samfurin don tsawaita amsa gwargwadon yiwuwa

Bayani: Yawo yana ƙaruwa da saurin fahimta ta hanyar nuna amsa kamar yadda ake samar da kalma ta kalma. Maimakon jira akan allo mara kyau, mai amfani yana kallon fom ɗin rubutu; Wannan yana rage yawan watsi da mahimmanci.

8. Wace matsala ce ta fi yawa a cikin gwaje-gwajen da aka yi ta hanyar fasaha na wucin gadi wanda ya sa gwajin ya zama mara amfani?

• A) Gwaje-gwaje sun rufe jihohi iyaka da yawa
• B) Gwaji suna amfani da abubuwa na izgili, ba ayyuka na gaske ba
• C) Gwaje-gwaje na gudana da sauri
• D) Scope bloat by empty/useless tests that don't actually validate a behavior ✔

Bayani: Hankali na wucin gadi wani lokaci yana samar da gwaje-gwajen da ba su tabbatar da duk wani fitarwa ba (misali kawai kiran aikin kuma rubuta taswirar fanko). Waɗannan suna haɓaka lambar ɗaukar hoto amma ba sa ba da kariya ta gaske; Dole ne a duba kowace gwaji don tabbatar da halayya mai ma'ana.

9. Me ya sa bai isa ba don yin shiru da haɗari ta hanyar sanya shi a cikin gwaji tare da shawarar basirar wucin gadi?

• A) Ba za a iya amfani da gwada-catch kwata-kwata a aikace-aikacen hannu ba
• B) Hatsarin ya tsaya, amma tunda ba a warware tushen matsalar ba, sai matsalar ta dawo ta wata hanya ta daban ✔
• C) Yin amfani da gwada-kame yana rage saurin aikace-aikacen, don haka an hana shi
• D) Shagon yayi watsi da kuskuren shiru ta atomatik

Bayani: Yin shiru da alamar ba ya warware tushen dalilin; Hadarin ya tsaya, amma matsalar ta asali (misali mahadar data karye) ta dawo ta wata hanyar (misali asarar bayanai). Makasudin a cikin ƙwararrun ƙwararrun ƙwararrun shine a warware tushen tushen, ba alamar ba.

10. Menene ainihin ƙa'idar zinare da za a bi wajen haɓaka aiki?

• A) Da farko ka ɗauki profile ka auna ainihin ƙugiya, sannan ka inganta ✔
• B) Hasashen inda yake a hankali kuma yana mai da hankali a can
• C) Neman ƙananan riba a kowane aiki
• D) Auna aikin akan kwaikwayi kuma baya gwada ainihin na'urar

Bayani: Auna farko, inganta daga baya. Ainihin ƙugiya kusan koyaushe yana cikin wani wuri daban fiye da annabta; Haɓakawa ba tare da bayanin martaba ba hasashe ne makaho kuma galibi ɓarna ne.

11. Menene mafi mahimmancin damuwa na injiniya don fasalin AI mai gudana kullum (misali fassarar kamara kai tsaye)?

• A) fasalin yana buƙatar izini da yawa gwargwadon yiwuwa
• B) Sarrafa farashin baturi da processor na ci gaba da sarrafawa tare da mitar samfur da sarrafa batch ✔
• C) Kawai gudanar da fasalin akan wayoyi mafi tsada
• D) Ci gaba da yin kamara a mafi girman yiwuwar firam

Bayani: Tsarin aiki akai-akai, kamara da hanyar sadarwa; Yana iya saurin cinye baturin, ya zafafa na'urar, kuma tsarin ya iyakance shi. Rage mitar samfur, batching, da gudana kawai lokacin da ake buƙata hanyoyi ne don sarrafa farashin baturi.

12. Menene ka'idar 'ƙananan gata' a cikin sarrafa izini ke nufi a haɓaka wayar hannu?

• A) Neman duk izini mai yiwuwa a farawa, kawai idan akwai.
• B) Yin app ɗin ba ya aiki idan an ƙi izini
• C) Neman izini mafi faɗi da shirin taƙaita shi daga baya.
• D) Neman izinin da ake buƙata kawai, idan ya cancanta kuma a cikin mafi ƙanƙanta, tare da yanayin ƙi ✔

Bayani: Gata mafi ƙanƙanta ita ce neman izinin da ake buƙata kawai, lokacin da ake buƙata, kuma zuwa iyakar iyawar. Yawancin izini suna lalata amincin mai amfani, yana haifar da kin amincewa da adanawa, kuma yana ƙara haɗarin yaɗuwar bayanai.

13. Waɗanne ƙayyadaddun buƙatun dole ne a cika yayin gabatar da aikace-aikacen tare da hankali na wucin gadi zuwa shagon?

• A) Bayyanar abubuwan ciki, sarrafa abun ciki da bayyana bayanan da ke zuwa ga bayanan wucin gadi ta hanyar sirri ✔
• B) Boye amfani da hankali na wucin gadi daga mai amfani
• C) Alamar bayanan da ba a tattara a zahiri a cikin sigar sirri ba
• D) Abubuwan alƙawarin da ba su wanzu a cikin bayanin

Bayyanawa: Shagunan suna tsammanin bayyana gaskiyar abun ciki (bayani cewa yana samar da AI), daidaitawar abun ciki (tace fitarwa mai cutarwa da sanarwar mai amfani), da bayyana bayanan amfani da aikace-aikacen da ke ɗauke da hankali na wucin gadi; Ana buƙatar daidaiton gargaɗin a wuri mai mahimmanci. Aikace-aikacen da suka tsallake waɗannan za a ƙi su.

14. Me yasa 'AI ya rubuta shi haka' tsaro ba ya aiki lokacin da kuskuren shari'ar gefen ya faru a lambar AI da aka buga?

• A) Saboda hankali na wucin gadi koyaushe yana samar da lambar da ba ta da kuskure, kuskuren ya fito daga mai amfani
• B) Saboda Stores ta atomatik gyara AI-generated code
• C) Saboda ba za a iya canza alhaki zuwa hankali na wucin gadi ba; Developer ne ke da alhakin buga lamba da bayanai ✔
• D) Domin ba a taɓa sanya code ɗin da aka samar da hankali ba

Bayani: Fitowar AI shine wurin farawa, ba samfurin da aka gama ba. Shi ne mai haɓakawa wanda ke da alhakin kowane layi da aka buga, kowane bayanan da aka sarrafa, da kowane alkawari da aka yi; Ba za a iya ba da alhakin AI ba, don haka dole ne a fahimci abin da aka fitar kuma a gwada shi kafin bugawa.