Naúrar 11 / 11

Gudanar da AI a cikin HR: Da'a, Iyakoki da Tabbatarwa

Riba:

  • Ikon ƙirƙirar tsarin mulki da manufofin amfani don amfani da AI a cikin HR
  • Ikon shigar da kulawar son zuciya, nuna gaskiya da ka'idodin sarrafa ɗan adam cikin matakai
  • Kafa horo don tabbatar da fitowar AI, buga tushe, da kuma ɗaukar alhakin mutane

A cikin wannan tsarin, mun yi amfani da AI a cikin ɗimbin ayyukan HR, daga aika aiki zuwa binciken bincike. Yanzu muna kafa tsarin da ya haɗa duk wannan tare: mulki. Mulki shine tsarin da ke ƙayyade wanda zai yi amfani da AI a cikin kamfanin, ta wanene, don wane dalili, tare da wace dokoki da kuma wace iko. Yin amfani da AI ba tare da mulki ba yana da sauri a cikin ɗan gajeren lokaci amma yana da haɗari a cikin dogon lokaci: yanke shawara maras kyau, cin zarafi na sirri, nuna son kai, da rashin alhakin boyewa a bayan "AI ya ce haka" tsaro. A cikin wannan rukunin na ƙarshe za mu kafa tsarin mulki wanda zai sa AI a cikin HR aminci, adalci da abin kariya.

Sharuɗɗan kaɗan: Sa ido na ɗan adam shine bita da amincewar fitar da AI ta ɗan adam. Bayyanawa shine ikon bayyana inda kuma yadda ake amfani da AI. Binciken son zuciya yana bincika ko tsari yana da illa ga wasu ƙungiyoyi. Ladabi yana nufin cewa alhakin yanke shawara na mutum ne bayyananne.

Dokar Zinariya ta HR

Jumla mafi mahimmanci na wannan tsarin shine: AI yana goyon bayan; Hukunce-hukunce da alhakin da suka shafi mutane koyaushe suna kasancewa tare da mutane. Daukar ma'aikata, karin girma, kora, sakamakon aiki, albashi - duk sun shafi rayuwar mutum, rayuwa da mutuncinsa. AI daftarin aiki, taƙaita bayanai, bayar da zaɓuɓɓuka, sami alamu a cikin waɗannan yanke shawara; amma wanda ya cancanta yana da hukunci na ƙarshe da alhakin. Kamar dai a cikin injiniyanci: a cikin ingantaccen gini mai mahimmanci, lissafin AI baya maye gurbin amincewa daga ƙwararren injiniya. A cikin HR, yin yanke shawara da ke shafar aikin ma'aikaci a kan cewa "AI ya faɗi haka" duka biyun da ba za a yarda da su ba cikin ɗa'a kuma haɗarin doka ne.

Nau'in yanke shawara

Matsayin AI

yanke shawara ta ƙarshe

Ayyukan aika rubuce-rubuce

daftarin samarwa

Mutum (ƙananan haɗari)

Binciken CV

Takaitawa da shawarar matsayi

Mutum (wajibi)

Ƙimar hira

Ɗaukar bayanin kula, daftarin rubutu

Mutum (wajibi)

Sakamakon aiki

Daftarin martani

Mutum (wajibi)

Ƙaddamarwa / biya / ƙarewa

Taimakon nazari

mutum (tabbas)

Tsanaki: Matsayi AI a matsayin mataimaki a cikin HR, ba mai yanke shawara ba. Kar a ba da shawarar ƙin yarda / yarda da ke sarrafa kansa wanda ya shafi ɗan takara ko ma'aikaci ga AI. Binciken ɗan adam ya kamata ya zama bita na gaske, ba bisa ka'ida ba; Danna maɓallin "tabbatar" ba tare da tunani ba ba iko bane.

Kafa Tsarin Mulki

Kyakkyawan manufar HR AI tana amsa tambayoyi huɗu: Menene za a iya amfani da shi? Me ba za a iya amfani da shi ba? Wadanne motoci ne aka amince dasu? Yadda za a duba? Kuna iya samun AI ta samar da daftarin wannan tsarin - sannan daidaita shi don ƙungiyar ku:

Matsayinku: mai ba da shawara na mulki na HR.Task: Shirya "Manufar Amfani da AI" don ƙungiyar HR. Sashe: 1) Manufa da iyaka2) Amfani da izini (misali tsarawa, taƙaitawa) 3) An haramta / ƙuntata amfani (misali yanke shawarar kin amincewa ta atomatik, raw bayanan sirri) 4) Amintaccen kayan aiki da ka'idoji 56). Dan takara/Dokar ma'aikata: Lalacewar shari'a Alama tare da [TABBATA TARE DA ƙwararrun shari'a/KVKK]. Wannan daftarin ne; Manufar ƙarshe ta sami amincewar masana.

Sarrafa Bias Control and Transparency

AI na iya yin shiru da ɗaukar son zuciya daga bayanan da aka horar da su. Zuciyar mulki ita ce a kai a kai a kalubalanci wannan son zuciya:

Bincika waɗannan sharuɗɗan tantancewa da tsari don son zuciya: - Shin akwai ma'auni da ke ba da fifiko a kaikaice / keɓance takamaiman jinsi, shekaru, asali, makaranta? - Shin akwai wani abin da bai dace da aikin ba amma zai iya haifar da wariya? - Shin tsarin zai iya zama sanya ƙungiya cikin rashin ƙarfi na tsari? Gabatar da kowane haɗari da shawarwari don gyarawa a cikin tebur.

Ka'ida mai sauƙi don nuna gaskiya: kasance cikin matsayi don ba da amsa ta gaskiya lokacin da ɗan takara ko ma'aikaci ya yi tambaya game da amfani da AI a cikin tsarin su.

Rubuta rubutun bayani mai sauƙi da gaskiya wanda ke bayyana wa ƴan takara inda da kuma yadda ake amfani da AI a cikin tsarin daukar ma'aikata. Bayyana abin da AI ke yi da abin da mutane ke yi. Bayyana haƙƙoƙin ɗan takara (ƙi, buƙatun tantance ɗan adam).

Ladabi Tabbatarwa

AI na iya zama mai gamsarwa ba daidai ba; Wannan shi ake kira hallucination (fabrication). Ƙafar gudanar da mulki ita ce tabbatar da kowace fitarwa:

Yi alama ga kowane da'awar gaskiya, adadi, bayanin shari'a, da bayanan kamfani a cikin wannan bugun tare da alamar [VERIFY]. Kada ku gabatar da wani abu a matsayin tabbatacce idan ba ku da tabbas. Idan ba a sani ba, gaya mani.

Tukwici: Mai da horon tabbatarwa ya zama al'ada: Kafin buga kowane rubutu na AI, tambaya "wane da'awar a cikin wannan jumla zan iya tantancewa da wata majiya mai zaman kanta?" tambaya. Musamman, lambobi, ƙayyadaddun ƙayyadaddun doka, da da'awar kamfanoni kamar "manufofin kamfani shine wannan" sune mafi yawan lokuta da kurakurai masu tsada.

Mini Cases guda uku

Case 1 - Hargitsi ba tare da siyasa ba. A cikin kamfani ɗaya, kowane ƙwararren HR yana amfani da AI tare da kayan aiki daban-daban kuma ta hanyoyi daban-daban; Wasu suna liƙa ɗanyen CVs, wasu suna kafa ƙima ta atomatik. Da zarar an buga manufar gudanarwa (jerin abubuwan hawa da aka amince da su, haramtacciyar amfani, tsarin sa ido na ɗan adam), haɗarin ya ragu kuma tsarin ya zama daidai.

Case 2 - Kama son zuciya a fakaice. Ƙungiya ɗaya ta lura da wani ɓoyayyen tsari a cikin gwajin ƙarfin AI wanda ya sa wata jami'a ta yi fice. Binciken son zuciya na yau da kullun ya bayyana hakan; An sake rubuta ma'auni game da sadaukarwar aiki, kuma an bambanta wurin zama na ɗan takara. Idan ba tare da kulawa ba, za a ci gaba da nuna son kai a shiru.

Case 3 - Rigakafin Hallucination. A cikin daftarin manufofin guda ɗaya, AI ta ƙirƙira "wajibi na doka" wanda a zahiri bai wanzu ba. Godiya ga horo na tabbatarwa (samun alamar kowane da'awar doka), an kama shi cikin amincewar ƙwararru. Ƙungiyar ta juya wannan zuwa shari'ar kuma ta yada darasi cewa "AI yana da tabbaci mai kuskure" ga dukan ƙungiyar.

Rauni Mai Sauƙi / Ƙarfi Mai ƙarfi

Hanyar rashin ƙarfi: Aiwatar da kai tsaye duk abin da AI ya ce; tabbatar da fitarwa, tsarin tambaya.

Sakamakon: nuna son kai, ƙirƙira bayanai, da alhakin da aka wakilta; Hadarin da zai iya fashewa wata rana.

Hanya mai ƙarfi: [tabbataccen kayan aiki + ƙayyadaddun ƙa'idodin amfani + daidaitawar ɗan adam + sarrafa son zuciya + nuna gaskiya + horo don tabbatar da kowane iƙirarin gaskiya]

Sakamakon: mai sauri amma mai aminci, adalci da kariya ta amfani da AI.

Kuskuren gama gari

  • Canja wurin alhaki zuwa AI. "AI ya ce haka" ba dalili ba ne na ɗabi'a ko doka.
  • Rage sarrafawa zuwa tsari. Buga "yarda" ba tare da tunani ba shine iko na gaskiya ba.
  • Kar a taba tambayar son zuciya. AI ba tare da son zuciya ba; Dubawa akai-akai yana da mahimmanci.
  • Gujewa gaskiya. Boye amfani da AI yana lalata amana da suna.
  • Tsallake tabbatarwa. Hallucination yana da gamsarwa; tabbatar da kowane da'awar gaskiya.
  • Rubuta manufofin da rashin aiwatar da shi. Manufar da ke zaune a kan shiryayye ita ce manufar da ba ta wanzu ba.

A takaice

  • Mulki shine tsarin da ke ƙayyade wanda zai yi amfani da AI, don wane dalili, kuma tare da wace dokoki da sarrafawa; Ba makawa a cikin HR.
  • Mulkin zinari: AI yana tallafawa; Hukunce-hukuncen ƙarshe da alhakin da suka shafi mutane, kamar ɗaukar aiki, haɓakawa, da ƙarewa, koyaushe suna tare da mutane.
  • Ƙaddamar da manufar amfani da AI: izini/haramtaccen amfani, kayan aikin da aka amince da su, daidaitawar ɗan adam, nuna gaskiya.
  • Bincika son zuciya akai-akai kuma kiyaye AI amfani da gaskiya ga ɗan takara / ma'aikaci.
  • Tabbatar da kowane iƙirari na gaskiya, adadi da bayanin shari'a; Halucination na iya zama mai gamsarwa, alhakin na ku ne.

Aikin aikace-aikace

Zana shafi ɗaya "Manufar Amfani da AI" don ƙungiyar HR ɗin ku (ko ƙungiyar almara). Shin AI ta samar da daftarin da ya haɗa da: amfani da izini, haramtacciyar amfani (kamar ƙin yarda da kai, ɗanyen bayanan sirri), kayan aikin da aka amince da su, ƙa'idar bitar ɗan adam, da kuma bayanin bayyana gaskiya. Sa'an nan kuma tsarin aikin ku (na gaske ko almara) bincika AI don son zuciya kuma gyara duk wani haɗari da ya fito. A ƙarshe, yi alama ga kowace sanarwa ta doka a cikin manufofin a matsayin "kwararre ya tabbatar da shi."

jerin abubuwan dubawa

  • [ ] Shin kowane hukunci na ƙarshe yana shafar ɗan adam da ɗan adam ya yanke?
  • [ ] An halatta kuma an haramta amfani da su a rubuce?
  • [ ] An yarda kawai, amintattun kayan aikin da ake amfani da su?
  • [ ] Ana duba tsarin akai-akai don son zuciya?
  • [ ] Shin amfani da AI a bayyane yake ga ɗan takara / ma'aikaci?
  • [ ] Shin an tabbatar da kowace hujja ta gaskiya da kuma bayanin shari'a?
  • [ ] An aiwatar da manufar da gaske, ba kawai a rubuce ba?

Gwajin Module

1. Menene mafi kyawun jagora don haɗawa yayin rubuta aikin aika aiki tare da AI?

  • A) Neman kawar da maganganun nuna wariya da ke nuna jinsi, shekaru ko wata ƙungiya ✔
  • B) Haɓaka talla ta ƙara jimloli kamar su 'Ƙungiyar matasa da kuzari'
  • C) Yin amfani da harshen da ya dace da wani jinsi kawai
  • D) Barin sifofi a matsayin m kamar yadda zai yiwu

Bayani: Tsarkake yaren talla daga maganganun da ke nuna wani jinsi, shekaru ko rukuni (kamar 'matasa da kuzari', 'male element') ya zama dole duka biyu bisa doka da ɗabi'a kuma yana faɗaɗa tafkin ɗan takara. A bayyane yake gaya wa AI don kawar da waɗannan maganganun hanya ce mai tasiri.

2. Wanne daga cikin masu zuwa gaskiya ne don rage haɗarin rashin son zuciya lokacin da ake bincika CV tare da AI?

  • A) Ba da AI cikakken iko don ƙin 'yan takara ta atomatik
  • B) Iyakance kimantawa zuwa ma'auni na haƙiƙa da suka shafi aikin da barin yanke shawara ta ƙarshe ga mutane ✔
  • C) Sanya suna, shekaru da jinsi a tsakiyar tantancewar
  • D) rashin yin wani bincike saboda AI ba ta da son zuciya

Bayyanawa: AI na iya nuna son zuciya daga bayanan da aka horar da su. Hanyar rage haɗari; iyakance kimantawa zuwa ma'auni na haƙiƙa waɗanda ke da alaƙa da aikin da gaske, ban da bayanan da ba su da mahimmanci kamar suna/jinsi/shekaru, da barin yanke shawara ta ƙarshe ga ɗan adam.

3. Menene ya fi amfani don tambayar AI don tattaunawa mai tsari?

  • A) Ba zato ba tsammani, ana yin tambayoyi daban-daban ga kowane ɗan takara.
  • B) Tambayoyin da kawai ake yi game da sha'awar ɗan takara
  • C) Tambayoyi gama gari da suka dogara da cancanta da ƙima da za a yi wa kowane ɗan takara ✔
  • D) Taɗi kyauta ba tare da ma'aunin kimantawa ba

Bayani: Don yin hira ta gaskiya da kwatankwacinta, tambayoyin tushen cancanta gama gari da za a yi wa duk ƴan takara da jagorar kimantawa (rubric) da ke nuna yadda za a ci kowace tambaya ya dace. Wannan ya hana yanke shawara.

4. Menene mafi kyawun hanya yayin shirya sakon ƙin yarda (sakamako mara kyau) ga ɗan takara tare da AI?

  • A) Aika dogon rubutu tare da dalla-dalla, zargi na sirri
  • B) Rashin mayar da martani kwata-kwata da barin dan takara cikin rudani
  • C) Yin amfani da maganganun da ke danganta dalilin kin amincewa da shekaru ko matsayin dan takara
  • D) Samar da saƙon girmamawa, gajere, godiya wanda ke kiyaye sautin alama ✔

Bayani: Saƙon ƙin yarda yana ɗaya daga cikin lokuta mafi mahimmanci na ƙwarewar ɗan takara. Kasancewa mutuntawa, taƙaitacciya, godiya ga ɗan takara, da barin ƙofa a buɗe idan zai yiwu yana kula da tarin alamar ma'aikata. Lokacin rubuta dalilin ƙin yarda, maganganun da zasu haifar da haɗari na doka, suna nuna wariya ko rashin tushe ya kamata a guji.

5. Menene hanya mafi inganci don amfani da AI lokacin ƙirƙirar abun ciki na kan jirgin don sabon ma'aikaci?

  • A) Ƙayyadaddun rawar da tsawon lokaci, samar da tsari mai tsari da jerin abubuwan dubawa, sannan cika shi da takamaiman bayanin kamfani ✔
  • B) Yin amfani da takarda guda ɗaya wanda yake gabaɗaya, ba takamaiman aikin ba
  • C) Barin kan jirgin gaba ɗaya zuwa AI kuma ba keɓance shi kwata-kwata
  • D) Ba da wani shiri ga sabon ma'aikaci da kuma jiran shi ya koyi da kansa

Bayani: Bayar da rawar, sashen da tsawon lokaci (rana ta farko / mako / wata) bayanai ga AI da samun shi ya samar da tsarin da aka tsara, jerin abubuwan dubawa da 30-60-90 kwanakin hari; sannan bullowa shi da takamaiman bayanai na kamfani shine hanya mafi inganci.

6. Menene mafi mahimmancin kashi wanda ke haɓaka inganci lokacin shirya kayan ilimi tare da AI?

  • A) Kawai cewa 'shirya horo' ba bada cikakkun bayanai ba
  • B) Tsayar da abun ciki a matsayin mai ƙididdigewa kuma mara misali kamar yadda zai yiwu
  • C) Bayyana matakin masu sauraro da ake niyya, maƙasudin ilmantarwa da tsawon lokaci ✔
  • D) Samar da mafi tsawo abun ciki ba tare da la'akari da manufa masu sauraro

Bayani: A bayyane yake bayyana matakin masu sauraron da aka yi niyya, maƙasudin koyo da ake aunawa da tsawon lokaci; Ƙara al'amuran, misalai da motsa jiki zuwa abubuwan da ke ciki yana sa horo ya yi tasiri. Idan matakin da burin ba su da tabbas, abun ciki zai zama ko dai mai sauƙi ko kuma hadaddun.

7. Menene hanya mafi kyau don tsara ra'ayoyin aiki tare da AI?

  • A) Ba da damar AI don ƙirƙira ra'ayi ba tare da sanin ainihin aikin ba
  • B) Shigar da abubuwan lura na gaske da kuma samar da zane mai inganci, kiyaye yanke shawara ta ƙarshe tare da manaja ✔
  • C) Aika daftarin zuwa ma'aikaci ba tare da wani gyara ba
  • D) Tsayawa ra'ayi ko dai duk mara kyau ko duka tabbatacce

Bayani: AI yana taimakawa wajen sanya takamaiman misalan ɗabi'a cikin harshe ingantacce; Koyaya, abubuwan da ke cikin martani yakamata su dogara ne akan ainihin abubuwan lura kuma ƙimar ƙarshe yakamata ta zama alhakin manajan. AI yana samar da daftarin aiki, ɗan adam ya yanke shawara.

8. Menene tsarin SBI (Halin-Halin-Tasirin) ya samar a cikin amsawar aiki?

  • A) Mai da hankali kan ra'ayi akan halayen mutum
  • B) Jaddada al'amura masu kyau kawai da boye wuraren ingantawa
  • C) Tsayar da ra'ayoyin gabaɗaya da abstract
  • D) Bayar da ra'ayi mai mahimmanci da abin lura ta hanyar raba halin da ake ciki, halayen da aka lura da tasirinsa ✔

Bayani: SBI; Yana tsara ra'ayi a matsayin halin da ake ciki, halayen lura da tasiri. Wannan ya sa ra'ayin ya zama tabbatacce kuma mai lura, nesa da harin mutum; Yana fayyace abin da ma'aikaci ke buƙatar canzawa kuma me yasa.

9. Menene mataki mafi mahimmanci lokacin tsara rubutun manufofin HR (misali izinin barin ko manufofin horo) tare da AI?

  • A) Buga rubutun AI da aka samar kai tsaye azaman manufofin hukuma
  • B) Bita da amincewa da daftarin ƙwararre/lauya daidai da dokar da ake ciki yanzu ✔
  • C) Karɓar labaran doka kamar yadda AI ta bayar a matsayin cikakkiyar gaskiya
  • D) Kada a bar kowa ya sake duba manufofin

Bayani: Manufofin HR suna da sakamakon shari'a. Kodayake AI ta samar da kyakkyawan daftarin farko, dole ne a sake duba rubutun kuma ƙwararre / doka ta amince da shi bisa ga dokokin aiki da kuma yanayin kamfani. Bai kamata a yi amfani da maganganun doka ta AI ba tare da tabbatarwa ba.

10. Menene hanya mafi amfani yayin nazarin amsawar binciken binciken ma'aikaci tare da AI?

  • A) Ƙirƙirar martani bisa ga jigogi na ainihi da yanayin motsin rai da bayyanar da alamu ✔
  • B) Zabar 'yan amsoshi ba tare da karanta kowace amsa daya bayan daya ba
  • C) Ƙoƙarin daidaita amsoshin da ba a san su ba da mutane
  • D) Karɓi maganganu masu kyau kawai kuma kuyi watsi da marasa kyau

Bayani: Ana iya haɗa ɗaruruwan martanin rubutu na kyauta ta manyan jigogi da yanayi (mai kyau / mara kyau / tsaka tsaki) tare da AI; wannan yana bayyana alamu da ba a kula da su ba. Abubuwan da aka gano dole ne har yanzu ɗan adam ya fassara shi kuma dole ne a ci gaba da ɓoye sunansa.

11. Wanne daga cikin masu zuwa gaskiya ne dangane da KVKK lokacin amfani da AI tare da bayanan ɗan takara da ma'aikaci?

  • A) Aika da adana duk bayanan ɗan takara zuwa kowane kayan aiki kyauta
  • B) Amfani da bayanan sirri don wasu dalilai banda manufa, ta hanya mara iyaka
  • C) Gudanar da bayanai iyakance ga manufa, a mafi ƙarancin matakin da matakan tsaro masu dacewa ✔
  • D) Gudanar da bayanan ma'aikata ba tare da izini da tushe ba

Bayani: Bayanan sirri; Ya kamata a sarrafa shi iyakance ga manufar, gwargwadon abin da ya dace (rage yawan bayanai) tare da matakan tsaro masu dacewa. Aika bayanan sirri, kamar CVs na ɗan takara, zuwa kayan aikin da ba su da garantin cibiyoyi da yin nazarin su ba tare da ɓoye suna ba haɗari ne na KVKK.

12. Menene mafi kyawun aikin aiki dangane da bayanan sirri kafin samun CV ta taƙaita ta kayan aikin AI?

  • A) Rufe bayanan gano kai tsaye da sarrafa bayanan da suka shafi aiki kawai ✔
  • B) Aika CV kamar yadda yake ba tare da wani canje-canje ba
  • C) Haɗe da duk tuntuɓar ɗan takarar da bayanan ainihi a cikin bincike
  • D) Ajiye bayanan a cikin motar har abada kuma a yi amfani da su don wasu dalilai

Bayani: Dangane da ka'idar rage girman bayanai; Idan an aika CV zuwa kayan aiki ba tare da tsaro na kamfani ba, rufe bayanan kai tsaye kamar sunan sunan, tarho, adireshi, ranar haihuwa da sarrafa bayanan da suka shafi aiki kawai (kwarewa, ƙwarewa) yana rage haɗarin. Abu mafi koshin lafiya shine amfani da abin hawa na kamfani/aminci.

13. Ta yaya ƙwararrun HR za su yi amfani da AI lokacin da suka ga ƙarancin 'application → hira → tayin' ƙimar juzu'i a cikin mazubin daukar ma'aikata?

  • A) Yi watsi da ma'auni kuma ci gaba da aiki kamar yadda yake
  • B) Samun fassarar adadin juzu'i da abubuwan da za a iya haifar da kuma inganta shawarwarin ingantawa, sannan tabbatar da su da bayanai ✔
  • C) Ba da AI cikakken iko don tantance duk 'yan takara ta atomatik
  • D) Yin yanke shawara ta hanyar hankali kawai ba tare da auna ma'auni ba kwata-kwata

Bayani: AI shine mataimaki mai kyau a cikin fassarar ma'auni da kuma samar da dalilai masu yiwuwa da kuma shawarwarin ingantawa: yana iya ba da shawarar yin nazarin harshen aikawa, sadarwar ɗan takara, saurin tsari. Duk da haka, shawarwarin ya kamata a inganta tare da bayanai da ilimin filin, kuma yanke shawara ya kamata ya kasance tare da mutumin.

14. Wanne daga cikin waɗannan ya fi daidai a matsayin ƙa'idar gaba ɗaya ta amfani da AI a cikin ayyukan HR?

  • A) AI yakamata ya yanke shawara da daukar aiki shi kadai
  • B) Ya kamata a cire kulawar ɗan adam saboda yana rage aiki
  • C) Tun da AI ba shi da son kai, ya kamata a aiwatar da shawararsa ba tare da tambaya ba
  • D) AI kayan aikin tallafi ne; Hukunce-hukuncen ƙarshe da suka shafi mutane da alhakin sun kasance tare da mutane ✔

Bayani: Hukunce-hukuncen da aka yi a cikin HR suna shafar ayyukan mutane da rayuwarsu kai tsaye. AI kayan aiki ne mai ƙarfi da zayyanawa, amma hukunci na ƙarshe da alhakin yanke shawara kamar haya, haɓakawa, harbe-harbe, da sauransu yakamata koyaushe su kasance tare da ɗan adam; AI mataimaki ne, ba mai yanke shawara ba.