Ngā putanga katoa · Policymaker Edition

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He aha i kore ai e ranea ngā mātāpono — te wero whakahaere

Te pūtake, i whakamārama mārama

Ko tēnei te tuhinga tino hira mō te hunga e tuhi ana, e arotake ana rānei i ngā kaupapa here AI, ā, ka taea te whakaahua i tōna take i roto i tētahi rerenga kōrero kotahi: ka taea te whakahonore i tētahi mātāpono kua tuhia hei kaupapa here i te Rāhina, engari ka ngaro haere i te Rāmere — ehara i te mea nā tētahi whakataunga e tiakina ana e tētahi, engari nā te rere noa. Ko te mōhio he aha i pērā ai, me ngā hua ka puta i reira, ko te rerekētanga i waenga i tētahi anga e ū ana, me tētahi e āta pānui ana, engari kāore he hua. (Mēnā he kupu kāore koe i te mōhio i roto i tēnei raupapa, kua whakamāramahia ki te reo māmā i te rārangi kupu.)

Ko Aotearoa me Ahitereiria, me ētahi atu mana whakahaere maha, kua whiriwhiri i te whakahaere AI e hāngai ana ki ngā mātāpono: arā, ngā tauākī e mea ana ka mārama, ka tika, ka tirotirohia e te tangata, ka taea te arotake, ā, ka whakaute i te rangatiratanga raraunga te AI tūmatanui. He mātāpono pai ēnei. Ka whakapuaki i ēnei mātāpono te Tūtohu Rautaki Mōtini mō Aotearoa New Zealand (2020) o Niu Ioka me tana Anga AI Ratonga Tūmatanui (2025). Engari he mea nui kia mārama te kanohi o te kaihanga kaupapa here ki tētahi kōrero kotahi, nā te mea koia te pūtake o te kaupapa katoa: he tūao ēnei taputapu, kāore he here. Ka tonoa ngā tari kia ū ki a rātou i runga i te ngākau pono, ā, kia pūrongo ā-tinana. Ehara i a rātou anake e akiaki ana kia ū ki ngā tikanga, ā, kāore he kaha whakatinana ā rātou ake. Ehara tēnei i te whakahe ki ngā tāngata i tuhi i ēnei. He whakamārama tēnei mō te āhua o tētahi taputapu tūao.

He aha i rere ai ngā Mātāpono

He ngoikore te mātāpono e mau ana hei kaupapa here anake ki te koroheketanga, kāore i hiahiatia e tētahi, ā, kāore he tangata e kawenga ana mō tērā. Ka huri ngā kaimahi. Ka pīata ngā tahua. Ka tae mai te rā whakamutunga. Ka hokona he pūnaha hou i raro i te pēhanga, ā, kāore i arotakengia anō te oati i mahia i ngā tau e toru ki muri. Kāore he whakatau i mahia kia whakarerea te mātāpono. He mea noa iho te mutu haere o te here a te mātāpono, nā te mea kāore he anga hanganga i mau tonu ai.

Ka kitea anō taua tauira i roto i ngā pūnaha AI anō, ā, he mea whai tikanga kia mārama ki tēnei, nā te mea ehara i te whakatairite — he āhuatanga hangarau tēnei. Ka taea e koe te whakatikatika āta i tētahi tauira kia whakakaha i ētahi whanonga: kia whakamahi i te reo ā-hapori, kia whakaroa i ngā whakataunga uara, kia noho ki roto i tētahi rohe. He āwhina tēnei. Engari, mā te whakatikatika āta ka tāpirihia he tauira hou ki runga i ngā tauira o mua; kāore e muku i ngā mea i reira i mua. I raro i te pēhanga, i ngā āhuatanga motuhake, i ngā pātai hou rānei, ka hoki mai anō ngā tauira tawhito. Ko te kupu hangarau ko te wareware ohorere. He māmā ake te whakamārama i te reo noa: ka ngaro haere te whakangungu. Ehara i te mea he here kāore e taea e te tauira te whakawhiti; he āhua tēnei e heke haere ana ina tino uaua ngā āhuatanga — arā, ko te wā e tino hiahiatia ana kia mau tonu e tētahi rōpū tūmatanui.

Nō reira, e rua ngā momo rere e tika ana kia whakaarohia e te kaihanga kaupapa here: te rere ā-tari o tētahi mātāpono tūao e kore e herea, me te rere hangarau o tētahi whanonga kua whakangungua e ngaro ana te pānga. E tohu ana rāua ki taua whakatau kotahi.

Te Whāinga Kore Hanganga

Ko te whakatau ko tēnei. He rite te tuhi i te kaupapa here "ka whakaute tō tātou AI i ngā uara o tō tātou hapori" ki te tuhi i te kaupapa here "kāore tō tātou awa e waipuke". Kāore te awa e pānui i ngā kaupapa here. Mēnā e hiahia ana koe ki te aukati i te waipuke, ka hanga koe i ngā ārai wai — he hanganga e mahi ana ahakoa ngā mahi a te awa. Hei whakahaere i te AI, me mahi pera anō: ehara i te ture e tūmanakohia ana kia whai te pūnaha, engari he hanganga e mahi motuhake ana i waho o te pūnaha, e tirotiro ana i tōna whanonga me āna mahi mai i waho.

Koinei te rerekētanga i waenga i te wawata me te hanganga, ā, koinei te whakaaro tino nui rawa atu i roto i tēnei raupapa hei kawe mā te mema pāremata. Ko te wawata he mea e tūmanakohia ana kia tutuki. Ko te hanganga he mea ka tutuki tūturu nā te mea kāore e taea e te pūnaha te mahi i tētahi atu huarahi. Ehara i te mea ka whakawhirinaki tētahi whakawhirinaki tūmatanui ki te tūmanako ka whakahaere tika te kaiwhakahaere pūtea i ngā pūtea; me rua ngā kaituhi ingoa, me te arotake motuhake hoki. Koinei te whakahaere hanganga, ā, he mea noa i ngā wāhanga katoa o te whakahaere tūmatanui. Ko te AI te wāhanga e tonoa tonu ana kia whakaae ngā whakahaere ki te tūmanako hei whakakapi i te hanganga.

He mea whakaako te Ture AI a te EU i konei, nā te mea kāore ia e mutu ki te tono kia whai tikanga ngā pūnaha. E hiahiatia ana ngā tuhinga hangarau, te aromatawai hāngai, te rēhitatanga, te aroturuki i muri i te hokohoko, ā — i tōna ngākau — he tirotiro ā-tangata whai tikanga. Me pānui e te kaihanga kaupapa here te whakaritenga mō te tirotiro a te tangata, ehara i te mea he wawata ka oati te kaiwhakarato kia whakatinana, engari hei tono hanganga: me tū he tangata hei mārama, ā, mēnā ka tika, hei whakamutu i ngā mahi a te pūnaha, ā, me whakauru taua tūranga ki roto i te hanganga, kaua e waiho ki ngā hiahia pai anake. Ahakoa te tirohanga a tētahi ki te whānuitanga o te Ture, ko tērā te pūkenga hoahoa he mea tika kia ako — ā, ko tērā te pūkenga kāore e taea e tētahi kirimana tūao te whakarato, i runga i tōna whakamārama.

Te Kōhao Haepapa

He take anō e kore ai e ranea ngā mātāpono anake, ā, ka tino kino i te wā ka huri te AI i te whakautu ki te mahi.

Ka mahi tētahi māngai i runga i te ingoa o tētahi rōpū tūmatanui, ā, ka hē te putanga, ko wai te tangata ka kawenga? I tautuhia e tētahi āpiha te whāinga; i kōwhiria e te pūnaha ngā hikoinga; i hangaia e te kaiwhakarato te pūnaha; i whakaaetia e te tari te whakamahinga. Ka kīia e ngā kairangahau ko te āputa haepapa te wāhi i waenga i ēnei kaiwhakauru, ā, ko te tauira e tau tonu ai te hara ki te tangata tata rawa ko te rohe pūreirei ā-tikanga — ko te tangata tata rawa ki te hapa ka mau i te haepapa, ahakoa kāore ia i whai mana tūturu ki ngā kōwhiringa a te mīhini. Mō tētahi whakahaere tūmatanui, ehara i te aitua hei whakahaere i muri mai te whiwhi kawenga mō ngā mahi kāore i whakaaetia e tētahi tangata motuhake; he hapa whakahaere tēnei me hoahoa kia kore ai e puta i mua. He anga e kī ana ko te aroturuki he mātāpono, engari kāore i aro ki te āputa kawenga, kāore i whakahaere i te wāhanga uaua rawa o te raru.

Ā, kāore e taea te whakawhirinaki ki ngā kōrero a te pūnaha mōna anō, pērā i whakatakotoria e te Tuhinga 1. He huarahi tuwhera tō te kaiwhakahaere i roto i tētahi mahi maha-hipanga, ā, kāore ngā whakamārama a te mīhini mō āna take e whakaata pono ana i ngā mea i akiaki i āna mahi. Nā reira, me whakahaere he aroturuki whai tikanga ki ngā mahi i mahia e te pūnaha — me tirotirohia ki ngā pūrongo tūturu, nō waho o te pūnaha — kaua e tuku ki tana pūrongo ā-tinana. Hei tāpiri, he kōrero tēnei mō te hoahoa i runga i te hanganga, kaua mō te wawata.

Ngā Akoranga a te Mātāpono Whakahaere ki tētahi Kai-ture

Ehara i te mea hou te māramatanga e kore e taea te whakaiti i ētahi whakataunga ki ngā ture. He tūāpapa tēnei ki te ariā tōrangapū me te ariā whakahaere, ā, e tika ana kia whai wāhanga kotahi ia o ngā kaipūtaiao e toru, nā te mea ka hāngai tika ā rātou mahi ki tēnei raru.

Ludwig Wittgenstein i whakapau tōna oranga ki te rohe i waenga i ngā mea ka taea te kī tika, me ngā mea kei tua atu i te kī tika — "mō ngā mea kāore e taea te kōrero, me noho puku." Ka taea te whakarite pūnaha i ētahi pātai: He aha te rā hui e whai ake nei? he whakautu mārama tōna ka taea e tētahi mīhini te rapu. Ehara i te mea ka taea tēnei mō ētahi atu: Me pēhea tā tātou tuku i tēnei whakataunga ki ngā tāngata e pāngia ana? e hāngai ana ki te whakataunga, ki te horopaki, me te hononga. Ehara te hē i te whakamahi i te AI mō te momo pātai tuatahi. Ko te hē, ko te tuku kia whakatau ia i te tuarua kāore he whakataunga a te tangata i roto i te tukanga.

I kī a Isaiah Berlin he tino taupatupatu ētahi uara ā-tangata — te rangatiratanga me te ōritetanga, te tikanga tuku iho me te ahunga whakamua, te tika o te tangata takitahi me te oranga ā-hapori — ā, kāore he tātai e whakatau i te taumaha i waenga i a rātou. Ko ngā pūnaha AI, i runga i tō rātou hoahoa, ka whakapai ake: ka rapu rātou i te whakautu pai rawa atu. Engari, ki ngā wāhi e tino taupatupatua ana ngā uara, kāore he whakautu pai rawa atu, he whakautu anake nā tēnei hapori, i tēnei wā, i whakataua hei mea tika rawa. He mea tangata tūturu taua whakataunga, ā, he anga e whakaponohia ana ka taea e tētahi mīhini te whakatau i tērā, ehara i te whakahaere, engari he tuku i te mana.

Elinor Ostrom i whakaatu i taea e ngā hapori te whakahaere angitu i ngā rauemi tiritahi — me kore ai e whai wāhi te whakawhāiti rawa, te mana whakahaere pokapū rānei — engari anake i te wā ka hāngai ngā hanganga whakahaere ki te matatini o ngā mea e whakahaerehia ana. He rauemi tiritahi te AI i roto i ia whakahaere e whakamahi ana i a ia. Ko te pātai kaupapa here mēnā ka hāngai ngā hanganga whakahaere ki te matatini o te taputapu. Ehara i te mea pērā tētahi mātāpono kotahi-raina.

Mai i te Kaupapa Here ki te Whakamana

Mēnā ko te raru he mātāpono kua tuhia hei kaupapa here ka taea te whakangaro ā-marie, ko te whakautu kia kore e taea te whakangaro ā-marie i ngā oati hira — kia nekehia ēnei mai i ngā mea e oati ana tētahi whakahaere ki ngā mea ka taea te tirotiro i raro i te hanganga o te pūnaha. Ko ngā rangahau whakahaere kei muri i te AI e whakahaerehia ana e te hapori e whakaputa ana i tēnei kōrero i roto i tētahi rārangi kotahi, he tika kia whakahuatia ki tētahi hoa mahi e whakaaro ana he nui kē te ture matua kua tuhia pai:

"Ki te wāhi ka taea e tētahi ture te rereke haere, kāore e taea te tuhi anō i tētahi mekameka whakamana kia huna."

He whakaaro māmā, he kaha hoki tēnei. Ki ngā wāhi e tino hira ana te whakataunga, ka tuhi te pūnaha i āna mahi ki roto i tētahi huarahi e tāpiri anake, ā, ka taea te whakamana motuhake — ehara i te mea 'kāore e taea te whakarerekē' (immutable), ehara hoki i te oati mō ake tonu atu, engari he mārama mēnā ka whakarerekētia (tamper-evident): ka kitea ngā whakarerekētanga ā muri ake, ehara i te mea huna. Ka tukuna he whakataunga e mau ana i ngā uara ki tētahi tangata mā tētahi rohe kāore e taea e te whirihoranga o te pūnaha te whakaweto. Ka puritia ngā raraunga matatapu kia kore ai e taea te whakahau i tētahi kaiwhakahaere kāore e taea e ia te pānui kia whakapuaki i aua raraunga. I ia take, ehara te ū ki te kaupapa i tētahi rerenga kōrero i roto i tētahi tuhinga kaupapa here; he āhuatanga nō te hanganga kāore e taea e te pūnaha te whakaweto.

Ehara i te mea me mātanga te kaihanga kaupapa here ki te kīropatia kia mārama ki te kaupapa. Ko tēnei: e kī ana te wawata "ka mārama mātou, ka taea te arotake"; e kī ana te hanganga "he āhuatanga ēnei kāore e taea e te pūnaha te whakaweto." Ko te āputa i waenga i ēnei rerenga e rua, ko te āputa i waenga i tētahi anga e rere noa ana me tētahi anga e tū pakari ana. Ka huri te Tuhinga 5 ki ngā mea ka taea e tētahi whenua te mahi tūturu mō tēnei.

E hiahia ana koe ki te whakamahi pai, kia haumaru hoki i ngā taputapu AI pēnei i ēnei? Ko ā mātou akoranga kore utu — Working with Claude me Agents at Work — e whakaako ana i ngā pūkenga whaihua, mai i te tiki whakautu pono, tae noa ki te whakatau he aha hei tuku ki tētahi māngai. Mō te hanganga hangarau katoa kei muri i te Village AI, tirohia Village AI — Agentic Governance.