He aha te AI i te tūturu (me ngā mea kāore ia)
Raupapa: Whakahaere AI mō ngā Kaiārahi Hapori — Te Mārama ki te Village AI mō ngā Kaitiaki, ngā Kaikaunihera, me ngā Mema Poari (Tuhinga 1 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Rāhina: CC BY 4.0 ā-Ao
He Mīhini e Whakaoti ana i ōu Kōrero
Kua rongo pea koe i ngā kōrero e mea ana ka huri kē te mātauranga hangarua i ngā ratonga tūmatanui, te whakahaere hapori, me te āhua e whakahaere ana ngā whakahaere. Tērā pea kua rongo hoki koe i ngā kōrero e mea ana kua whakatairangahia rawa, kāore rānei e taea e ia te mahi i tētahi mea tino hou. E hē ana ngā taha e rua i te kaupapa matua, ā, mā te mōhio he aha te take ka āwhina i ngā whakataunga whakahaere pai ake.
Anei te whakamārama tino māmā mō ngā mahi a te AI i ēnei rā: ka matapae ia i te kupu e whai ake nei.
Ina patopato tētahi tangata i tētahi pātai ki ChatGPT, ki tētahi āpiha reo rānei, kāore te pūnaha e whakaaroaro ana mō te pātai pēnei i te āhua e whakaaroaro ai tētahi kaikaunihera, tētahi kaitiaki rānei mō tētahi pepa poari. He mahi ā-mīhini ake tōna. Kua whakaaturia ki a ia ngā piriona whārangi tuhinga — ngā ture, ngā pūrongo, ngā tuhinga whakawhitiwhiti kōrero, ngā pepa hangarau, ngā tuhinga pāpāho, ngā pāpāho pāpori, ngā tuhinga hauora — ā, i puta ake i aua rauemi katoa, kua ako ia i ngā tauira. Ka pātai koe ki a ia, ka waihanga ia i tētahi whakautu mā te matapae, kotahi kupu i ia wā, he aha te āhua o tētahi whakautu whai tikanga i runga i ngā mea katoa kua tukatukahia e ia i mua.
He tino whaihua tēnei. Ka taea e tētahi pūnaha kua ngongo i ngā tauira o ngā piriona whārangi kuputuhi te āwhina ki te tuhi reta, ki te whakarāpopoto i ngā tuhinga roa, ki te whakautu i ngā pātai mō ngā kōrero pono, ki te tūtohu rānei me pēhea te kupu i tētahi whakawhitiwhiti kōrero matatini. He pūkenga tūturu ēnei, ā, ka taea e rātou te whakaiti i te kawenga whakahaere.
Engari ehara tēnei i te whakaaro. Ehara tēnei i te mārama. He whakatairite tauira i te taumata whakamīharo.
"Kāore e taea e te AI te mahi i tētahi mea hou" — Kei runga i tāu e kīia ana te tikanga o te "hou"
Ko te hunga e whakakahore ana i te AI mā te kī kāore e taea e ia te waihanga i tētahi mea taketake, e whakapuaki ana i tētahi kōrero he pono whaititi, he whakapohehe whānui.
Kāore e taea e tētahi tauira reo te whakaputa i tētahi mea mai i te wheako. Kāore ia i noho ki tētahi uiuitanga tūmatanui i riri ai ngā kainoho. Kāore ia i rongo i te taumaha o tētahi whakataunga pūtea e pā ana ki te oranga o te hapori. Kāore e taea e ia te mārama he aha te take i hira ai ngā kupu tika o tētahi whakataunga kaunihera — ka taea noa e ia te whakahoki i ngā tauira e ōrite ana ā-tauanga ki te mārama. I tēnei horopaki, he whakakotahitanga anō o ngā rauemi i kohia e ia i te wā whakangungu ngā mea katoa e whakaputaina ana e ia.
Engari, whakaarohia he aha te tikanga o te "whakakotahitanga anō" i tēnei taumata.
Kāore he tangata kotahi i pānui i ia wāhanga ture o te kāwanatanga ā-rohe, ia pūrongo ā-tau a ngā rōpū pono ā-hapori, ia pepa mātauranga mō te whakahaere ā-iwi, me ia aromatawai pānga ture i whakaputaina i roto i te tekau tau kua pahure. Kua whakangungua te AI ki tētahi kohinga rauemi e whakauru ana i te nuinga o ēnei puna. Ina ka hono ia i te ariā whakahaere pokapū maha ki ngā tikanga whakawhanaketanga hapori, tērā pea he mea hou tūturu tēnei hononga ki ia kaipānui takitahi, ahakoa i noho wehe ngā ariā e rua i mua. Ka whakakotahitia e ia ngā tauira puta noa i ngā rāngai kāore i rangahauhia e tētahi tangata kotahi i te wā kotahi, he momo mea hou tēnei whakakotahitanga — ehara i te mea hou o te wheako ora, engari he mea hou o te whakakotahitanga i te taumata kāore e taea e tētahi tangata takitahi te whakataetae.
Ka kitea e tētahi kaitiaki kua pānui i ngā tuhinga whakawhanaketanga hapori engari kāore i pānui i te ariā whakahaere, he whai mātauranga te whakakotahitanga a te AI. Ka kitea e tētahi kai tātari kaupapa here kua pānui i te ariā whakahaere engari kāore i te mahi whakawhanaketanga hapori he whai tikanga anō taua whakakotahitanga mai i tētahi atu taha. Ehara i te mea hou ngā pūtū, engari ko ngā ngota.
Nā reira, he pono te kī "kāore e taea e te AI te mahi i tētahi mea hou" i te taumata whakaputa, ā, he hē i te taumata whakakotahitanga. He mea nui ngā āhuatanga e rua, ā, e hiahiatia ana kia mau ki ngā mea e rua kia taea ai te whakahaere haepapa i tēnei hangarau.
Ka taea e te AI te whakaaroaro tūturu?
He pātai hōhonu ake e rangahaua ana e ngā kairangahau, ā, ko te whakautu māmā: kāore anō mātou kia mōhio.
I te wā i whakaputa ai ngā pūnaha AI tuatahi i ngā tuhinga mārire, i tika kia kīia he tauira-tātari matatau rātou. Engari, i te tipu ake o ēnei pūnaha, ā, i te kaha ake hoki, kua puta he mea kāore i tūmanakohia. Kua whakawhanake rātou i ngā hanganga ā-roto — he porowhita, mēnā e pai ana ki a koe — e tino rite ana ki te whakaaroaro. Ehara i te mea ōrite ki te whakaaroaro a te tangata, engari ehara hoki i te tiki māmā noa iho.
Kua kitea e ngā kairangahau ka taea e ngā tauira reo nui te whakaoti i ngā raru kāore rātou i whakangungua mōna i te mārama. Ka taea e rātou te whai i ngā mekameka arorau puta noa i ngā hikoinga maha. Ka taea e rātou te hanga whakatairite i waenga i ngā rāngai. E kī ana ētahi kairangahau, āta whakatūpato ana, he āheinga e puta ake ana ēnei — arā, i puta ake i te rahi o te pūnaha, kāore i hoahoatia motuhake.
He pātai tuwhera mēnā he whakaaro tūturu tēnei, he tauira-whakakotahi tino matatau e whai ana i te āhua o te whakaaro rānei. Tērā pea he wehenga ā-arotake tēnei i te mutunga, ehara i te mea ā-tinana. Mēnā ka whakaputa te pūnaha i te whakautu tika mā tētahi tukanga e ōrite ana ki te whakaaroaro, i hea rā ka kore ai e whai take i te mahi tūturu te wehewehe i waenga i te "whakaaroaro tūturu" me te "whanonga pērā i te whakaaroaro"?
Kāore rawa he whakatau i roto i ngā rangahau. Ko te hunga e kī ana ki a koe ka taea rānei e te AI te whakaaroaro, kāore rānei, e whakakī ana i ngā taunakitanga.
Ko tā mātou e kī nei, he pērā te tere o te ahunga whakamua. I ngā tau rima ki muri, kāore ēnei pūnaha i tino āhei ki te whakaputa i tētahi wāhanga tuhinga e mārama ana. I tēnei rā, ka taea e rātou te tuhi tuhinga, te whakawhiti whakamātautau ngaio, te waihanga waehere rorohiko, me te whai kōrero e kī ana te tokomaha kāore e taea te wehewehenga i waenga i a rātou me tētahi tangata. I ngā tau rima e heke mai nei, ka nui ake anō ā rātou āheinga.
He aha te take o tēnei mō ngā rōpū whakahaere ināianei
Kāore he tangata e mōhio pono ana he aha ka tupu mēnā ka whakawhanake tētahi pūnaha AI i tētahi mea e rite ana ki tōna ake hiahia — ōna ake kaupapa me ōna ake mea matua, kāore pea e hāngai ana ki ngā hiahia o ngā hapori e mahi ana ia mō rātou. Tērā pea kei tawhiti tonu tātou i tērā taumata. Engari ko te hanganga e hanga ana tātou ināianei, ko ngā tikanga whakahaere e whakatū ana tātou i ēnei rā, ka whakatau mēnā ka rite tātou i te taenga mai o taua wā, mēnā rānei ka kitea e tātou i te mutunga rawa kua tuku tātou i te mana whakahaere, kāore hoki i kite.
Ehara tēnei i te whakapae noa. He kitenga mārama tēnei mō te whakarite a ngā whakahaere. He ture matua tō kaunihera. He tikanga tū tō poari. He tuhinga whakahaere tō whakawhirinaki. Kei reira ēnei ehara i te mea ka hinga ki te raruraru ia hui, engari nā te mea me whai ngā hanganga whakahaere i mua i te wā e hiahiatia ana, ehara i muri mai.
Ka hāngai anō tēnei mātāpono ki te AI. Ko te Ture AI o te EU (Ture Whakahaere 2024/1689) e whakaata tika ana i tēnei aronga — arā, te whakatū i ngā anga whakahaere ināianei, i mua i te tere ake o te hangarau i te āheinga whakahaere ture. Ka kitea pea e ngā whakahaere e whakamahi ana i te AI, mehemea kāore he anga whakahaere i te wāhi, kāore rātou e ū ki ngā ture, ka raru rātou ki ngā herenga ture, kāore rānei e taea e rātou te whakamārama i ngā whakataunga i mahia mā te āwhina a te AI.
Te Take Tūturu: Nā wai ngā Tauira?
Anei te wāhi ka whai hua ai tēnei mō tō whakahaere.
Ina whakangungua tētahi pūnaha AI nui ki runga i te ipurangi, ka ngotea e ia ngā hēhē, ngā whakapae, me ngā taunoa ahurea o te ipurangi. He nuinga te reo Ingarihi, he Hauāuru, he aronga pakihi te ipurangi, ā, i hangaia e ngā uara o te rāngai hangarau. Ehara tēnei i te kaupapa huna — koinei noa iho te mea ka tupu ina whakangungua koe i tētahi pūnaha ki runga i ngā raraunga e tino tohu ana i tētahi ahurea kotahi me tētahi huinga kaupapa matua kotahi.
He matatini ngā hua, engari he mea tūturu.
Ka tuku pātai tētahi kainoho ki tētahi pūnaha AI mō tētahi tautohetohe uaua ki tētahi hoa noho tata, ka huri noa te pūnaha ki te reo o ngā mana takitahi me ngā rongoā ā-ture — nā te mea koirā te mea e rangatira ana i āna raraunga whakangungu. Kāore ia e toro ki te reo o te whakawhiringa, o ngā herenga ā-hapori, o te tirohanga whānui e puta ana i te mōhio ka noho koe i te taha o tēnei tangata mō ngā tau rua tekau e heke mai nei.
Ka tono tētahi kaimahi o te kaunihera ki tētahi pūnaha AI kia āwhina ki te tuhi i tētahi whakamōhio mō tētahi take whakamahere matatini, ka huri te pūnaha ki te reo whakahaere hunga whai pānga ā-pakihi — nā te mea he nui rawa atu ngā tuhinga pakihi i ngā whakawhitiwhiti ā-hapori i roto i āna raraunga whakangungu.
Ehara te pūnaha i te kino ki ngā uara ā-hapori. Kāore noa iho ia i te mōhio ki ngā uara ā-hapori. E mōhio ana ia ki ngā mea e auau ana i ngā tatauranga, ā, ehara i te mea e tino hāngai ana mō ōu kainoho.
Koinei te tino take o te AI mō ngā rōpū whakahaere. Ehara i te mea mēnā ka taea e ia te whakaaro. Ehara i te mea mēnā ka whakakapi ia i ngā kaimahi. Ko te tino take: ko wai ngā tauira e kawea ana e ia? Ā, ka taea e tō whakahaere te whiriwhiri i āna ake?
E Rua ngā Ara ki Mua
E rua ngā huarahi ka taea e tētahi whakahaere te mahi tahi me te AI.
Ko te ara tuatahi ko te whakamahi i te AI Hangarau Nui — arā, ngā pūnaha pērā i a ChatGPT, Google Gemini, me Microsoft Copilot. He kaha, he māmā ki te whakamahi, ā, he iti utu i te nuinga o te wā. Engari, he here ā rātou. Ka rere ō raraunga ki ā rātou tūmau. Ka noho wāhanga o ā rātou pūnaha ō kōrero. Ka ārahina te whanonga o te AI e ngā kaupapa here a te kamupene, ā, ka taea e rātou te whakarerekē i ēnei me te kore whakaaetanga a koe. Ā, ko ngā tauira e mau ana te AI — ōna taunoa, ōna whakapae, tōna anga ahurea — i tautuhia e ngā raraunga whakangungu, ā, kāore he mana whakahaere āu ki ēnei. I raro i te GDPR, ka ara ake ngā pātai mō te mana whakahaere raraunga, te tūāpapa ture mō te tukatuka, me te tika ki te whakamārama, ā, me whakaaro ēnei e ia rōpū whakahaere i mua i te whakamahi.
Ko te ara tuarua ko te whakamahi i tētahi AI e whakahaerehia ana e tō whakahaere. He pūnaha iti ake, kāore i te kaha rawa i tōna āheinga mata, engari kua whakangungua ki ō ihirangi, e rere ana i runga i ngā hanganga i roto i tō mana whakahaere, ā, e whakahaerehia ana e ngā ture i whakaritea e tō poari, e tō kaunihera rānei. He pūnaha e mōhio ana ki te rerekētanga i waenga i tētahi meneti kaunihera me tētahi pou rangitaki, nā te mea i akona e ngā pūrongo a tō whakahaere. He pūnaha e tirotirohia ana āna whakautu ki ō tuhinga tūturu mā ngā paparanga whakamana pāngarau e mahi motuhake ana i te AI anō.
Koinei te āhua o te Village AI. Ehara ia i te pūnaha AI tino kaha rawa e wātea ana. I hangaia kia whai kawenga ki tō hapori — ki ō ihirangi, ō uara, me tō anga whakahaere.
Ko te tuhinga e whai ake nei i tēnei raupapa e whakamārama ana me pēhea te rerekētanga hanganga o te Village AI i te AI o ngā Kamupene Nui Hangarau, me te take he mea nui ake tēnei rerekētanga i te kaha mata.
Ko tēnei te Tuhinga 1 o ngā 5 i roto i te raupapa "AI Governance for Community Leaders". Hei tiro i te hanganga hangarau katoa, haere ki Village AI — Agentic Governance.
E whai ake: Big Tech AI vs. Community-Governed AI — Why the Difference Matters