He aha tūturu te AI (me ngā mea kāore ia)

Raupapa: Tō Rōpū Tiaki Taiao, Tō AI — Te Mārama ki te Village AI mō ngā Rōpū Taiao (Tuhinga 1 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Līseni: CC BY 4.0 ā-Ao

He Mīhini e Whakaoti ana i ōu Kōrero

Kua rongo pea koe i te kī a ētahi, ka hurihia e te mātauranga hangarua ngā mea katoa. Tērā pea kua rongo hoki koe i ētahi e kī ana he āhua noa iho tēnei, kāore rānei e taea e ia te mahi i tētahi mea tino hou. Kāore ēnei tūāhua e rua e eke ki te kaupapa, ā, mā te mārama ki te take ka āwhina i a koe ki te whakatau i ngā whakatau pai ake mō tō whakahaere.

Anei te whakamārama māmā rawa mō ngā mahi a te AI i ēnei rā: ka matapae ia i te kupu e whai ake nei.

Ina tuhi koe i tētahi karere ki ChatGPT, ki te pātai rānei ki a Siri, kāore te pūnaha e whakaaro ana ki tō pātai pēnei i a koe, i tō kaiwhakahaere rānei. He mahi ā-mīhini noa iho tāna e mahi ana. Kua whakaaturia ki a ia ngā piriona whārangi tuhinga — pukapuka, paetukutuku, kōrero, pepa pūtaiao, tuhinga ture, tohutao, pepa hauora, tautohetohe i ngā pāpāho pāpori — ā, i puta ake i tēnei pānui 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 kite ia i mua.

He tino whaihua tēnei. He pūnaha kua ngongo i ngā tauira o ngā piriona whārangi kuputuhi, ā, ka āwhina ia i a koe ki te tuhi pūrongo ā-mahi, ki te whakarāpopoto i tētahi raraunga aroturuki roa, ki te whakautu i tētahi pātai mō ngā kōrero pono, ki te tūtohu rānei me pēhea te tuhi kupu mō tētahi tono pūtea āwhina. He pūkenga tūturu ēnei, ā, ka whakaora i te wā tūturu.

Engari ehara tēnei i te whakaaro. Ehara hoki 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 kī ana ko te aha 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 e tika ana i ētahi āhuatanga iti, engari he whakapohehe whānui.

Kāore e taea e tētahi tauira reo te whakaputa i tētahi mea mai i ngā wheako. Kāore anō ia kia tū i tētahi repo i te ata e tatau ana i ngā manu e hīkoi ana i te wai. Kāore anō ia kia rongo i te taumaha o tētahi whakataunga mō te urutau ki tētahi taupori e heke ana. Kāore e taea e ia te mārama he aha te take o tētahi raraunga toru tekau tau o ngā rekoata whakatipu uri — 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 ngongo ai ia i te wā whakangungu, ngā mea katoa e whakaputaina ana e ia.

Engari, me whakaaro he aha te tikanga o te "whakakotahitanga anō" i tēnei taumata.

Kāore he kairangahau taiao kotahi i pānui i ia pepa kua arotakina e ōna hoa mō te hononga o ngā wāhi noho, ia pūrongo aroturuki ā-tūao nō ngā rau tau kua pahure, ia wāhanga ture mō ngā wāhi tiakina, me ia mahere whakahaere nō ia whakahaere tiaki taiao i Uropi. Kua whakangungua te AI ki tētahi kohinga raraunga e whakauru ana i te nuinga o ēnei puna. Ina ka hono ia i te ariā whakahaere pokapū maha ki te whakahaere rawa taiao ā-hapori, he hononga tūturu hou tēnei ki ia tangata takitahi, ahakoa i noho wehe ēnei ariā e rua i mua. Ka whakakotahitia e ia ngā tauira puta noa i ngā rāngai kāore i rangahauhia e tētahi tangata kotahi, he mea hou tēnei whakakotahitanga anō — ehara i te mea hou o te wheako ora, engari he mea hou o te whakakotahitanga i tētahi taumata kāore e taea e te hinengaro tangata te whakataetae.

Ka kitea e tētahi kai-āhuarangi ā-waho kua pānui i ngā mahi whakahaere rawa ā-hapori a Ostrom, engari kāore i pānui i ngā tuhinga mō te kitenga mamao hou rawa, he tino whakamārama te whakakotahitanga a te AI. Ka kitea e tētahi tohunga kitenga mamao kāore i pānui i a Ostrom he mea whakamārama hoki taua whakakotahitanga mai i tētahi atu tirohanga. Ehara i te mea hou ngā ngota, engari ko ngā pūtau.

Nā reira, he tika te kī "kāore e taea e te AI te mahi i tētahi mea hou" i te taumata o te whakatū, engari he hē i te taumata o te whakakotahitanga. He mea nui ngā āhuatanga e rua, ā, me mau tonu ki ngā āhuatanga e rua kia tino whai wāhi ki tēnei hangarau.

Ka taea e te AI te whakaaroaro tūturu?

He pātai hōhonu ake e rangahaua ana e ngā kairangahau, ā, ko te whakautu mārama: kāore anō mātou kia mōhio.

I te wā i whakaputa ai ngā pūnaha AI tuatahi i ngā tuhinga mārire, i tika kia kīia rātou he pūnaha taurite tauira matatau. 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 tuatahi. 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, me tūpato, he āheinga e puta ake ana ēnei — arā, i puta ake i te rahi o te pūnaha, kāore i hoahoatia motuhake.

He pātai tuwhera tonu mēnā he whakaaro tūturu tēnei, he tauira-whakakotahitanga matatau rānei e whai ana i te āhua o te whakaaro. Tērā pea he wehewehenga ā-arotake tēnei, ehara i te mea ā-taurite. Mēnā ka whakaputa te pūnaha i te whakautu tika mā te tukanga e rite ana ki te whakaaro, āhea rā ka kore ai e whai take ā-mahi te wehewehenga i waenga i te "whakaaro tūturu" me te "whanonga pērā i te whakaaro"?

Kāore rawa ngā rangahau i te whakatau. Ko te hunga e kī ana ki a koe ka taea rawa e te AI te whakaaro, kāore rānei e taea rawa, kei te whakakaha rawa i ngā mea e tautokohia ana e ngā taunakitanga.

Ko tā mātou e kī nei, he pērā: he tino kaha te tere o te whanaketanga. I ngā tau rima ki muri, he tino uaua ki ēnei pūnaha te whakakotahi i ngā rerenga kōrero kia mārama. I tēnei rā, ka taea e rātou te tuhi tuhinga, te angitu i ngā whakamātautau ture, te waihanga waehere rorohiko, me te whai kōrero e kī ana te tokomaha kāore e taea te wehewehē i te tangata. I roto i ngā tau rima e heke mai nei, ka nui ake anō ā rātou āheinga.

He aha te take i tino hira ai tēnei 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 ki ā tātou. 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 wā kua tōmuri kua tuku tātou i te mana whakahaere, kāore hoki i kite.

Ehara tēnei i te pūrākau pūtaiao. He kitenga māmā tēnei mō te whakarite a ngā whakahaere. He ture matua tō rōpū tiaki. He ture whakahaere ā tō poari. He whakaaetanga whakahaere ā tō whatunga ā-rohe. Kāore ēnei i te noho nei nā te mea ka hinga ki te pōraruraru ia hui, engari nā te mea me whai ngā hanganga whakahaere i mua i te wā e hiahiatia ana, ehara i muri iho.

Ka hāngai taua mātāpono ki te AI.

Te Take Tūturu: Nā wai ngā Tauira?

Anei te wāhi ka whai hua ai tēnei mō tō whakahaere.

Ka whakangungua tētahi pūnaha AI nui ki te ipurangi, ka ngotea e ia ngā hēhē, ngā whakapae, me ngā taunoa ahurea o te ipurangi. He nuinga te reo Ingarihi o te ipurangi, he Hauāuru, he aronga pakihi, ā, kua āhua hangaia e ngā uara o Silicon Valley. Ehara tēnei i te whakakotahitanga huna — koinei noa iho te mea ka puta ina whakangungua koe i tētahi pūnaha ki ngā raraunga e tino tohu ana i tētahi ahurea kotahi me tētahi huinga kaupapa matua kotahi.

He matatini ngā hua, engari he tūturu.

Ka pātai tētahi kaimahi āwhina ki tētahi pūnaha AI mō ngā tohutohu ki te whakahaere i tētahi āhuatanga uaua me tētahi rangatira whenua, ka huri te pūnaha ki te reo whiriwhiringa ā-pakihi me te whakatau tautohetohe — nā te mea koirā ngā mea e rangatira ana i āna raraunga whakangungu. Kāore ia e toro ki te reo o te tiaki whenua mō te wā roa, te whakatipu whakawhirinaki ā-hapori, me te whakahaere hononga manawanui i puta ake i ngā tekau tau o te mahi tahi me ngā whānau ahuwhenua kotahi tonu.

Ka tono te kaiwhakahaere ki tētahi pūnaha AI kia āwhina ki te whakarāpopoto i ngā raraunga mara o te wāhanga, ka huri te pūnaha ki te kōrero māmā, māia hoki o tētahi pūrongo hokohoko — nā te mea he nui rawa atu ngā whakarāpopototanga kua whakapaipaihia i ngā pūrongo pūtaiao whai tohu i roto i āna raraunga whakangungu. Kāore ia e tohu ā-taiao ana i ngā āputa, e tuhi ana i ngā āwangawanga, e wehewehe rānei i waenga i ngā kitenga kua whakauhia me ngā tatauranga wā poto.

Ehara te pūnaha i te hoariri ki tō mahi. Kāore noa iho ia e mōhio ana ki tō mahi. E mōhio ana ia ki ngā mea e auau ana i ngā tatauranga, ā, ehara ngā mea e auau ana i ngā tatauranga i te mea tino hira ki tō whakahaere.

Koinei te tino take o te AI. Ehara i te mea mēnā ka taea e ia te whakaaro. Ehara i te mea mēnā ka riro i a ia te ao. 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 rōpū taiao te whai wāhi ki te AI.

Ko te ara tuatahi ko te whakamahi i te AI a ngā Kamupene Nui Hangarau — arā, ngā pūnaha pērā i a ChatGPT, Google Gemini, me Microsoft Copilot. He kaha ēnei, he māmā te whakamahi, ā, he kore utu, he iti rānei te utu. Engari, he here ā ēnei. Ka rere ō raraunga ki ā rātou tūmau. Ka noho wāhanga o ā rātou pūnaha ō kōrero. Ka whakahaerehia te whanonga o te AI e ngā kaupapa here a te kamupene, ā, ka taea te whakarerekē i ēnei me te kore whakaaetanga mai i 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.

Ko te ara tuarua ko te whakamahi i te 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 taputapu e whakahaere ana koe, ā, e whakahaerehia ana e ngā ture i whakaritea e tō whakahaere. He pūnaha e mōhio ana ki te rerekētanga i waenga i tētahi pūrongo ā-pāmu me tētahi pou rangitaki, nā te mea nā tō whakahaere i ako. He pūnaha e tirotirohia ana ōna whakautu ki ōu pūrongo tūturu e ngā kaitirotiro pāngarau e mahi motuhake ana, kāore e hāngai ana ki te AI anake.

Koinei te āhua o te Village AI. Ehara ia i te pūnaha AI tino kaha rawa atu e wātea ana. I hangaia kia pono ki tō whakahaere — ki ō ihirangi, ō uara, me tō whakahaere.

Ko te tuhinga e whai ake nei i tēnei raupapa e whakamārama ana me pēhea te rerekētanga hanganga o te Village AI ki ngā AI a ngā Kamupene Nui, me te take he mea nui ake tēnei rerekētanga i te kaha mata.

Ko tēnei te Tuhinga 1 o ngā 5 i te raupapa "Tō Rōpū Tiaki Taiao, Tō AI". Mō te hanganga hangarau katoa, tirohia Village AI — Agentic Governance.

E whai ake: AI Hangarau Nui vs. Tō AI Tiaki Taiao — He aha te take i hira ai te rerekētanga