Village AI # He aha tūturu te AI (me ngā mea kāore ia)
Raupapa: Tō Pakihi, Tō AI — Te Mārama ki te AI mō ngā Pakihi Iti (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 te kī a ētahi, ka huri katoa te ao e te mātauranga hangarua. 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 mōhio he aha 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 tētahi kaiāwhina mariko rānei, kāore te pūnaha e whakaaro ana ki tō pātai pēnei i a koe, i tō kaiwhakahaere matua rānei. He mahi ā-mīhini noa iho tāna e mahi ana. Kua whakaaturia ki a ia ngā piriona whārangi tuhinga — pukapuka, paetukutuku, kōrero, kirimana, tuhinga ture, tohutao, pepa hauora, tautohetohe i ngā pāpāho pāpori — ā, i puta ake i aua 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 whai hua tēnei. He pūnaha kua ngote i ngā tauira o ngā piriona whārangi tuhinga, ā, ka taea e ia te āwhina i a koe ki te tuhi īmēra mō tētahi kiritaki, ki te whakarapopototanga o tētahi pūrongo roa, ki te whakautu i tētahi pātai mō ngā kōrero pono, ki te tūtohu rānei me pēhea te kupu i tētahi pānui uaua ki ngā kaimahi. He pūkenga tūturu ēnei, ā, ka whakaora wā tūturu.
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 kī ana ko te aha 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 e tika ana i tētahi horopaki whaiti, engari he whakapohehe whānui.
Kāore e taea e tētahi tauira reo te whakaputa i tētahi mea mai i te wheako. Kāore ia i noho ki roto i tētahi whiriwhiringa uaua. Kāore ia i rongo i te taumaha o tētahi whakatau whakakore tūranga mahi. Kāore e taea e ia te mārama he aha te take i hira ai te pupuri i tētahi hononga kaiwhakarato mō te wā roa — ka taea noa e ia te whakahoki i ngā tauira e rite 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 ngā anga whakahaere katoa, ngā rangahau take pakihi iti katoa nō ngā rau tau kua pahure, ia wāhanga o ngā ture mahi, me ia pepa mō te whakahaere mahi tahi. Kua whakangungua te AI ki tētahi kohinga nui e whakauru ana i te nuinga o ēnei puna. Ina ka hono ia i te ariā whakahaere mahi tahi me te ture mahi hou, he hononga tūturu hou tēnei ki tētahi tangata 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 te hinengaro tangata te whakataetae.
Ka kitea e tētahi kaiwhakahaere kua ako i te ture mahi, engari kāore i ako i te ariā o ngā rōpū mahi tahi, he tino whakamārama te whakakotahitanga a te AI. Ka kitea e tētahi tohunga mahi tahi e mōhio ana ki ngā tauira whakahaere, engari kāore e mōhio ana ki te ture mahi, he mea whakamārama hoki taua whakakotahitanga mai i tētahi atu tirohanga. Ehara i te mea hou ngā ngota, engari ko ngā pūtau.
Nō reira, he tika te kī "kāore e taea e te AI te mahi i tētahi mea hou" i te taumata whakaputa, engari he hē i te taumata whakakotahitanga. He mea nui ngā āhuatanga e rua, ā, me mau tonu ki ngā āhuatanga e rua kia tino whai wāhi ai 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 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 — ngā porowhita hiko, 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 hipanga 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, kāore i hoahoatia motuhake.
He pātai tuwhera mēnā he whakaaro tūturu tēnei, he tino matatau rānei te whakakotahitanga tauira e whakaāhua ana i te whakaaro. Tērā pea he wehewehenga ā-arotake tēnei, ehara i te mea ā-tinana. Mēnā ka whakaputa te pūnaha i te whakautu tika mā tētahi 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 rawa rānei e taea, kei te whakakīkī i ngā taunakitanga.
Ko tā mātou e kī nei, he pērā: he tino kaha te tere o te whanaketanga. I ngā tau rima ki muri, kāore ēnei pūnaha i tino āhei ki te hanga i tētahi wāhanga tuhinga e mārama ana. 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 kīia ana e te tokomaha kāore e taea te wehewehenga 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 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 ake. 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 mōhio tātou i te tōmuri kua tuku kē 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 tuhinga whakahaere ā tō pakihi. He tikanga mō te poari ā tō poari. He whakaritenga ā-ture ā tō rāngai. Kāore ēnei i te noho hei mea, 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 mai.
Ka hāngai anō tēnei mātāpono ki te AI.
Te Take Tūturu: Nā wai ngā Tauira?
Anei te wā ka whai hua mō tō whakahaere.
Ka whakangungua tētahi pūnaha AI nui ki te ipurangi, ka ngongo ia i ngā hēhē, ngā whakapae, me ngā taunoa ahurea o te ipurangi. He nuinga te reo Ingarihi, he Hauāuru, he aronga pakihi te ipurangi, ā, kua āhua hangaia e ngā uara o Silicon Valley. Ehara tēnei i te whakaritenga 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 mema o te tīma ki tētahi pūnaha AI mō ngā tohutohu e pā ana ki tētahi tautohetohe i te wāhi mahi, ka huri te pūnaha ki te reo HR o Amerika — ngā whakaaro mō te mahi ā-tō-hiahia, te anga whakapae ture, te whakatau tautohetohe takitahi — nā te mea koirā te nuinga o ngā raraunga whakangungu. Kāore ia e toro ki te reo ture mahi o Europi, ki te whakawhiti kōrero ā-mahi tahi, ki te hanga hononga mō te wā roa e āhua ana ki ngā whakahaere iti.
Ka tono te kaiwhakahaere ki tētahi pūnaha AI kia āwhina ki te tuhi reta ki tētahi kiritaki nō mua mō tētahi take matatini, ka huri noa te pūnaha ki ngā tauira whakawhitiwhiti kōrero ā-pakihi whānui — nā te mea he nui rawa atu ngā reta pakihi tauira i ngā tuhinga whai whakaaro, e mōhio ana ki ngā hononga, i roto i āna raraunga whakangungu.
Ehara te pūnaha i te kino ki te huarahi mahi a tō whakahaere. Kāore noa iho ia i te mōhio ki tērā. E mōhio ana ia ki ngā mea e auau ana i ngā tatauranga, ā, ehara ngā mea e auau ana i ngā tatauranga i ngā mea e tika ana mō tō pakihi.
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 ēhea tauira āna? 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 a ngā Kamupene Nui — pērā i a ChatGPT, Google Gemini, rānei Microsoft Copilot. He kaha, he māmā hoki ēnei, ā, he kore utu, he iti rānei te utu ki te whakamahi. Engari, he here ā rātou. Ka rere ō raraunga ki ā rātou tūmau. Ka noho ō kōrero hei wāhanga o ā rātou pūnaha. Ka whakahaerehia te whanonga o te AI e ngā kaupapa here a te kamupene, ā, ka taea te huri 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 ōna raraunga whakangungu, ā, kāore he mana āu ki runga i ēnei.
Mō tētahi pakihi e whakahaere ana i ngā raraunga kiritaki, ngā pūrongo kaimahi, me ngā pārongo tūmataiti ā-pakihi, ka ara ake he pātai e nui ake ana i te kōwhiringa noa. I raro i te GDPR, kei runga i tō whakahaere te kawenga mō te wāhi e tukatukahia ana ngā raraunga whaiaro, me te tangata e tukatuka ana. Mā te tuku karere kiritaki mā tētahi AI Hangarau Nui, ka tukatukahia ngā raraunga ki runga i ngā hanganga kāore koe e whakahaere, i raro i ngā tikanga kāore e taea e koe te whiriwhiri, i roto i ngā rohe ture kāore pea e hāngai ki ngā paerewa tiaki raraunga o Europi.
Ko te ara tuarua ko te whakamahi i te AI e whakahaere ana tō whakahaere. He pūnaha iti ake, kāore i te kaha rawa i ngā āheinga mata, engari i whakangungua ki tō ihirangi, e rere ana i runga i ngā hanganga kei roto i te EU, ā, e whakahaere ana i raro i ngā ture i whakaritea e tō whakahaere. He pūnaha e mōhio ana ki te rerekētanga i waenga i tētahi pūrongo poari me tētahi pou rangitaki, nā te mea i akona e tō whakahaere. He pūnaha e tirotirohia ana āna 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. Kāore i hangaia kia whakataetae i runga i te kaha mata me ngā pūnaha Hangarau Nui. 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 i te AI a ngā Hangarau 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 Pakihi, Tō AI". Mō te hanganga hangarau katoa, tirohia Village AI — Agentic Governance.
E whai ake: AI a Big Tech vs. AI a Tō Pakihi — He aha te take i hira ai te rerekētanga