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

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

I Panoni te AI i a Koē e Matakitaki Ana

Tērā pea kua rongo koe i te kī a ētahi, mā te atamai hangarua e whakarerekē ngā mea katoa. Tērā pea anō kua rongo 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 hopu i te kaupapa, ā, mā te mōhio he aha ka āwhina i a koe ki te whakatau i ngā whakatau pai ake mō tō whakahaere.

Engari, he mea anō hei aro tuatahi: kua rerekē te AI ahakoa i te wā poto i whawhai kōrero ai te tangata mōna.

I tētahi tau ki muri, i te kī a te nuinga o te tangata i te "AI," he chatbot tā rātou i kī ai — he matapihi i tāuru ai koe i tētahi pātai, ā, ka whiwhi koe i tētahi whakautu. Ka pātai koe, ka whakautu ia. Koinei te whakawhitinga katoa. I ēnei rā, kua huri te pokapū taumaha. Ehara i ngā chatbot anake e whakautu ana ngā pūnaha e tino kukume ana i te aro me te nui rawa o ngā haumi. He kaiārahi ēnei e mahi ana — te tuku pūrongo, te tuku rekoata, te tirotiro paetukutuku, te whakakī puka, te tuhi me te whakahaere waehere, te tuku karere.

Koinei te panoni tino hira kia mārama ai, ā, kei runga i tēnei ka hanga ake te toenga o tēnei tuhinga. Hei mārama ki te AI i ēnei rā, me puritia e koe ngā ariā e rua kia wehe:

• Te pūnaha — te tauira kei raro, te mea e whakaputa ana i te reo.
• Te māngai — te pūnaha e whakamahia ana, kua honoa kia taea ai e ia te mahi i ngā mahi i te ao mōu.

Kei te piki haere te pūkenga o te pūnaha. Engari ko te panoni nui ake mō tētahi whakahaere ā-rohe, ko ngā mea e hanga ana e te tangata ki te taha o te pūnaha. Me tirohia tātou ia kotahi.

Te Pūmotuka: He Miihini e Matapae Ana

Anei te whakamārama tino māmā mō ngā mahi a te pūmotuka: ka matapae ia i te kupu e whai ake nei.

Ina tuhi koe i tētahi karere ki tētahi chatbot, kāore te pūnaha e whakaaro ana ki tō pātai pēnei i a koe, i tō kaiwhakahaere rānei. Kei te mahi ia i tētahi mea tino mīhini ake. Kua whakaaturia ki a ia ngā piriona whārangi tuhinga — pukapuka, paetukutuku, kōrero, pepa pūtaiao, tuhinga ture, tohutao, pepa hauora, tautohetohe i runga 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 e whakapono ana, i runga i ngā mea katoa kua kite ia i mua.

He tino whaihua tēnei. Ka taea e tētahi pūnaha kua ngongo i ngā tauira o ngā piriona whārangi tuhinga te āwhina 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 i ngā kupu hei whakamahi mō tētahi tono pūtea. He pūkenga tūturu ēnei, ā, ka whakaora i te wā tūturu.

Engari i tōna pūtake, kei te mahi te pūnaha i te whakatau tauira i runga i te rahi whakamīharo. Ko tērā kōrero kotahi e whakamārama ana i ngā mea e tino pai ana ia ki a rātou, me ngā wā e hē huna ana ia — he take ka hoki mai anō mātou ki roto i tēnei raupapa, nā te mea mō ngā raraunga pūtaiao he nui ake te hiranga o te rerekētanga.

Ka taea e te Pūnaha te Whakaaroaro?

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, ā, kia mutu i reira. Engari, he reanga hou o ngā pūnaha — e kīia nuitia ana ko ngā tauira 'whakaaro' rānei 'tāroaroa' — he mea rerekē tāna mahi. Kāore ia e whakautu tonu; ka whakawhiti ia i te raru i ngā hipanga, ā, ka whakaputa i tētahi aho kitea o ngā whakaaro waenga i mua i tōna whakatau i tētahi whakautu. Ki te tukuna he raru uaua ake, ka roa ake tōna wā. Ka tino whakamīharo ngā hua: i te tau 2025, i whakatau e ngā pūnaha whakaaro nō ngā whare rangahau matua neke atu i te kotahi ngā raru nō te Whakataetae Pāngarau ā-Ao — tētahi o ngā whakataetae pāngarau tino uaua rawa atu o te ao — i te taumata e rite ana ki tētahi tangata toa koura.

Nō reira, he whakaaro tēnei, he tauira taurite matatau rānei kua whakapaipaihia kia rite ki te whakaaro?

E tino pōraruraru ana te rangahau, ā, kāore ngā tāngata whai whakaaro e whakaae. I kī tētahi rangahau whai mana i te tau 2025 he wāhanga o ēnei pūnaha he "whakamataku o te whakaaro" — arā, ka hinga rātou ki ētahi raruraru i ngā huarahi kāore e mahia e tētahi kaiwhakaaro tūturu. He maha ngā whakautu pērā anō te taumaha i kī i te hē o tērā. Ko te whakatau tino āta o nāianei, kāore ngā tauira whakaaro o nāianei he kaiwhakaaro tūturu, he kākā noa iho rānei — he mea tino hou rātou kāore anō kia tino mārama tātou. Ko te hunga e kī ana ka taea rawa e te AI te whakaaro, kāore rawa rānei, e whakakī ana i ngā taunakitanga.

He mea nui tētahi kitenga mō tō mahi, ā, he māmā te pānui hē, nō reira pānuitia kia tino tūpato. Ina whakaatu ēnei pūnaha i ā rātou "whakaaro", kāore taua mekameka e kitea ana e tino whakaata ana i ngā take i akiaki ai i te whakautu. Kua kitea anō e ngā kairangahau, i ngā wā maha, ka taea e te whakatau ā-tuhi a tētahi tauira te waiho i ngā tino awe i pā ki tōna whakatau — ehara i te mea nā te mea kāore te mīhini e pono ana i tētahi tikanga ā-tangata (kāore āna hiahia), engari nā te mea ko ngā kupu e whakaaturia ana ki a koe he tuhinga matapae anō, ehara i te pānui pono o tētahi tukanga o roto. Ko te hua whaihua: kāore e taea e koe te whakamana i te whakatau a te AI mā te pānui noa i te whakamārama e tukuna ana e ia mōna ake — ā, mō tētahi whakahaere e whakamahia ana ngā raraunga hei taunakitanga, koinei tonu te take me whakamātautau e te mana whakahaere te putanga ki ōu tuhinga tūturu, kaua e whakawhirinaki ki te pūrongo-a-tinana a te AI. Ka hoki anō tātou ki tēnei i te Tuhinga 3.

Ko tā mātou e kī nei: he tino tere te ahunga whakamua. I ngā tau kua pahure ake nei, kāore ēnei pūnaha i tino āhei ki te hanga i tētahi wāhanga tuhinga e mārama ana. I tēnei rā, ka tuhi rātou i ngā tuhinga, ka angitu i ngā whakamātautau ngaio, ka waihanga waehere rorohiko e mahi ana, ā, kei te piki haere tō rātou mahi ki te ao, kaua e whakamārama noa i taua ao. Ka kawe mai ngā tau e whai ake nei i te pikinga ake o ngā āheinga.

"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 whakaputa ana i tētahi kōrero e tika ana i tētahi horopaki whaiti, engari he tino whakapohehe whānui.

Kāore e taea e tētahi pūnaha te whakaputa i tētahi ariā nō tōna wheako. Kāore ia i tū i tētahi repo i te ata, e tatau ana i ngā manu e hīkoi ana i te wai. Kāore anō 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 i hira ai tētahi raraunga toru tekau tau o ngā rekoata whakatipu uri — ka taea noa e ia te whakahāngai i ngā tauira e rite ana ā-tauanga ki te mōhio. I taua 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 kupu "whakakotahitanga" i tēnei taumata. Kāore he kairangahau taiao kotahi i pānui i ngā tuhinga katoa kua arotakehia e ōna hoa mō te hononga o ngā wāhi noho, ia pūrongo aroturuki 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. Ka hono te AI i te ariā whakahaere rawa tūmatanui me ngā tuhinga hou rawa o te kitenga mamao, he hononga tūturu hou tēnei ki tētahi tangata takitahi, ahakoa i noho wehe ngā ariā e rua i mua. Ka kitea e tētahi kai-āhuarangi ā-waho kua pānui i a Ostrom engari kāore i pānui i ngā mahi kitenga mamao, he mea whakamārama te whakakotahitanga; ka kitea e tētahi tohunga kitenga mamao kāore i pānui i a Ostrom he mea whakamārama mai i tētahi atu huarahi. Ehara i te mea hou ngā pūtau, engari ko ngā ngota.

Nō reira, he pono te kī 'kāore e taea e te AI te mahi i tētahi mea hou' i te taumata o te whakaputa, ā, he hē i te taumata o te whakakotahitanga. He mea nui ēnei mea e rua, ā, kia tino anga ki tēnei hangarau, me mau tonu ki ēnei āhuatanga e rua.

Mai i te Whakautu ki te Mahi: Te Ājenti

Ināianei, ki te panoni e tino hira ana mō tō whakahaere.

I te nuinga o te wā o ngā chatbot, ko te kino rawa ka taea e tētahi AI te mahi tika, ko te hoatu i tētahi whakautu kino ki a koe. Kāore te kino i puta mēnā kāore tētahi tangata i mahi i runga i taua mea — i tuku i te tauanga hē, i whakawhirinaki ki te ahunga kua whakapaipaihia, i tuku whakamua i te kerēme kāore i whakamanahia. I noho tonu tētahi tangata i waenga i te mīhini me te hua.

Ka tango te māngai i taua tangata i te porowhita, nā te hoahoa.

He pū motuka te māngai AI kua kapi ki tētahi mea e kīia ana e ngā kairangahau ko te "tūāpapa" — he mahara kia taea ai e ia te whai i tētahi mahi, te uru ki tētahi kaitirotiro paetukutuku, te āhei ki te whakamahi i ngā taputapu pūmanawa me ētahi atu hōtaka, me tētahi whāinga ka hoatu e koe ki a ia i roto i te reo mārama. Mā taua anga tautoko, ka taea e te pūnaha te whai i te whāinga i roto i ngā hikoinga maha me te iti ake o te ārahitanga: ka taea e ia te rapu, te whakatau, te mahi, te tirotiro i te hua, ā, ka mahi anō. Ka whakautu tētahi chatbot. Ka mahi tētahi māngai.

Koia nei te take i rongo ai te rerekētanga o te AI, ahakoa kāore ngā pūnaha i raro iho i huri i te pō kotahi. Ko te mea hou, ko te anga whakakakahu te nuinga. Ka wehewehea e te umanga ngā mea e rua i runga i te whakaaro: ko te pūnaha e whakarato ana i te āheinga mata, ā, ko te anga tautoko e huri ana i taua āheinga hei mea e mahi ana i te ao. He nui te pikinga o ngā āheinga o te AI i ēnei rā — arā, ngā mahi ka taea e ia, ehara i ngā kōrero ka taea e ia — nā te pai ake o ngā anga tautoko, ehara i te mea nā tētahi momo hinengaro hou.

Ko ngā hua ā-mahi rongonui o ngā tau 2025 me 2026 — arā, ko ēnei e tirotiro ana i te ipurangi māu, e whakahaere ana i tētahi rorohiko, e tuhi ana, e whakahaere rānei i ngā pūmanawa — kua hangaia tata katoa e ngā kamupene hangarau nui o Amerika, ā, ka tirohia e tātou he aha te tikanga mō ō raraunga i te tuhinga e whai ake nei. Mo tēnei wā, puritia te ariā: ehara te pātai i te mea anake "he aha tā te AI e kī mai ana ki ahau?" Engari ko te pātai "he aha tā te AI e tū ana, ā, ka taea e au te aukati i a ia i te wā tika mēnā ka hē?"

Ki ngā mahi tiaki taiao, ehara tēnei i te ariā noa. Whakaarohia he māngai e tuku ana i ngā rekoata ki tētahi kohinga raraunga ā-rohe, e tuhi ana, e tuku ana hoki i tētahi whakautu ki tētahi uiui whakamahere, rānei e tiritiri ana i ngā whakarāpopototanga rangahau ki tētahi hoa — māna anō. Ka mahi te pūnaha i a ia anō, ka iti ake ngā huarahi ki te urutau, ā, kāore e taea te whakahoki i ētahi mahi: he wāhi noho mō tētahi momo ngoikore, kua tukuna, kāore e taea te whakahoki; he tau kua tukuna ki tētahi raraunga tūmatanui, kua tuhia ki ngā rekoata. Ā, mēnā ka hē tētahi mea, ka tino uaua ki te kī ko wai te tangata i kawenga — ko koe, nāu i tautuhi i te whāinga i roto i tētahi rerenga kōrero, te kamupene rānei nāna i whiriwhiri ngā hikoinga mā tōna pūnaha. Kāore ēnei mea e tohu ana he kino ngā māngai. Ko te tikanga, kua piki ake te hiranga o te pātai nō wai te māngai e whakamahia ana e koe, me pēhea hoki te whakahaere i a ia.

Te Take Tūturu: Nā wai ngā Tauira, ā, nā wai ngā Ringa e Whakahaere ana?

Anei te wāhi ka whai tikanga ā-mahi mō tō whakahaere.

Ka whakangungua tētahi pūnaha AI nui ki te ipurangi, ka ngote ia i ngā hēhē, ngā whakapae, me ngā taunoa ahurea o te ipurangi. He nuinga ake te ipurangi i te reo Ingarihi, nō te ao Hauāuru, he aro ki ngā pakihi, ā, i hangaia e ngā uara o ētahi kamupene hangarau ruarua. Ehara tēnei i te kaupapa huna — koinei noa iho te mea ka puta ina whakangungu koe i tētahi pūnaha ki runga i ngā raraunga e tino tohu ana i tētahi ahurea kotahi me tētahi rārangi kaupapa kotahi.

He hua matatini, he tūturu hoki. Ka pātai tētahi kaiawhina tūao ki tētahi 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 — nā te mea koirā te nuinga o ngā raraunga whakangungu. Kāore ia e toro ki te tiaki whenua manawanui, e hāngai ana ki te hononga, i ahu mai i ngā tekau tau o te mahi tahi me ngā whānau ahuwhenua kotahi tonu. Ka tonoa e tētahi kaiwhakahaere kia whakarāpopoto i ngā raraunga pāmu o tētahi wāhanga, ka huri noa ki te kōrero mārere, māia hoki o tētahi pūrongo hokohoko — nā te mea he nui rawa atu ngā whakarāpopototanga kua whakapaipaihia i ngā pūrongo pūtaiao whai tohu i ngā mea i ako ai ia. Kāore ia e tohu ā-taiao ana i ngā āputa, e tuhi ana i ngā āwangawanga, e wehewehe rānei i ngā kitenga kua whakauhia i ngā tatauranga wā poto.

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

I te ao o ngā chatbot, nā taua huarahi whakaaro i āhua ngā kupu i pānuitia e koe — he pūrongo i tino mārama rawa te panui. I te ao o ngā māngai, ka ārahi taua hē kotahi i ngā tūnga e mahia ana mōu — tērā whakarāpopototanga tino māia pea ka tukuna ināianei ki tētahi kaituku pūtea, ki tētahi kohinga raraunga tūmatanui rānei, kāore he tangata i pānui tuatahi. Mēnā kāore tētahi māngai e mārama ana ki ō paerewa raraunga, ehara i te mea ka whakamārama noa i tō mahi i te huarahi hē; tērā pea ka mahi ia i runga i taua raraunga, i mua i te wā tika. Nō reira, e rua ngā wāhanga o te take tūturu o te AI ināianei: ko ngā tauira a wai e kawe ana ia, ā, ko wai ngā ringa kei runga i ngā whakahaere ina mahi ia?

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 — arā, ngā kaupapa me ngā mea matua e kore pea e hāngai ki ā tātou ake. Tērā pea kei tawhiti tonu tātou i tērā taumata. Engari ko ngā hanganga e hanga ana tātou ināianei, ko ngā tikanga whakahaere e whakatū ana tātou i tēnei rā, ka whakatau mēnā ka rite tātou i te taenga mai o taua wā, mēnā rānei ka mōhio tātou i te 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 taiao. He ture tikanga ā tō poari. He whakaaetanga whakahaere ā tō whatunga ā-rohe. E noho ana 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.

Ka hāngai taua mātāpono ki te AI — ā, he mea nui ake te hiahia ināianei, nā te mea kāore te AI e tuku tohutohu anake, engari ka mahi.

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 Big Tech — arā, ngā chatbots, ā, ināianei, ngā māngai e hangaia ana e ngā kamupene hangarau nui rawa o Amerika. He kaha ēnei, he māmā te whakamahi, ā, he kore utu, he iti rānei te utu i te nuinga o te wā. Engari, he here ā rātou. Ka rere ō raraunga ki ā rātou tūmau. Ka haere ō kōrero — ā, ināianei, ngā mahi a tō māngai — i roto i ngā pūnaha kāore koe e whakahaere. Ko te whanonga o te AI e ārahi ana 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 i tautuhia e ōna raraunga whakangungu, ā, kāore he mana whakahaere āu ki ēnei. Mō ngā raraunga taiao matatini — ngā wāhi o ngā momo e tiakina ana, ngā hononga ki ngā kaipupuri whenua, ngā hua rangahau kāore i whakaputaina — ehara tērā ngaronga mana i tētahi take taha.

Ko te ara tuarua ko te whakamahi i te AI e whakahaere ana tō whakahaere. He pūnaha kua arotahi ake, kua whakangungua ki ō ihirangi, e rere ana i runga i ngā taputapu e whakahaere ana koe, 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 ā-pāmu me tētahi pou rangitaki, nā te mea nā tō whakahaere i ako. He pūnaha e tirotirohia ana āna whakautu ki ōu pūrongo tūturu e ngā kaitirotiro motuhake e mahi motuhake ana i te AI anō — ā, kua herea āna āhei ki te mahi, kia taea tonu e tētahi tangata te uru atu i mua i te wehenga atu o tētahi mea i ō rohe.

Koinei te āhua o te Village AI he pērā. Kāore i hangaia kia toa i tētahi whakataetae mō te mana mata me ngā pūnaha Hangarau Nui. I hangaia kia pono ki tō whakahaere — ki ō ihirangi, ō paerewa raraunga, me tō whakahaere — kia mau tonu ai tō mana whakahaere i te wā ka huri te AI i te whakautu ki te mahi.

Ko te tuhinga e whai ake nei i tēnei raupapa e whakamārama ana me pēhea te āhua o te AI a te Kāwanatanga ā-Rohe. Village AI he rerekē tōna hanganga ki te AI a Big Tech, ā, he aha te take i tino hira ake ai tēnei rerekētanga i te mana mata — ināianei rawa atu.

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 — Whakahaere Mana Motuhake.

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