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

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

I Panoni te AI i Aua Ko Koe e Mātakitaki Ana

Kua rongo pea koe i te kī a ētahi he panoni i ngā mea katoa te mātauranga hangarua. Tērā pea kua rongo hoki koe i ētahi e kī ana he āhua noa iho, kāore rānei e taea e ia te mahi i tētahi mea tino hou. Kua hē rāua ēnei tūnga ki te kaupapa matua, ā, mā te mārama ki te take ka āwhina i a koe ki te whakatau i ngā whakatau pai ake mō tō parīhi.

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

I tētahi tau ki muri, i te nuinga o te wā i kī ai te tangata i te "AI," he chatbot tā rātou i kī ai — he matapihi i tāuru ai koe i tētahi pātai, ā, ka whakahokia mai he whakautu. Ka pātai koe, ka whakahoki mai ia. Koinei te whakawhitinga katoa. I ēnei rā, kua neke te pokapū taumaha. Ehara i te mea ko ngā pūmanawa kōrero anake e whakautu ana ngā pūnaha e tino aro ana te iwi, e nui ana hoki ngā haumi ki a rātou. He kaiwhakahaere ēnei e mahi ana — ka whakarite i te hui, ka whakakī i te puka, ka tirotiro i ngā paetukutuku, ka tuhi, ka whakahaere i te waehere, ka tuku karere.

Koinei te panoni tino nui hei mārama, ā, kei runga i tēnei ka hanga 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 kaha o te pūnaha. Engari ko te panonitanga nui ake mō ngā hapori noa, ko ngā mea e hanga ana e te tangata ināianei ki te taha o te pūnaha. Me tirohia tātou ia kotahi.

Te Pūnaha: He Mīhini e Matapae Ana

Anei te whakamārama māmā rawa mō ngā mahi a te pūnaha: 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 tumuaki rānei. Kei te mahi ia i tētahi mea tino mīhini ake. Kua whakaaturia ki a ia ngā piriona whārangi tuhinga — pukapuka, paetukutuku, kōrero, kauwhau, tuhinga ture, tohutao, pepa hauora, tautohetohe i runga i ngā pāpāho pāpori — ā, i puta mai 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 tuhinga, ā, ka āwhina i a koe ki te tuhi tuatahi i tētahi reta, ki te whakarapopototanga o tētahi tuhinga roa, ki te whakautu i tētahi pātai mō ngā kōrero pono, ki te tūtohu rānei me pēhea te kupu i tētahi pānui uaua. He pūkenga tūturu ēnei, ā, ka whakaora i te wā tūturu.

Engari i tōna pūtake, kei te whakakōtui tauira te pūnaha i runga i tētahi taumata 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.

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 ake o ngā pūnaha — e kīia nuitia ana he tauira "whakaaro" rānei "tāroaroa" — e mahi ana i tētahi mea rerekē. Kāore e whakautu tonu, engari ka whakawhiti i te raru i ngā hipanga, ka whakaputa i tētahi aho kitea o ngā whakaaro waenga i mua i tōna whakatau i tētahi whakautu. Ki te hoatu i ngā 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 tonu te taumaha i kī i te hē o tērā. Ko te whakatau tino āta o nāianei, kāore ngā tauira whakaaro o ēnei rā i te kaiwhakaaro tūturu, ā, kāore hoki i te pākahua noa iho — he mea tino hou ēnei kāore anō kia tino mārama tātou. Ko te tangata e kī ana ki a koe ka taea rawa e te AI te whakaaro, kāore rānei e taea rawa, kei te whakakīkī i ngā taunakitanga.

He mea nui tētahi kitenga mō tō hāhi, ā, he māmā te pānui hē, nō reira pānuitia kia tino tūpato. Ina whakaatu mai 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, ka taea e te whakatau kōrero a tētahi tauira te waiho i ngā tino awe i pā ki tōna whakatau — ehara i te mea nā te mea e teka ana te mīhini i tētahi huarahi tangata (kāore āna hiahia), engari nā te mea ko ngā kupu e whakaaturia ana ki a koe he tuhinga matapaetia anō, ehara i te pānui pono o tētahi tukanga o roto. Ko te hua whaihua: kāore e taea e koe te whakahaepapa i tētahi AI mā te pānui noa i te whakamārama e tukuna ana e ia mōna ake. Ko tērā kōrero kotahi tētahi o ngā take i tino hira ai te whakahaere ā-hapori — e tirotiro ana i ngā putanga ki ōu pūrongo tūturu, kaua e whakawhirinaki ki te pūrongo-a-AI. Ka hoki anō mātou 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, he tino uaua ki ēnei pūnaha te whakakotahi i ngā rerenga kōrero kia mārama. 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 kaha ake rātou ki te mahi i te ao, kaua e whakamārama noa i taua ao. Ka kawea mai e ngā tau e haere ake nei he pūkenga nui ake anō.

"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 i te nuinga.

Kāore e taea e tētahi pūnaha te whakaputa i tētahi ariā mai i āna wheako. Kāore ia i noho tahi me tētahi whānau e tangi ana. Kāore anō kia rongo i te taumaha o tētahi whakataunga e pā ana ki ngā tāngata e arohaina ana e ia. Kāore e taea e ia te mārama he aha te take i hira ai ngā kupu o te Tari Tangihanga — 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, ko ngā mea katoa e whakaputaina ana e ia.

Engari, me whakaaro he aha te tikanga o te kupu "whakakotahitanga anō" i tēnei taumata. Kāore he tangata kotahi i pānui i ngā Matua Katoa o te Hāhi, i ia pānui pārihi o ngā rau tau kua pahure, i ia ture mō te whakahaere atawhai, me ia pepa mō te tangi. Ina ka hono te AI i te ariā whakahaere pokapū maha ki te mātauranga hāhi Anglikana, he hononga tūturu hou tēnei ki tētahi tangata takitahi, ahakoa i noho wehe ngā whakaaro e rua i mua. Ka kitea e tētahi reketara kua pānui i a Hooker, engari kāore i pānui i a Ostrom, he whakamārama te whakakotahitanga; ā, ka kitea e tētahi ōhanga kua pānui i a Ostrom, engari kāore i pānui i a Hooker, he whakamārama mai i tētahi atu taha. Ehara i te mea hou ngā ngota, engari ko ngā pūtau.

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 ngā āhuatanga e rua, ā, kia tino whai wāhi ki tēnei hangarau, me mau tonu ki ngā āhuatanga e rua.

Mai i te Whakautu ki te Mahi: Te Ājenti

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

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 reta whakapohehe, i whakawhirinaki ki te tau hē, i tuku whakamua i te tohutohu hē. I reira 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 pūnaha tētahi māngai AI kua kapi i 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, te 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?"

Nō te mea, koinei te āputa e mārama ana te rangahau: ina mahi te pūnaha mōna ake, he iti ake ngā huarahi hei whakauru atu. Kaore e taea te whakahoki i ētahi mahi i muri i tō mahi. Ā, ka mahi tētahi māngai mōu — mā te whakamahi i ō raraunga, ō pūkete, tō mana — ā, ka puta he hapa, ka tino uaua ki te kī ko wai te tangata 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. Ehara i te mea kino ngā māngai. Ko te tikanga, kua piki nui ake ngā tūraru o ko wai te māngai e whakamahia ana e koe, me pēhea te whakahaere i a ia.

Te Take Tūturu: Nā wai ngā Tauira, ā, nā wai ngā Ringa ki ngā Mana Whakahaere?

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

Ka whakangungua tētahi pūnaha AI nui ki te ipurangi, ka ngote ia i ngā whakaaro hē, ngā whakapae, me ngā taunoa ahurea o te ipurangi. He nuinga ake te ipurangi i te reo Ingarihi, nō te ao Hauāuru, e aro ana 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 huna ngā hua, engari he tūturu. Ka pātai tētahi mema o te hāhi ki tētahi AI mō ētahi tohutohu mō tētahi āhuatanga uaua o te whānau, ka huri te pūnaha ki te reo rongoā hinengaro me te āwhina whaiaro — nā te mea koirā te nuinga o ngā raraunga whakangungu i ako ai ia. Kāore ia e toro ki te reo inoi, ki te tiaki ā-wairua, ki te kotahitanga o ngā tapu rānei, nā te mea he iti rawa te tohu ā-tauanga o ēnei tikanga. Ka tonoa e te kaitiaki hāhi kia tuhi reta ki te hunga karakia mō tētahi take matatini, ka whakamahi te pūnaha i ngā tauira whakawhitiwhiti ā-pakihi, nā te mea he nui rawa atu ngā reta pakihi i ngā reta hāhi i roto i ngā raraunga i akona ai.

Ehara te pūnaha i te mea e whawhai ana ki tō tikanga. Kāore noa iho ia e mōhio ana ki tō tikanga. E mōhio ana ia ki ngā mea e kitea nuitia ana i ngā tatauranga, ā, ehara ngā mea e kitea nuitia ana i ngā tatauranga i ngā mea tino hira mō tō hapori.

I te ao o ngā chatbot, nā taua hē i āhua ngā kupu e pānui ana koe. I te ao o ngā māngai, ka āhua tonu taua hē i ngā mahi e mahia ana mōu. Kāore tētahi māngai kāore e mārama ana ki ngā uara o tō paroheke e whakamārama noa iho i aua uara i te huarahi hē — tērā pea ka mahi ia ki te whakahē i aua uara, i te huna, i te mea e whakapono ana ia kei te āwhina ia. 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 atu 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 tō hāhi ā-rohe. He ture whakahaere ā tō komiti whakahaere. He kanona ā tō rohe hāhi. Ehara i te mea e noho ana ēnei nā te mea ka hinga ki te raruraru ia hui, engari nā te mea me whakatūria ngā hanganga whakahaere i mua i te wā e hiahiatia ana, ehara i muri mai.

Ka hāngai taua mātāpono ki te AI — ā, he mea nui ake te hiahia kia tere ake te mahi 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 parohe 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 i hangaia e ngā kamupene hangarau nui rawa o Amerika. He kaha ēnei, he māmā te whakamahi, ā, he maha ngā wā he kore utu, he iti rānei te utu. 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. Ka ārahina te whanonga o te AI e ngā kaupapa here a te kamupene, ā, ka taea te whakarerekē 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 āu ki runga i ēnei.

Ko te ara tuarua ko te whakamahi i te AI e whakahaerehia ana e tō hapori. He pūnaha arotahi ake, i 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 parīhi. He pūnaha e mōhio ana ki te rerekētanga i waenga i tētahi pānui pārihi me tētahi pou rangitaki, nā te mea i akona e tō hapori. He pūnaha e tirotirohia ana āna whakautu ki ōu ake pūrongo 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 mai.

Koinei te mea Village AI e mahi ana. Ehara i te mea i hangaia kia toa i tētahi whakataetae mō te mana mata me ngā pūnaha Hangarau Nui. I hangaia kia pono ki tō hapori — ki ō ihirangi, ō uara, me tō whakahaere — kia mau tonu ai tō mana whakahaere i te wā ka huri te AI i te whakautu ki te mahi.

Ka whakamārama te tuhinga e whai ake nei me pēhea te mahi a te AI ā-hapori. Village AI he rerekē tōna hanganga ki te AI o Big Tech, ā, he aha ai he mea nui ake tēnei rerekētanga i te mana mata — otirā ināianei.

Ko tēnei te Tuhinga 1 o ngā 5 i roto i te raupapa "Tō Parihi, Tō AI". Mō te hanganga hangarau katoa, tirohia Village AI — Whakahaere Mana Motuhake.

E whai ake: AI Hangarau Nui vs. AI o tō Pariha — He aha te take o te rerekētanga