He aha tūturu te AI (me ngā mea kāore ia)
Raupapa: Tō Pakihi, Tō AI — Te Mārama Village AI mō ngā Pakihi Iti (Tuhinga 1 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Hune 2026 Rāhina: CC BY 4.0 International
I Panoni te AI i a Koē e Mātakitaki Ana
Tērā pea kua rongo koe i te kī a ētahi, mā te mātauranga 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 eke ki te kaupapa matua, ā, mā te mārama ki ngā take ka āwhina i a koe ki te whakatau i ngā whakatau pai ake mō tō whakahaere.
Engari, he mea anō hei aro atu tuatahi: kua rerekē te AI ahakoa i te wā poto kua whawhai kōrero ngā tāngata 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 — ka whakarite hui, ka whakakī puka, ka whakakotahi nama, ka tirotiro paetukutuku, ka tuhi, ka whakahaere waehere, ka tuku īmēra.
Koinei te panoni tino nui hei mārama, 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 kaha o te pūnaha. Engari ko te panoni nui ake mō tētahi whakahaere iti, ko ngā mea e hanga ana e te tangata ki te taha o te pūnaha. Me titiro tātou ki 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 patopato koe i tētahi karere ki tētahi chatbot, kāore te pūnaha e whakaaro ana ki tō pātai pēnei i a koe, i tō kaiwhakahaere matua rānei. Kei te mahi ia i tētahi mea tino ā-mīhini ake. 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 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 īmēra mō tētahi kiritaki, ki te whakarāpopoto i tētahi pūrongo roa, ki te whakautu i tētahi pātai mō ngā kōrero pono, ki te tūtohu rānei me pēhea te whakahua i tētahi pānui uaua ki ngā kaimahi. He pūkenga tūturu ēnei, ā, ka whakaora i te wā tūturu.
Engari i tōna pūtake, kei te mahi te pūnaha i te taurite tauira i te 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 pōturi ana ia — he take ka hoki mai anō mātou ki roto i tēnei raupapa.
Ka taea e te Pūnaha te Whakaaro?
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 anō te taumaha i kī i te hē o tērā. Ko te whakatau tino āta o nāianei, ko ngā tauira whakaaro o ēnei rā ehara i te tangata e whakaaro pono ana, ehara hoki i te kākā noa iho — he mea tino hou ēnei 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 whakahaere, 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 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 huarahi ā-tangata (kāore āna hiahia), engari nā te mea ko ngā kupu e whakaaturia ana hei tuhinga matapae noa iho, 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 — he mea nui tēnei ina ka mahi ia ki ngā raraunga kua whakahaerehia mōu. Koia tētahi o ngā take he tino hira ai te whakahaere e tirotiro ana i te putanga ki ōu pūrongo 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 tere rawa te ahunga whakamua. I ngā tau kua pahure ake nei, he uaua noa iho ki ēnei pūnaha 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 kaha ake rātou ki te mahi i te ao, kaua e whakamārama noa i taua ao. Ka kawea mai e ngā tau e heke mai nei he āheinga 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 he pono nohinohi, he whakapohehe whānui.
Kāore e taea e tētahi pūnaha te whakaputa i tētahi ariā nō tōna ake wheako. Kāore ia i noho ki roto i tētahi whakawhitinga kōrero uaua. Kāore anō kia rongo i te taumaha o tētahi whakataunga whakakore tūranga mahi. Kāore e taea e ia te mārama he aha te take e 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 mōhio. 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, me whakaaro he aha te tikanga o te kupu "whakakotahitanga anō" i tēnei taumata. Kāore he tangata kotahi i pānui i ngā anga whakahaere katoa, ngā rangahau take pakihi iti katoa i ngā rau tau kua pahure, ngā ture mahi katoa, me ia pepa mō te whakahaere mahi tahi. Ina ka hono te AI i te ariā whakahaere mahi tahi me te ture mahi hou, he hononga tūturu hou tēnei ki ia tangata, ahakoa i noho wehe ēnei ariā e rua i mua. Ka kitea e tētahi kaiwhakahaere kua ako i te ture mahi engari kāore i ako i te ariā mō ngā rōpū mahi tahi he mea whakamārama te whakakotahitanga; ka kitea e tētahi tohunga mō ngā rōpū mahi tahi e mōhio ana ki ngā tauira whakahaere engari kāore i mōhio ki te ture mahi he mea whakamārama mai i tētahi atu taha. Ehara i te mea hou ngā ngota, engari ko ngā pūtau hāora he mea hou.
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 pakihi.
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 hē, 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, mā te hoahoa.
He pūnaha tētahi māngai AI kua kapi i tētahi mea e kīia ana e ngā kairangahau ko te "scaffolding" — he mahara kia taea ai e ia te whai i tētahi mahi, te uru ki tētahi pūtirotiro 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 nei ki ahau?" Engari ko te pātai "he aha tā te AI e tū nei, ā, ka taea e au te aukati i a ia i te wā tika mēnā ka hē?"
He tino take tēnei mō tētahi pakihi, ā, ehara i te mea ā-whakahaere anake. Ina tuku koe i tētahi māngai kia mahi mōu, kei te tuku mana koe — ā, he maha ngā wā ka whakawhiwhi koe ki a ia te uru ki ngā raraunga kiritaki, ki ngā pūkete, me te āhei ki te mahi i ngā hikoinga i tō ingoa. I raro i te ture tiaki raraunga, ko tō whakahaere tonu te kaiwhakahaere raraunga mō ngā mahi e pā ana ki aua raraunga whaiaro, ahakoa i kōwhiria ngā hikoinga e tētahi pūnaha motuhake. Kua tīmata ngā tohunga whakahaere ki te whakamārama i te rangatiratanga a te māngai hei raru tūmataitinga raraunga kua huna hei raru AI, mō tēnei take tonu. Ka mahi te pūnaha i runga i a ia anō, he iti ake ngā huarahi ki te whakauru, kāore e taea te whakahoki ētahi mahi, ā, mēnā ka puta he hē, he tino uaua ki te kī ko wai te kawenga — ko koe, nāu i tautuhi i te whāinga i roto i tētahi rerenga kōrero, te kamupene rānei nāna i whiriwhiri te pūnaha he aha ngā mahi hei whakatutuki i taua whāinga. Ehara i te mea he kino ngā māngai. Ko te tikanga, kua piki nui ake ngā tūraru o te nā wai te māngai e whakamahia ana e koe, me te 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 hua mō tō whakahaere.
Ka whakangungua tētahi pūnaha AI nui ki te ipurangi, ka ngotea e ia ngā whakaaro hē, ngā whakapae, me ngā taunoa ahurea o te ipurangi. He nuinga te ipurangi i te reo Ingarihi, nō te ao Hauauru, he aro ki ngā pakihi, ā, i hangaia e ngā uara o ētahi kamupene hangarau torutoru. 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 matatini ngā hua, engari he tūturu. Ka pātai tētahi mema o te rōpū ki tētahi AI mō ngā tohutohu e pā ana ki tētahi tautohetohe i te wāhi mahi, ka huri aunoa te pūnaha ki te reo HR o Amerika — ngā whakaaro mō te mahi ā-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 o te ture mahi o Europi, ki te whakawhitiwhiti āwhina, ki te hanga hononga mō te wā-roa e āhua ana i ngā whakahaere iti. Ina tono te kaiwhakahaere kia tuhi reta ki tētahi kiritaki nō te wā roa, ka whakamahi ia i ngā kupu paerewa ā-pakihi, nā te mea he nui rawa atu ngā tuhinga pērā i ngā tuhinga whai whakaaro, e mōhio ana ki ngā hononga, i roto i ngā mea i akona e ia.
Ehara te pūnaha i te mea e whawhai ana ki ngā tikanga mahi a tō whakahaere. Kāore noa iho ia i te mōhio ki ēnei. 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.
I te ao o ngā karakōtini, nā taua hē i ārahi ngā kupu i pānuitia e koe. I te ao o ngā māngai, ka ārahi taua hē kotahi i ngā tūnga e mahia ana mōu — ki ō kiritaki, ō moni, ō ingoa. Kāore tētahi māngai kāore e mārama ana ki ngā uara o tō whakahaere 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 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 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 ngā mahi ā tō poari. He whakaritenga ā-ture ā tō rāngai. 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 mai.
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 whakahaere te mahi tahi me 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. 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.
Mō tētahi pakihi e whakahaere ana i ngā raraunga kiritaki, ngā pūrongo kaimahi, me ngā pārongo tauhokohoko matatini, ka ara ake ngā pātai e whānui ake ana i ngā manakohanga noa. I raro i te GDPR, kei runga i tō whakahaere te kawenga mō te wāhi me te tangata e tukatukahia ana ngā raraunga whaiaro. Ko te tuku i ngā whakawhitiwhiti kiritaki mā tētahi AI a Big Tech e tohu ana 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. Ko te tuku i tētahi agent a Big Tech kia mahi ki aua raraunga — me te mana ki te whakatutuki i ngā mahi kāore koe i whakaae ā-tinana — ka whakawhānui i taua tūponotanga mai i te rokiroki ki te mahi.
Ko te ara tuarua ko te whakamahi i te AI e whakahaere ana tō whakahaere. He pūnaha arotahi ake, i whakangungua ki ō 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 motuhake e mahi motuhake ana i te pūnaha AI anō — ā, kua herea āna āhei ki te mahi, kia taea tonu e tētahi tangata te uru mai.
Koinei te mea Village AI he pērā. Kāore i hangaia kia whakataetae i runga i te mana mata me ngā pūnaha Hangarau Nui. I hangaia kia pono ki tō whakahaere — ki ō ihirangi, ō uara, me tō whakahaere — kia mau tonu ai tō mana whakahaere i te wā ka huri te AI mai 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 e whakahaerehia ana e tō whakahaere. Village AI he rerekē tōna hanganga ki te AI o Big Tech, ā, he aha ai he mea nui ake tēnei rerekētanga i te kaha mata — ināianei rawa atu.
Ko tēnei te Tuhinga 1 o ngā 5 i te raupapa "Tō Pakihi, Tō AI". Mō te hanganga hangarau katoa, tirohia Village AI — Whakahaere Mana Motuhake.
E whai ake: AI Hangarau Nui vs. AI o tō Pakihi — He aha te take o te rerekētanga