He Kōwhiringa ki te AI o ngā Kamupene Nui · Tuhinga 1 o te 7

Ehara i te mea e ranea ana te pātene whakaweto

He aha i hē ai te tono kia whakaweto i te AI — me te āhua o te kōwhiringa tuatoru

Whakarāpopototanga. Kua tae ki te ao whānui tētahi nekehanga whakahē ki te AI e whakamahia ana i ngā wāhi katoa hei taunoa, ā, ko tōna tono he pātene whakaweto: he pātene whakawhiti, he huarahi kia whakakore, he taumata utu-nui ko tōna āhuatanga matua kote kore. He tika taua tono mō te āwangawanga, engari he hē mō te rongoā. Ka whakaae puku te pātene whakaweto, e mea ana ko te tikanga o te "AI" he momo i hangaia e ētahi kamupene nui, i whakanohoia ki runga i ā rātou ake hanganga, i whakangungua ki tō whanonga, ā, ko tō anake herekore he whakahē i a ia. He kōwhiringa tuatoru kei waenga i taua AI me te kore AI: he AI nō te hapori e whakahaere ana i a ia, i runga i ngā hanganga e whakahaere ana ia, i raro i ngā ture i whakaritea e ia, ā, kāore he mea e puta atu i te whare. Kua rua tau mātou e hanga ana i tēnei. Ko tēnei tuhinga te take he rawakore o te wawata te pātene whakaweto, ā, he aha te huarahi kē. Ka whakatuwhera tēnei i tētahi raupapa poto mō taua huarahi kē.

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Ngā karere matua — pāwhiria tētahi rārangi kia pānui i te wāhanga

Te wā whakawetoHe whakahē tūturu ki te AI puta noa i ngā wāhi katoa — engari kei te tono i te mea hē.

Pōti pānui: 64% e hiahia ana kia iti ake ngā āhuatanga AI, 2% anake e hiahia ana kia nui ake.
Ko ngā kōwhiringa kua ingoa katoa he whakakore — he pana whakawhiti, he whakakore kōwhiringa, he pana whakaweto.
He tika te āwangawanga; he iti rawa te rongoā.

Kei te hanga haere tētahi nekehanga, ā, kua ingoaia e ngā pāpāho hangarau. I roto ite Android Authority i tēnei Pipiri, i raro i te taitara He aha e tipu ana te hangarau kore AI, ko te take, kua riro te kore AI hei take hoko, pērā i te wā i riro ai te kore pānui hei take hoko. Ehara i te tata te pōti a ngā kaipānui:64% e hiahia ana kia iti ake ngā āhuatanga AI, 23% e hiahia ana kia pai ake ngā mana whakahaere, 2% anake e hiahia ana kia nui ake. Ko ngā hua e tohu ana he nekehanga kotahi ā rātou, arā, te whakaweto i te AI:

he miihini rapu e waiho ana kia kōwhiringa;
he kaitirotiro e tāpiri ana i a ia me te whakahaere;
he taupānga tuhipoka e herea ana ki tētahi mono tāpiri;
he chatbot kāore e pa ki ō raraunga mēnā kāore koe e whakapiri atu.

He mea mōhio tēnei tauira. Nā te nui rawa o ngā pānui i puta ai ngā ohaurunga kore pānui; nā te aroturuki i puta ai ngā hua e whakawhiwhia ana te tūmataitinga hei mea matua; kei te puta ake te mākete whakawhē ki te AI-ki-huri-katoa.

He tūturu te āwangawanga, ā, he tika te tātaritanga. Ko te rongoā te mea e tika ana kia tirohia hohonu ake, nā te mea ko ia hua i runga i taua rārangi e tuku ana i taua mea kotahi: he huarahi ki te whakaweto i a ia.

A rain squall sweeping over farmland toward the sea, Aotearoa New Zealand

Ngā mea e whakaae ana te pātene whakawetoKo te pātene whakaweto e whakaae ana ko te tikanga o te "AI" ko te AI a ngā Kamupene Hangarau Nui — ā, ka waiho māu anake te kore pōti.

Kei te rangatira tonu te kaihoko i te tauira me te hanganga.
He pātene whakawhiti noa iho hei whakaora i a koe i tēnei wiki; ā tērā tau ka neke, ka noho rānei hei taumata utu.
Kāore koe e whiwhi mana whakahaere ki te mātauranga, he tautuhinga anake.

Ki te toro koe ki te pātene whakaweto, kua whakaae koe ki ngā mea e rua kāore koe i te mōhio. Tuatahi, he mea mahia ki a koe te AI: he āhuatanga ka tae mai kua whakahohea, ā, ko tō kaha rawa atu he whakahē. Tuarua, ko te tikanga o te kupu "AI" he mea kotahi anake — arā, ngā tauira nui, i hangaia e ētahi kamupene nui, e whakahaere ana i runga i ā rātou kapua, ā, ka whakapai ake mā te mātakitaki i āu mahi. Ki te whakatūria ēnei, ko te mahi anake e toe ana, ko te kore pōti. Ko te pātene whakaweto te huarahi whai honore, hei utu mō te kore whai kōwhiringa.

He rawakore tēnei o te wawata kua whakakākahu hei tū ā-mātāpono. Ka whakahaerehia e ia tētahi raru hanganga (nā wai te rangatiratanga o te mātauranga, kei hea e rere ana, he aha ngā mea e ako ana, ki a wai ia e whakautu ana) hei take o te manakohanga whaiaro, ka taea te whakatau mā te pana kotahi. Ā, ka waiho tonu te hanganga kia tū. Kei te rangatira tonu te kamupene i te tauira. Kei te rere tonu i runga i ā rātou hanganga. Ko te tikanga o te pana-whakaweto, kāore rātou e whakahaere ana i runga i a koe i tēnei wiki. Kua whakakore koe i tētahi ratonga; kāore koe i riro i a koe te mana whakahaere. A tērā tau ka neke te pana-whakaweto, ka huri anō ki te āhua taunoa, ka noho hei taumata utu rānei, ā, ka tīmata anō te whiriwhiringa i taua tūranga ngoikore kotahi, nā te mea kāore rawa taua mea i noho hei mea nōu.

Ka mutu te tono i te pātene whakaweto mō tētahi take. Mō te nuinga o te tangata, ko te kore whakamahi anake te kōwhiringa kei te tahua, nā te mea nā ngā kamupene e whakahē ana te nekehanga i tuhi i te tahua. Kāore e taea e koe te tono mō tētahi AI nōu ake i tētahi kaihoko e pakihi ana ki te rangatira mōu. Nō reira, ka whakaiti te hiahia ki te mea kotahi e taea e te kaihoko te tuku: he tautuhinga. He tika te raru o te nekehanga. Kua hoatu ki a ia he pukapuka kupu iti rawa hei ingoa mōna.

Walkers crossing tussock toward a high-country mountain pass, Aotearoa New Zealand

Te kōwhiringa tuatoruPuritia te AI — engari kia nōu: kia rangatira, kia ā-roto, kia whai-āhuatanga, kaua e whakawhirinaki ki te toharite.

Ka rere i runga i ngā hanganga e whakahaerehia ana e te hapori; kāore ngā raraunga e wehe atu.
E hāngai ana ki tō parīhi, pāmu, rūma poari, tari rānei — ehara i te toharite ā-ao.
Kāore he pana e hiahiatia ana, nā te mea kāore he kaihoko kei roto hei whakaweto.

Ehara i te mea ko te kōwhiringa he AI rānei, kāore rānei. Ko ngā pātai tūturu, ko:nō wai te AI, i runga i te hanganga a wai, i whakangungua i runga i ngā tikangaa wai, ā, e whakautu ana ki a wai. Mēnā ka pātai koe i ēnei, ka puta he kōwhiringa tuatoru, he mea kāore te nuinga o te hunga e hiahia ana kia whakaweto i te AI e mōhio ana kei te noho: he AI nō te hapori e whakamahi ana i a ia.

Koinei tā mātou e hanga ana. He tūāpapa te A Village hei wāhi e whakahaere ai tētahi hapori (he pārihi, he whānau, he hapori, he karapu, he poari, he tīma kei roto i tētahi whakahaere nui ake) i tōna ake AI, i runga i ngā hanganga e whakahaere ana ia. Ehara te tauira i te hononga ki te kapua o tētahi atu; ka rere i roto i te whare, ā, kāore ngā ihirangi a te hapori e puta atu hei whakangungu i ngā hua a ētahi atu. Hemea tūnga motuhake hoki, ehara i te mea toharite. He mea hanga te tauira Hangarau Nui kia riro mā te katoa, ā, nā reira kāore he tangata motuhake e rangatira ana: e mōhio ana ia ki te toharite ā-ao, ehara i tō pārihi, tō pāmu, tō rūma poari, tō tari rānei. He tauira e noho ana i roto i tētahi hapori, kua whakaritea ki taua hapori, ā, e mōhio ana ki te horopaki nā te mea ko te horopaki anake tōna kaupapa. Kāore he pātene hei tiaki i a koe i te kaihoko, nā te mea kāore he kaihoko i roto i te hononga. Kei te whakahaere koe i tō ake.

Ko te rerekētanga, kia māmā ai te kōrero, ko te mana tiaki. Mā te pātene whakaweto, nō te kamupene te mātauranga atamai, ā, ka whiriwhiri koe me hia o taua mātauranga ka pā atu ki a koe. Mā te Hapori, nō te hapori te mana tiaki, ā, ko te pātai anake he aha tāna e mahi ai. Mā te neke i te mana tiaki mai i te kaiwhakarato ki te hapori, ka whakakore i te nuinga o ngā take e whakautu ana te nekehanga kore AI:

kāore he aroturuki hei whakakore, nā te mea kāore he raraunga e puta;
kāore he taunoa e kuhu āta, nā te mea ko te hapori e tautuhi ana i ngā taunoa;
kāore he utu tāpiri mō te kore uru, nā te mea ehara i te mea ko te kore uru te hua.

Kāore koe e hiahiatia kia whiriwhiri i waenga i te mātauranga me te mana whakahaere, arā ko te kōwhiringa e whakahaua ana e te pātene whakaweto. Ka pupuri koe i te AI, ka waiho hei mea nōu. Ka taea e tētahi tauira iti nō te hapori te whakautu i ngā pātai, te tuhi tuhipoka, te whakarāpopoto i tētahi aho kōrero roa, te āwhina i tētahi tauhou kia tū pakari, me te kore e waiho hei matapihi mā te kaihoko hei mātakitaki. Mā te pātene whakaweto e tuku te whaihua kia puta ai i te mātakitaki; ka pupuri te Hapori i te whaihua, ā, ka tango i te kaihoko.

He aha kāore koe e hiahia kia whakawetoHe AI herea e taea e koe te whakawhirinaki tata ake — kāore e taea e ia te tango mana kāore i hoatu ki a ia.

Ka noho ā-tangata tonu ngā uara me te mana whakahaere; ka āwhina te AI, engari kāore ia e whakatau.
He here tōna toro i tautuhia e te hoahoa, ehara i tōu mataara.
Ehara te painga i te mātauranga iti ake — he mātauranga kāore e taea te hē ki a koe.

He take tika: he AI tōu ake, he AI tonu ia, ā, ehara te āwangawanga i te mea mō wai e whai painga ana anake. He pātai mō ngā pūnaha e whakatau ana i ngā mea kāore e tika ana kia whakataua, e mahi ana i mua i te whakaaro a tētahi, e whakaiti ana i te whakataunga kia he tauāki noa iho. Kāore te whai i te tauira e whakatika i tērā anake. Nō reira, he mātāpono tuarua e tū ana i te taha o te tiaki, ā, mā rāua e rua ka kore e whai take te pātene whakaweto.

Ka hanga mātou i te AI kia mōhio ki tōna tūranga. He mea ka taea e tētahi mīhini; he mea kāore e tika kia mahia e ia, ā, ehara te rārangi i te take reka. Kāore e taea te aunoa i ngā uara, engari mā te hunga e pupuri ana i aua uara anake e whakamana. Kāore e taea te whakakāhua i te mana whakahaere, engari me whakaute anake. Ki te kore e taea te whakaiti i tētahi pātai ki tētahi ture, ka hoki ki te whakataunga a te tangata, kaua ki tētahi mīhini māia. Ka whakatinana tēnei e te hanganga; ehara i te tūmanako kua tāia ki tētahi whārangi uara. Ka tūtohu, ka āwhina hoki te AI i roto i te Hāpori. Kāore ia e whakatau he aha ngā mea nui, ā, kāore ia e taea te mahi i runga i ngā mea nui mehemea kāore he tangata e whai wāhi ana. Ko te painga i konei, he mātauranga kāore e taea te tango i te mana i huna, kāore rānei i whakawhiwhia ki a ia.

Kāore e taea e te pātene whakaweto te tuku i tērā. He whakapuaki te pātene whakawhiti e kore e taea te whakawhirinaki ki te AI, he huarahi hei pupuri i a ia i tawhiti. Ka taea te whakawhirinaki tata ake ki tētahi AI i hangaia kia mōhio ki tōna tūranga, nā te mea kua whakaritea tōna rohe i roto i te hanganga, ehara i te mea nā tōu mataara. Ehara i te mea me whakaweto koe i a ia kia haumaru ai koe i a ia.

Sunlight through a nīkau palm canopy, Aotearoa New Zealand

Ko wai tēnei mōNgā rōpū hapori, ngā pakihi, ngā poari e whakahaere ana i a rātou — me te hunga e ū ana ki ngā mātāpono.

Ngā rōpū kore-pūtea iti, ngā karapu, ngā whakawhirinaki, ngā pārihi, ngā umanga mahi.
Ngā rōpū e aro nui ana ki te haumaru, e mōhio ana ehara i te whakautu te kī "kei te kapua".
Ngā poari me ngā kaunihera e hiahia ana i tētahi rekoata e taea te tiaki.
Te wāhanga mātāpono — e tipu ana, ā, kua whakawhiwhia noa ki te pātene whakaweto tae noa mai ki tēnei wā.

Ka kitea e ngā momo tāngata e toru i a rātou anō i konei.

Ngā rōpū hapori, ngā pakihi iti, me ngā tinana e whakahaere ana i a rātou — te karapu, te whakawhirinaki, te parohe, te whare mahi, te poari e hui ana ia marama, te tari ā-rohe. Kāore rātou i whakaaro kia hanga i tētahi tari AI; tae noa ki tēnei wā, ko te kōwhiringa he hua Hangarau Nui e whiwhi moni ana i a rātou, kāore rānei he āwhina. Ko te whakahaere e tino rongo ana i tēnei āwangawanga: he kawenga ā te poari me ngā tuhinga hei tohu, ā, ehara i te rēhita e taea te tiaki te kī "i whakapirihia e mātou ki tētahi chatbot".
Ngā tīma e aro ana ki te haumarutanga i roto i ngā whakahaere nui ake, kua mōhio kē rātou ehara i te whakautu te kī "kei te kapua" mō ngā rauemi matatapu, ā, e hiahia ana rātou ki ngā mōhiotanga kāore e taea te wehe i te rūma.
Ko te hunga whai mātāpono — te wāhanga e tipu haere ana o te nekehanga kore-AI, e rapu ana i te pātene whakaweto nā te mea koinei anake te pūmanawa kua hoatu ki a rātou. Ki a rātou he māmā rawa te karere: he pūmanawa nui ake kei reira, ā, kua oti kē te hanga.

Ka haere tonu tēnei wāhanga ki te tipu, nā te mea kāore ngā āhuatanga i whakaputa ai e ngaro. I te mea ko tā rātou tauira rangatira o te AI , e mātakitaki ana i a koe, ka piki haere te hiahia mō tētahi atu huarahi. Ka whakakī i tētahi wāhanga o taua hiahia te pātene whakaweto mō tētahi wā. Engari, kāore i te pumau te hiahia mō te kore: ehara i te mohio iti ake tā te tangata e hiahia ana, engari he nui ake te mana whakahaere ki runga i a ia, ā, ko te kore noa iho te āhua e mau ana te hiahia ina kāore te mana whakahaere i te rārangi kōwhiringa. Whakahokia te mana whakahaere ki te rārangi kōwhiringa, ka kitea e te hiahia tōna āhua tūturu.

A high-country lake below snow peaks at dusk, Aotearoa New Zealand

He aha ka whai akeKa whakaū te raupapa i te kerēme, kotahi āheinga i ia wā.

AI herea; tō tauira me ō pakitara; koe anō e whakahaere ana.
Te pourewa whakahaere e whakaute ana i āna ake rohe.
Me te tiki anō i ngā kupu e tika ana kia whakahokia mai.

E whakapuaki ana tēnei tuhinga i tētahi kerēme, ā, me whakaatu taunakitanga ki a koe. Ko te toenga o te raupapa e tuku ana i ēnei taunakitanga, kotahi i ia wā:

he aha te tikanga o te hanga AI e mōhio ana ki tōna tūranga, me te aha i tino hira ai ngā rohe;
tō tauira, ō pakitara, mō ngā tīma kāore ā rātou raraunga e taea te wehe;
te whakahaere, te waitohu, me te whakakotahitanga o tō ake Kāinga i runga i ngā tikanga ka taea e koe te whakakore;
te pourewa whakahaere i hangaia e mātou mō ngā kaiwhakahaere: he tirotiro e pūrongo ana i te hauora, ā, kāore e pānui i ngā ihirangi a ngā mema;
me ngā kupu anō, i hanga kia uaua ki te kī, ā, he tika kia whakahokia.

Mo tēnei wā, kotahi te whakaaro hei whakatinana i tēnei: kāore te pātene whakaweto e ranea, nā te mea ka waiho e ia te mea e whakahē ana kia tū tonu, ā, ka tono noa kia whakaaetia. Ehara te kōwhiringa i te iti ake o te AI. He AI nōu ake, i hangaia kia mōhio ki tōna tūranga, kāore rawa i hiahiatia kia whakawetohia nā te mea nōu tonu i ngā wā katoa.

Ka taea e koe te hīkoi mā roto i a ia, kaua e whakawhirinaki ki te whakamārama anake. Ka whakahaerehia a The Village hei hapori whakaaturanga ora i mysovereignty.digital/demos.html, ā, ka whakarārangi te akoranga Kāwanatangakore utu i te take katoa. Mēnā he hōu te whakaaro katoa, ka tīmata te raupapa tuhinga 'Tō Hapori, Tō AI' me te whakamārama he aha tūturu te AI.

Ko The Village he pūnaha e rere tonu ana, ehara i te pukapuka pānui — tirohia ki mysovereignty.digital. Puna mō te nekehanga kore-AI me ngā tatauranga pōtitanga: "He aha te take e tipu ana te hangarau kore-AI," Android Authority, Hune 2026. — John G. Stroh, My Digital Sovereignty Ltd., Hune 2026.