AI Hangarau Nui vs. AI o tō Hapori — He aha te take i hira ai te rerekētanga
Raupapa: Ki te Hapori, Ki te AI — Mana Motuhake Matihiko mō ngā Hapori Taketake (Tuhinga 2 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Rāhina: CC BY 4.0 ā-Ao
Te Wāhi e Ako ai te AI o ngā Kamupene Nui i āna Tikanga
Me whakaaro ake koe e whakatipu ana i tētahi tamaiti i roto i tētahi whare kāore he pukapuka kē atu i ngā puka hokohoko, ngā tautohetohe pāpāho pāpori, me Wikipedia. Ka tū kōrero pai taua tamaiti, he nui āna pānui i tētahi āhua, ā, ka taea e ia te tuhi tuhinga mārire mō tata ki ngā kaupapa katoa. Engari, ka whai ia i tētahi tirohanga motuhake ki te ao — i āhua hangaia e ngā take hokohoko, e mōhio ana ki ngā tautohetohe, ā, he māia tōna reo ahakoa kāore i te hōhonu. Ka mōhio ia me pēhea te kōrero kia whai mana ahakoa kāore ia i te mātau.
Koinei, hei kī noa iho, te āhua e whakatipuria ana ngā pūnaha AI a Big Tech.
Ka whakangungua a ChatGPT, Google Gemini, me ō rātou hoa ki ngā rauemi tuhinga nunui rawa i tangohia mai i te ipurangi. He piriona whārangi. Ko te hua, he pūnaha e taea ana te matapaki i ngā mea katoa — engari ko ōna taunoa, ōna whakaaro, me ōna pūmanawa i āhua hangaia e ngā mea e whakakaha ake ana te ipurangi.
Ka whakakaha ake te ipurangi i ngā mea e whai ake nei:
- Ngā ihirangi reo Ingarihi (ā, i roto i te reo Ingarihi, ko te reo Ingarihi Amerikana)
- Reo hokohoko me te reo tauhokohoko
- Whakaaturanga takitahi ("he aha te mea pai mōu")
- Reo rongoā ā-ao mō ngā pātai kare ā-roto me ngā pātai matatika
- Kōrero hangarau me ngā kōrero ngaio
- Ihirangi nō ngā rua tekau tau kua pahure, kāore he hohonutanga hītori
Ka whakaheke te whakaaturanga a te ipurangi i ēnei mea:
- Ngā tikanga ā-waha me ngā ahurea kōrero pūrākau
- Ngā tikanga whakatau ā-rōpū
- Ngā pūnaha mātauranga me ngā reo taketake
- Ngā anga matatika me ngā anga hononga kāore nō te Hauāuru
- Ngā wheako ora o ngā hapori iti, pūmau
- Te hītori tūturu, ngā tāngata, me ngā tikanga o tō hapori
Mō ngā hapori taketake, ehara tēnei kore taurite i te mea whakararuraru noa. He haere tonu tēnei o tētahi tauira i tīmata i ngā rau tau i mua i te ipurangi: te whakawāwā whakarōpū i ngā mātauranga taketake hei tautoko i ngā anga a te Hauāuru. Ehara i te mea nā te ipurangi i waihanga tēnei kore taurite — i tuku iho, i whakakaha, ā, i whakauru ki ngā raraunga whakangungu o ia pūnaha AI matua.
Ka pātai tētahi mema o tō whānau ki tētahi pūnaha AI a Big Tech mō te whakatere i tētahi herenga whānau, ka toro ia ki te reo o ngā rohe takitahi me te tiaki i a ia anō — ehara i te mea nāna i whakatau he pai ake ēnei, engari nā te mea koirā te mea e rangatira ana i āna raraunga whakangungu. Kāore ia e tuku i te ariā o te whanaungatanga, me te mōhio hoki kāore ngā herenga ki te whānau he taumahatanga hei whakahaere, engari he hononga hei whakahonore. He tino iti noa ēnei tauira i roto i ngā tatauranga o ngā raraunga i ako ai ia.
Ehara tēnei i te hē ka taea te whakatika mā te whakahau pai ake. He āhua hanganga tēnei. Ka tautuhia te āhua o te pūnaha e tōna whakatipu, ā, ko te ipurangi tērā i whakatipu ai i a ia.
He aha te tikanga o te "Whakangungua ā-Rohe"
Ka mahi rerekē aVillage AI, ā, ehara te rerekētanga i te mea he iti ake, he iti rānei āna pūkenga. Ko te rerekētanga kei te wāhi e ako ai te AI i āna tauira.
He Village AI mō tō hapori ka whakangungua ki runga i ngā papa ihirangi e toru:
Te papa turanga. Koinei te tūāpapa — te āhua e mahi ai te papa turanga o te Village, ngā āhuatanga e wātea ana, me pēhea te whakatere i te pūnaha. Ka tiritiri ngā Village katoa i tēnei papa. Ko te tikanga, ka āwhina te AI i tētahi mema whānau hou ki te rapu huarahi, ki te whakamārama me pēhea te tiri kōrero, te hono rānei ki tētahi karanga ataata, me te kore e hiahiatia kia whakaakona ēnei mea taketake mai i te tīmatanga.
Te paparanga hapori. Ko tēnei te mea e whai ake ai tō Village hei mea nōu. Ka ako te AI i ngā ihirangi i hangaia tūturu e tō hapori — ngā pānui, ngā kōrero i tohaina e ngā mema, ngā whakamārama kaupapa, ngā tuhinga i whakaputaina e tō runanga, e tō komiti rānei. Ina pātai tētahi mema whānau, "He aha i tupu i te hui i tērā marama?", ka taea e te AI te whakautu mai i ngā rekoata a tō hapori ake, ehara i te whakapae noa i runga i te āhua o ngā hui i te ipurangi.
Te whakaaetanga i ia hikoinga. Kāore he ihirangi e uru ki te whakangungu a te AI mehemea kāore he whakaaetanga mārama. Ka taea e te mema e tohatoha ana i tētahi kōrero te whiriwhiri mēnā ka whakaurua taua kōrero ki ngā mōhiotanga a te AI. Ka noho tūmataiti tonu ngā ihirangi kua tohuia hei tūmataiti — i te hanganga, ehara i te mea nā te kaupapa here anake. Kāore e taea e te AI te uru ki ngā mea kāore i whakawhiwhia ki a ia.
Mō ngā hapori taketake, he tino hira tēnei hanganga whakaaetanga. Ko te rangatiratanga raraunga taketake — arā, te mātāpono e tika ana kia whakahaere ngā iwi taketake i te kohikohi, te rangatiratanga, me te whakamahi i ā rātou ake raraunga — ehara i te āhuatanga ka taea te tāpiri i muri iho. Me whakauru ki te tūāpapa. Ehara i te mea tino pai te tauira whakaaetanga a Village, engari ka tīmata i te tūāpapa tika: nō tō hapori ō raraunga, ā, kāore he ihirangi e whakamahia mehemea kāore he whakaaetanga mārama.
Ko te hua he pūnaha e mōhio ana ki tō hapori — ehara i te whakaaro a te ipurangi mō tētahi hapori taketake. Ina āwhina ia ki te tuhi i tētahi pānui, ka tango ia i ngā tauira o ōu whakawhitiwhiti kōrero o mua, ehara i ngā tauira pānui ā-pakihi. Ina whakautu ia i tētahi pātai mō tō hapori, ka whakautu ia mā ngā rekoata a tō hapori, ehara i te toharite tatauranga o ngā hapori katoa.
Kaitiakitanga, ehara i te Rangatiratanga
Ka whakaritea e ngā tūāpapa hangarau o te Hauāuru ngā raraunga i runga i te ariā rangatiratanga — ko wai te rangatira o ngā raraunga, ko wai ngā mana mōna, ko wai e taea te hoko. He mea noa tēnei anga ki tētahi tikanga i hangaia i runga i ngā mana rawa.
Engari mō ngā hapori taketake maha, ā, otirā i roto i Te Ao Māori, ko te ariā tika ake ko te kaitiakitanga — te tiaki, te manaaki. Ehara ngā raraunga mō tō whānau, tō hapū, tō hapori i te rawa hei rangatōpū, hei hokohoko. He taonga (moni) hei tiaki, hei tiutiu, hei tuku ki te whakatupuranga e whai ake nei i roto i te āhua pai tonu, pērā i tō whiwhinga.
He mea nui tēnei wehewehenga i ngā mahi, ehara i te mea ā-aronga anake.
He papaanga i hangaia i runga i te aronga rangatiratanga e pātai ana: "Ko wai tōna tika ki te uru atu ki ēnei raraunga?" He papaanga i hangaia i runga i te aronga kaitiakitanga e pātai ana: "Ko wai tōna haepapa ki te tiaki i tēnei mātauranga, ā, he aha ngā kawa tika mō te tohatoha i tēnei?"
Kāore a Village e kī kua whakatinanahia katoatia e ia tētahi tauira kaitiakitanga mō te whakahaere raraunga. Hei whakatutuki i tērā, me hohonu ake te whakawhānaungatanga ki ngā hapori motuhake, ā, kāore e taea e tētahi papanga te whakatutuki i tērā i te taumata whānui. Engari, e tautoko ana te hanganga i ngā wāhanga matua: te mana whakahaere a te hapori ki ngā mea e tohatohahia ana, te whakaaetanga i ia taumata, te āheinga ki te here i te mōhiotanga ki ngā rōpū tika o roto i te hapori, me te āhua hanganga e kore e taea e te papanga, e tētahi atu rānei o waho, te uru ki ngā raraunga hapori me te kore whakaaetanga.
Guardian Agents: Ngā Kaitiaki i te Kuaha
Ahakoa he AI i whakangungua ā-rohe, ka hē tonu. Tērā pea ka hē tōna mahara ki tētahi taipitopito, ka whakapoapoa i ngā kaupapa e rua, rānei ka waihanga i tētahi urupare e tika ana te āhua, engari kāore i hāngai ki ōu pūrongo tūturu. Koinei te āhua o te hangarau — ka matapae i ngā tuhinga e whakapono ana, ā, ehara te whakapono i te mea kotahi me te tika.
Koinei te wāhi Guardian Agents ka uru mai.
Guardian Agents he whā ngā paparanga whakamana motuhake e tirotiro ana i ia whakautu a te AI i mua i tōna tae atu ki te mema. Ehara rātou i te AI anō — he pūnaha ine pāngarau rātou, ā, he motuhake tō rātou hanganga i te AI e tirotiro ana rātou.
Anei ngā mahi a rātou, i ngā kupu māmā:
Te kaitiaki tuatahi ka tango i te whakautu a te AI, ā, ka ine mēnā he tino ōrite ki ngā ihirangi tūturu i roto i ngā pūrongo a tō hapori. Ehara i te mea mēnā he tika te rongo — mēnā he ōrite ā-pāngarau ki ngā tuhinga tūturu. Mēnā ka kī te AI, "I whakatau te runanga kia anga whakamua ki te kaupapa hanga whare i Hepetema," ka tirotiro te kaitiaki mēnā kei roto tūturu i ō pūrongo he whakatau mō tētahi kaupapa hanga whare i Hepetema.
Te kaitiaki tuarua ka wehe i te whakautu ki ngā kerēme takitahi, ā, ka tirotiro ia i ia kotahi. Tērā pea he toru ngā kōrero i roto i tētahi whakautu a te AI — e rua he tika, ā, kotahi he mea hanga. Ka kitea e te kaitiaki tuarua te mea hanga ahakoa he whakapono te whakautu whānui.
Te kaitiaki tuatoru e mātaki ana i ngā tauira huhua i te wā roa — ngā panonitanga i ngā whanonga a te AI, ngā hapa e hoki ana, ngā putanga e tata ana ki ngā rohe kua tautuhia. Ka aroturuki ia i te hauora o te pūnaha, ehara i ngā whakautu takitahi anake.
Te kaitiaki tuawhā ka ako i ngā urupare a tō hapori. Ina tohu tētahi mema whānau i tētahi urupare AI hei mea kāore i whai hua — he tohu ringa-raro noa iho e tika ana — ka tirotiro te pūnaha i ngā hapa i puta, ka whakarōpū i te take matua, ā, ka whakatikatika. Ka taea e ngā kaiwhakahaere te arotake, te whakapai hoki i ēnei whakatikatika, engari ka tīmata te ako i ngā mema noa. I te roanga o te wā, ka hāngai ake te AI ki ngā mōhiotanga tūturu o tō hapori, ehara i te iti iho.
Kei ia whakautu a AI i roto i Village he tohu māia e whakamōhio ana ki te mema me pēhea te ū o te whakautu. Ko te māia teitei e tohu ana kua kitea e te kaitiaki ngā taurite kaha i ō koutou rekoata. Ko te māia iti e tohu ana he whakapae noa ake te whakautu. Ka taea e ngā mema te whai i ia kī a AI ki tōna puna — te tuhinga, te kōrero, te rekoata rānei e tautoko ana.
Ehara tēnei i te āhuatanga e tukuna ana e te AI o Big Tech, nā te mea kāore te AI o Big Tech i ū ki ō koutou rekoata. Kei runga i te ipurangi tōna tūāpapa, ā, kāore he huarahi whaihua hei whakamana i ngā piriona whārangi raraunga whakangungu mō tētahi whakautu kotahi.
Te Whakawhitiwhiti
Ehara i te mea kaha pērā i a ChatGPT, i a Gemini rānei teVillage AI. Kāore e taea e ia te tuhi rotarota i te āhua o Shakespeare, te waihanga whakaahua tino tūturu, te whai kōrero whānui mō te pūtaiao ngota. He pūnaha iti ake ia, ā, he kaupapa motuhake ake tōna.
Ko tāna e tuku ana hei utu, ko te ū ki tō hapori — ōna ihirangi, ōna uara, tōna whakahaere — me te whakamana pāngarau e whakaatu ana he ū ōna whakautu ki ōu ake pūrongo tūturu, ehara i ngā tauira tatauranga o te ipurangi.
Mō tētahi hapori taketake e hiahia ana i te āwhina ki ngā pānui, ki te whakautu i ngā pātai a te whānau mō ngā mahi a te hapori, ki te whakarāpopoto i ngā meneti hui, ki te whakarite kaupapa, ki te tiaki i ngā kōrero me te mātauranga — ehara tēnei i te here. Koinei tonu te taputapu tika mō te mahi.
Ehara te pātai i te "ko tēhea AI e kaha ake ana?" Ko te pātai, "ko tēhea AI e mahi ana mō taku hapori — ā, ko tēhea hoki e kawe ana i ngā tauira o te ahurea i whakawāwāhia ai mātou i ngā rā o mua?"
Ko tēnei te Tuhinga 2 o ngā 5 i te raupapa "To Hapori, To AI". Mō te katoa Guardian Agents whakatakotoranga, tirohia Village AI on Agentic Governance.
I mua: He aha tūturu te AI (me ngā mea kāore ia) E whai ake: He aha te take kāore ngā ture me te whakangungu e ranea ana — Te Wero Whakahaere