AI Hangarau Nui vs. AI o tō Hapori — He aha te take o te rerekētanga

Raupapa: Tō Hapori, Tō AI — Te mārama Village AI mō ngā Rōpū Hapori (Tuhinga 2 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Pipiri 2026 Rāhina: CC BY 4.0 ā-Ao

Te Wāhi e Akohia ai e te AI o ngā Kamupene Nui ōna Tikanga

Me whakaaro ake koe ki te whakatipu tamariki i roto i tētahi whare kāore he pukapuka kē atu i ngā pānui hokohoko, ngā tautohetohe pāpāho pāpori, me Wikipedia. Ka tū kōrero pai taua tamaiti, he nui āna pānui i tētahi āhua, ā, ka āhei ia ki te waihanga tuhinga mārire mō tata ki ngā kaupapa katoa. Engari, ka whai rātou i tētahi tirohanga motuhake ki te ao — i hangaia e ngā take hokohoko, e mōhio ana ki ngā tautohetohe, ā, he māia tō rātou reo ahakoa kāore i te hōhonu. Ka mōhio rātou me pēhea te kōrero kia whai mana ahakoa kāore rātou i te mātau.

Koinei, hei kī noa, te huarahi e whakatipuhia ai ngā pūnaha AI a Big Tech.

Ka whakangungua a ChatGPT, Google Gemini, me ō rātou hoa ki ngā rauemi tuhinga nunui 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 āna taunoa, āna whakaaro, me āna pūmanawa i āhua hangaia e ngā mea e whakaaturia ana e te ipurangi i runga ake i te tika.

Ka nui rawa te whakaaturanga a te ipurangi i ēnei:

• Ngā ihirangi reo Ingarihi (ā, i roto i te reo Ingarihi, ko te reo Ingarihi o Amerika)
• Te reo hokohoko me te reo tauhokohoko
• Te anga whaiaro ("he aha te mea pai mōu")
• Te reo rongoā ā-ao mō ngā pātai kare ā-roto me ngā pātai matatika
• Ngā kōrero hangarau me ngā kōrero ngaio
• Ngā ihirangi nō ngā rua tekau tau kua pahure, ā, he iti te hohonutanga hītori

Ka whakaheke te ipurangi i te whakaaturanga o ēnei mea:

• Ngā tikanga whakahaere hapori me te reo komiti
• Ngā tikanga whakatau kaupapa ā-hapori
• Ngā anga matatika kāore i te nō te Hauāuru
• Ngā tikanga ā-waha me ngā ahurea kōrero pūrākau
• Ngā wheako ora o ngā hapori iti, kua pakiaka
• Te hītori tūturu, ngā tāngata, me ngā tikanga o tō rōpū

Ka pātai tētahi mema o tō rōpū ki tētahi pūnaha AI Hangarau Nui mō te whakatau i tētahi riri i tētahi hui karapu, ka toro ia ki ngā anga whakatau riri i tangohia mai i te Rauemi Tangata ā-pakihi — ehara i te mea i whakatauria e ia he pai ake, engari nā te mea koirā te mea e rangatira ana i āna raraunga whakangungu. Kāore ia e tuku i te mātauranga whaihua o ngā mema komiti whai wheako, ngā tikanga i whakawhanakehia e tō rōpū i roto i ngā tau, me te huarahi e whai hua ana ina ka kite anō koe i ēnei tāngata i te hui o te marama e tū mai nei. He tino torutoru ēnei tauira i roto i 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"

Village AI e mahi ana i tētahi atu huarahi, ā, ehara te rerekētanga i te mea he iti ake, he ngoikore rānei. Ko te rerekētanga kei te wāhi e ako ai te AI i āna tauira.

He Village AI kei te whakangungua tō rōpū hapori ki runga i ngā papa ihirangi e toru:

Te papa pūnaha. Koinei te tūāpapa — te āhua o te mahi a te papa pūnaha Village, ngā āhuatanga e wātea ana, me pēhea te whakatere i te pūnaha. Ka tohatoha ngā Village katoa i tēnei paparanga. Ko te tikanga ka āwhina te AI i tētahi mema hou ki te rapu huarahi, ki te whakamārama me pēhea te tiri pānui, te hono rānei ki tētahi karanga ataata, me te kore e hiahiatia kia akona ēnei kaupapa matua mai i te tīmatanga.

Te paparanga hapori. Koinei te mea e whai ake ai tō Village hei mea nōu. Ka ako te AI i ngā ihirangi kua waihangatia e tō rōpū — ngā pānui, ngā pānuitanga i tohatohahia e ngā mema, ngā whakamārama kaupapa, ngā tuhinga i whakaputaina e tō komiti. Ina pātai tētahi mema, "He aha i tupu i te hui ā-tau i tērā tau?", ka taea e te AI te whakautu mai i ngā rekoata a tō rōpū ake, ehara i te whakapae i runga i te āhua o ngā hui ā-tau 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 pānui te whiriwhiri mēnā ka whakaurua taua ihirangi 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 hoatu ki a ia i te tuatahi.

Ko te hua he pūnaha e mōhio ana ki tō rōpū — ehara i te whakaaro a te ipurangi mō tētahi rōpū hapori. Ina āwhina ia ki te tuhi i tētahi pānui, ka whakamahi ia i ngā tauira o ō pānui o mua, ehara i ngā tauira whakawhitiwhiti kōrero ā-pakihi. Ka whakautu ia i tētahi pātai mō tō hapori, ka whakautu ia i runga i ngā rekoata a tō rōpū, ehara i te toharite tauanga o ngā rōpū hapori katoa.

Ko Wai e Pupuri ana i ngā Kī

Ki tēnei wā, kua kōrero tātou mō ngā tauira a wai e kawea ana e te AI. Engari, pērā i tā te Tuhinga 1 i whakamārama ai, ehara te AI i te mea hei whakautu anake — kei te piki haere tōna āhei ki te tū mahi. Ā, i te wā ka taea e tētahi AI te mahi mōu, ka tū te tuarua o ngā rerekētanga i waenga i te AI o Big Tech me te AI hapori hei mea nui pērā i te tuatahi: ko wai e pupuri ana i ngā kī.

Ka tuku koe i tētahi māngai Hangarau Nui kia mahi i tētahi mea māu — hei whakarite wāhi, hei whakahoki pātai, hei tuku pūrongo tāke, hei whakahaere rārangi — kei te tuku koe i ngā kī ki a ia: te uru ki ō raraunga, i ētahi wā ki ō pūkete, me te mana ki te mahi i ngā mahi i tō ingoa. Ka mahia ēnei mahi i runga i te hanganga o te kamupene, i raro i ngā ture a te kamupene, ā, ko ngā taunoa a te kamupene e whakatau ana i ngā hikoinga. Mēnā ka hē te mahi, kāore pea koe e mōhio kia oti rā, nā te mea he iti ake ngā huarahi kia uru atu koe ki te mahi a tētahi māngai e mahi ana mōna ake. Ā, ki te pātai koe "ko wai te tangata i kawenga mō tērā?", he tino pōraruraru te whakautu — i tautuhi koe i tētahi whāinga i roto i tētahi rerenga kōrero; nā te pūnaha a te kamupene i whiriwhiri he aha te mahi ki taua whāinga.

Village AI i hangaia i runga i te mātāpono tino rerekē. Ki te mahi ia, ka mahi ia i roto i ngā rohe o tō hapori, i runga i ngā hanganga kua whakatapua mō tō rōpū, i raro i ngā ture i whakaritea e tō komiti — ā, he mea nui, kua herea tōna āhei kia taea tonu e tētahi tangata te uru atu. Ka tuhi, ka tūtohu, ka whakarite, ka whakarōpū ia; kāore ia e mahi huna i ngā mahi whai pānga, kāore e taea te huri i tō ingoa, mehemea kāore he tangata i roto i te tukanga. Ka noho tonu ngā kī ki tō hapori. Ka whakamārama mātou i te tika o tēnei whakatinanatanga i roto i te Tuhinga 3, me ngā mahi e mahia ana mōu i tēnei rā i roto i te Tuhinga 4.

He māmā te take mō tēnei wā: i te ao o ngā chatbot, ko te pātai, "nō wai ngā tauira e kawea ana e taku AI?" I te ao o ngā māngai, me pātai hoki koe, "nō wai ngā ringa kei runga i ngā whakahaere — ā, ka taea e au te tiki anō?"

Guardian Agents: Ngā Kaitiaki i te Kuaha

Ahakoa he AI kua 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 whakautu e tika ana te āhua, engari kāore i hāngai ki ōu pūrongo tūturu. Koinei te āhua o te hangarau nei — 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 mea e mahia ana e rātou, i ngā kupu māmā:

Te kaitiaki tuatahi ka tango i te whakautu a te AI, ā, ka ine i tōna piringa ki ngā ihirangi tūturu o ngā pūrongo a tō hapori. Ehara i te mea mēnā he tika te rongo — mēnā he rite ā-pāngarau ki ngā tuhinga tūturu. Mēnā ka kī te AI, "I whakatau te komiti kia whakakapia te tuanui o te whare karapu i Hepetema," ka tirotiro te kaitiaki mēnā kei roto tūturu i ngā meneti o tō hui he whakatau mō te whakakapi tuanui i Hepetema.

Te kaitiaki tuarua ka wehewehe i te whakautu ki ngā kerēme takitahi, ā, ka tirotiro ia kotahi motuhake. Tērā pea ka toru ngā kōrero i roto i tētahi whakautu a te AI — e rua he tika, kotahi he mea hanga. Ka mau a te kaitiaki tuarua i te hanga kōrero, ahakoa he whakapono te whakautu whānui.

Te kaitiaki tuatoru e tirotiro ana i ngā tauira rerekē i te roanga o te wā — ngā panonitanga i ngā whanonga o 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 i tētahi urupare a te 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 roa 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 te 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 tuhinga. Ko te māia iti e tohu ana he whakapae ake te whakautu. Ka taea e ngā mema te whai i ia kī a AI ki tōna puna — te tuhinga motuhake, te pānui, te rekoata rānei e tautoko ana i taua kī.

Ehara tēnei i te āhuatanga e tukuna ana e te AI a Big Tech, nā te mea kāore te AI a Big Tech i tūhonohono ki ōu rēkōta. Kei te ipurangi tōna tūhononga, ā, kāore he huarahi whaihua hei whakamana i ngā piriona whārangi raraunga whakangungu ki tētahi whakautu kotahi.

Te Whakawhitiwhiti

Village AI ehara i te mea kaha pēnei i a ChatGPT, i a Gemini rānei. 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 kōanga. He pūnaha iti ake tēnei, 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 kei runga i ōu ake pūrongo tūturu ngā whakautu, ehara i ngā tauira tauanga o te ipurangi.

Mō tētahi rōpū hapori e hiahia ana i te āwhina ki te tuhi pānui, ki te whakautu i ngā pātai a ngā mema mō ngā mahi a te rōpū, ki te whakarāpopoto i ngā meneti hui, ki te whakarite rānei i ngā pārongo mō ngā huihuinga — ehara tēnei i te here. Koinei tonu te taputapu tika mō taua mahi. Ā, ka mahi taua taputapu, kaua e noho hei kaiwhakautu noa iho, ka mahi ia i te wā e mau tonu ana ngā kī i roto i ngā ringa o tō hapori.

Ehara te pātai i te "ko tēhea AI he kaha ake?" Engari ko te pātai, "ko tēhea AI e mahi ana mō taku hapori — ā, ko wai te tangata e whakahaere ana i a ia ina mahi ana?"

Ko tēnei te Tuhinga 2 o ngā 5 i roto i te raupapa "Tō Hapori, Tō AI". Mō te katoa Guardian Agents hanganga, tirohia Village AI mō te Whakahaere Matua Arotahi ki te Mahi.

I mua: He aha tūturu te AI (me ngā mea kāore ia) Ā muri: He aha te take kāore ngā ture me te whakangungu e ranea ana — Te wero whakahaere