Te Village: Hei tua atu i te AI — Ngā Hua Tūturu mō Tō Rōpū
Raupapa: Whakahaere AI mō ngā Kaiārahi Hapori — Te Mārama Village AI mō ngā Kaitiaki, ngā Kaikaunihera, me ngā Mema o te Poari (Tuhinga 5 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Pipiri 2026 Rāhina: CC BY 4.0 ā-Ao
Ehara te AI i te Hua
Ko ngā tuhinga e whā o mua i aro ki Village AI — he aha ia, he aha te rerekētanga ki te AI a Big Tech, he aha te take o te whakahaere, me ngā mea e whakahaerehia ana i ēnei rā. I whakaritea taua arotahi, nā te mea ko te AI te wāhanga o te ao hangarau e tino hiahiatia ana he whakamārama mārama mō ngā rōpū whakahaere.
Engari he hē kia puta koe i konei e whakaaro ana he hua AI a Village. Ehara i te pērā. He tūāpapa hapori te Village — he hanganga matihiko tūmataiti mō tō whakahaere. Kotahi noa te wāhanga AI. Ko te tūāpapa te katoa.
Ko tēnei tuhinga e pā ana ki ngā mea katoa e tukuna ana e te tūāpapa.
Te Raruraru e Whakatau Ana a Village
He maha ngā whakahaere hapori i ēnei rā e whakamahi ana i ngā taputapu e ono pea kāore e whakawhiti kōrero ki a rātou anō.
Ka tukuna āu pānui ki tētahi whārangi pāpāho pāpori kāore e hiahia ana ētahi o ō mema ki te hono atu. Kei roto i te īmēra o tētahi te pūrongo hui a te poari. Kei runga i ngā waea maha ngā whakaahua i tangohia i te hui ā-hapori. He pepa tā te maramataka kei runga i te papa pānui, ā, kua tawhito te putanga kei te paetukutuku. Ka tukuna mā te īmēra ngā whakawhitiwhiti kōrero a te heamana, engari kāore rawa te rārangi īmēra e tino whakahou. Ka hono mai tētahi mema hou, ā, kāore ia e mōhio kei hea ia e rapu ai i ngā mea katoa.
Kāore he tangata i whiriwhiri i tēnei āhuatanga. I kohi haere i roto i ngā tau, kotahi te taputapu i ia wā, ia taputapu e whakaoti ana i tētahi raru, engari ka waihanga i tētahi atu. Ko te hua, he whakahaere kei te whatiwhati tōna ao matihiko puta noa i ngā papa rorohiko e rangatirahia ana e ngā kamupene kāore ō rātou hiahia e hāngai ana ki āu ake — ā, kāore koe e whakahaere i ā rātou tikanga ratonga, tikanga tukatuka raraunga, me ngā aronga matua a ngā pūnaha tauwhiro.
Mō ngā rōpū whakahaere, ka waihanga tēnei whatiwhatinga i ētahi tūraru motuhake. Tērā pea kāore ngā whakawhitiwhiti kōrero a te poari mā WhatsApp e tutuki i ngā herenga pupuri tuhinga. Ka tukatukahia pea ngā tuhinga kei runga i tētahi ratonga kapua kore utu i ngā rohe kāore i raro i tō mana whakahaere. Ka piki ake te nui o te mata mō ngā aitua tiaki raraunga i te horapa o ngā raraunga mema puta noa i ngā papa maha. Ā, kāore he tangata kotahi e kitea ana te katoa.
Ka whakakapi aVillage i taua wehenga ki tētahi wāhi kotahi, tūmataiti, kei reira ngā mahi katoa a tō whakahaere e noho tahi ana — ā, ka kōrero ki tō reo mai i te wā ka takiuru koe.
He aha rawa kei roto i te Pouaka
Anei ngā mea e tukuna ana e te Village, i ngā tikanga whaihua.
Ngā Pūrongo me ngā Panui ā-Hapori
Ka tohatoha ngā mema i ngā panui — ngā pūrongo mō ngā kaupapa, ngā whakahōu, ngā rīpoata, me ngā whakaaroaro nō te ao whakahaere. Ehara ēnei i ngā pou pāpāho pāpori i hangaia kia eke ki te hunga whānui mā te pūnaha tauanga. He koha ēnei ki te rēhita tiritahi o tō whakahaere. He whakahou mō tētahi kaupapa hapori. He pūrongo nā te heamana. He pūrongo mō te ahunga whakamua o tētahi rōpū mahi. He whakarāpopototanga o ngā mahi o te hauwhā.
Ka whakaputa koe i tētahi pānui, ka mōhio te pūnaha kei te tuhi koe i tētahi whakawhitiwhiti kōrero ā-tari, ehara i te pou rangitaki. Ka āwhina te AI mā te tūtohu tapanga, te whakarāpopoto i ngā tuhinga roa, me te whakarite kia taea te rapu i ngā pānui. Engari, nō ngā mema i tuhi, ā, nō te whakahaere i whiwhi i te ihirangi.
Te Pānui
He wāhi motuhake mō ōu whakawhitiwhiti kōrero auau — te momo whakahou wāhanga e whakakotahi ana i te whakahaere. Ka whakaputaina ngā putanga i te raupapa, ā, ka taea e ngā mema te ohauru kia whakamōhiotia ai rātou i te puta mai o tētahi putanga hou. Kāore te pānui e huna i roto i tētahi īmēra — kei roto tonu i te rekoata tūturu o te whakahaere, ka taea te rapu, ā, ka wātea ki ngā mema katoa, tae atu ki ērā ka uru mai ā muri ake.
Karere Haumaru me ngā Karere Tūmataiti
Ngā karere tūmataiti i waenga i ngā mema me ngā kōrero ā-rōpū, kua whakamunatia katoa, ā, kei runga i tō ake hanganga. Ehara i te WhatsApp, nā te mea ka whakaaetia e ōna tikanga ratonga te whakamahi i ō raraunga mō ngā kaupapa hokohoko. Ehara i tētahi papanga karere kaiwhakamahi e tukatukahia ana ō kōrero mō ngā pānuitanga. He karere whakamunatia e noho ana i roto i ngā rohe o tō whakahaere.
Ko te tikanga, ka taea te whakahaere i ngā kōrero whakahaere matatini ā-ipurangi, ā, kāore ngā ihirangi e kohia. Ka taea e te poari te matapaki i ngā take muna, ā, kāore te kōrero e noho ki runga tūmau a tētahi atu rōpū i tētahi atu rohe whakahaere ture. Ka taea e ngā kaimahi whakahaere te tuhituhi ki ngā mema, ā, e mōhio ana rātou he tūmataiti ngā karere — he tūmataiti ā-hanganga, ehara i te mea tūmataiti noa iho i runga i te "ka oati mātou".
Mō ngā whakahaere e pāngia ana e ngā here tiaki raraunga, he mea nui te wehewehe i waenga i te tūmataitinga hanganga me te tūmataitinga e hāngai ana ki ngā kaupapa here. Ka taea te whakaatu i ngā whakahaere hanganga ki tētahi kaiwhakahaere ture. Ko ngā whakahaere e hāngai ana ki ngā kaupapa here e hiahiatia ana kia whakawhirinaki ki te ū ki ngā ture a tētahi atu rōpū tuatoru.
Wānanga Ataata
Ngā hui ā-kanohi me te kore whakamahi i ngā papaaho o waho, me te kore hanga pūkete ki ngā ratonga tuatoru. He whaihua tēnei mō ngā mema poari kāore e taea te tae ā-tinana, hei hono atu ki ngā mema kei ētahi atu wāhi, hei hui rānei mō tētahi rōpū mahi ina kāore e taea te haere.
Kāore he pūkete o waho e hiahiatia ana. Ka whakamahi ngā karanga ataata i te whakamunatanga mutunga-ki-mutunga; ka rere ngā tohu whakawhiti i ngā hanganga whakahaere, engari ka whakamunatia te ihirangi o te karanga i waenga i ngā kaiuru.
Whare Whakaata
He wāhi tiritahi mō ngā whakaahua o te oranga whakahaere — ngā huihuinga, ngā kaupapa, ngā tohu whakatutukitanga, me ngā mahi ā-hapori. Ka tāpiri ngā mema i ngā whakaahua; ka whakarite ngā kaiwhakahaere. I te roanga o te wā, ka noho te taiwhanga whakaahua hei rēhita ā-ataata mō ngā mahi a tō whakahaere.
Ka āwhina te AI mā te whakarōpū me te tapanga i ngā whakaahua i te wā e utaina ana — ka taea e tētahi mema te kimi whakaahua nō tētahi hui motuhake ina kua tapangahia, kua whakamāramahia rānei te ihirangi, kāore e whakawhirinaki ki tētahi tangata kotahi kia whakarite ā-ringa i ia whakaahua.
Whakahaere Tuhinga
He wāhi mō ngā tuhinga e hiahia ana tō whakahaere ki te tiri — ngā meneti poari me ngā pūrongo, te ture whakahaere, ngā kaupapa here, ngā pūrongo pūtea, ngā tuhinga kaupapa, me ngā rekoata hītori. Ehara i te mea kei roto i ngā īmēra o tētahi. Ehara i te mea kei runga i tētahi puku pakeke tiritahi kāore e taea e te haurua o te poari te uru. I roto i tētahi wāhi kotahi, ka kitea, ā, kua whakarōpūhia e ngā kāwai: Whakahaere, Pūtea, Kaupapa Here, Whakahaere Mahi, Hītori.
Mō ngā rōpū whakahaere, he mea hāngai tika ki ngā herenga pupuri rekoata me te whakatutuki i ngā ture mō te herekore o ngā pārongo, te whai i tētahi putunga tuhinga kotahi, ka taea te arotake, kei roto i tō ake hanganga.
Rāngai me ngā Takahanga
He rāngai tiritahi mō ngā hui, ngā takahanga, me ngā mahi a te whakahaere. Ka kite ngā mema i ngā mea e tupu ana. Ka taea e ngā takahanga te whakauru taipitopito, ngā wāhi, me te āheinga ki te tohu haere mai. Ko te rāngai te puna kotahi o te pono mō ngā mahi a te whakahaere.
Ngā Pōti Pāremata
Ina hiahia tō whakahaere ki te whakatau i tētahi take — hei tauira, te rā mō te hui ā-tau, mēnā me anga whakamua ki tētahi kaupapa, me pēhea te tohatoha i te tahua — ka whakarato ngā pōti i tētahi huarahi hanganga hei kohi whakaaro. Ehara i te whakaatu ringa e whai painga ana ki te hunga māia. Ehara i te aho īmēra e huri haere ana. He pātai mārama, he rārangi kōwhiringa mārama, he hua mārama.
Mō ngā kaunihera me ngā whakahaere, ka whakarato tēnei i tētahi tikanga kua tuhia, ka taea te arotake hei ine i ngā whakaaro o ngā mema mō ngā take motuhake.
Matapihi Whakaatu
He matapihi kua whakaritea ki tō whakahaere — e whakaatu ana i ngā pānui kua tohua, ngā rongo, me ngā kaupapa e whiriwhiria ana e koe kia kitea e ngā mema pea. He whaihua mō ngā whakahaere e hiahia ana kia kitea e ngā kaiuru pea, me te kore e whakaatu i ngā mahi o roto o te hapori. Ko ō kaiwhakahaere e whakatau ana he aha ngā mea ka puta. Kāore he mea e tohatohahia mehemea kāore he kōwhiringa whai whakaaro.
Rārangi Ingoa o ngā Mema
He rārangi ingoa tūmataiti o ngā mema o tō whakahaere — ka kitea e ētahi atu mema anake, ā, e whakahaerehia ana e ngā manakohanga tūmataitinga o ia tangata. Ka taea e tētahi mema hou te kimi ko wai te heamana. Ka taea e tētahi mema o nāianei te rapu i tētahi hononga. Ko te rārangi ingoa te mōhiotanga a te whakahaere ki a ia anō.
Ngā Rōpū Mahi
Ngā wāhi mō ngā komiti me ngā rōpū mahi rerekē i roto i tō whakahaere — te komiti pūtea, te tīma kaupapa, te poari kaupapa, te rōpū whakawhanaungatanga hapori. Ka taea e ia rōpū mahi te whai i āna ake whakawhitiwhiti kōrero, tuhinga, me ngā mema, ā, ka noho tonu hei wāhanga o te whakahaere whānui.
Whakakotahitanga āwhina ā-tiritiri
Ngā taputapu hei whakarite i te tautoko āwhina ā-tinana i roto i te hapori — ko wai ka taea te tuku waka, ko wai e hiahia ana ki te āwhina, ko wai kei te wātea mō tētahi mahi motuhake. Ko te momo tautoko ā-tiritiri ā-tinana kua ārahihia e ngā whakahaere hapori i ngā wā katoa, ā, ināianei he huarahi hei whakarite i tēnei, kāore e whakawhirinaki ki te mahara o tētahi tangata kotahi, ki tētahi raupapa īmēra ohorere rānei.
Kotahitanga
Te āheinga ki te hono i te Village o tō whakahaere ki tētahi atu Village — he whakahaere hoa, he rōpū ā-rohe, he whatunga o ngā whakahaere whakawhirinaki — ā, ka puritia motuhake ngā raraunga o ia whakahaere. Me whakaae ngā whakahaere e rua ki te hononga. Ka taea e tētahi, e tētahi rānei te wehe i ngā wā katoa. He whaihua tēnei mō ngā whakahaere e wāhanga ana o tētahi hanganga whānui, ā, kāore e hiahia ana kia whakakotahitia ā rātou raraunga ki tētahi pūnaha pokapū kāore rātou e whakahaere.
Mō ngā rōpū whakahaere, ka āhei te hononga whakahaere kia mahi ngātahi, ā, kāore ngā pānga o te rangatiratanga raraunga o te pokapū e pā.
Me Pēhea e Āwhina Ana te AI i ēnei Katoa
Kāore he hiahia AI kia mahi ai ēnei āhuatanga. Ka mahi te maramataka ahakoa kāore he AI. Ka mahi te karere haumaru ahakoa kāore he AI. Ka mahi te taiwhanga whakaata ahakoa kāore he AI. He tūāpapa hapori katoa te Village, ahakoa kei reira te paparanga AI, kāore rānei.
Ko tā te AI e tāpiri ana he āheinga hono e whakakotahi ana i ngā wāhanga katoa kia nui ake ai te katoa i te tapeke o ōna wāhanga.
Ka pātai tētahi mema, "He aha ngā mea kua tupu i roto i te whakahaere i tēnei marama?" ā, ka whakakotahi te AI i ngā pānui, ngā kaupapa, me ngā putanga pānui hei whakarāpopoto whai tikanga — he mea kāore e taea e tētahi āhuatanga kotahi anake te whakarato.
Ka uru mai tētahi mema hou, ā, ka pātai ki te āheinga āwhina, "Me pēhea taku rapu i ngā meneti o te poari?" ā, ka whiwhi ia i tētahi whakautu mārama, ohorere tonu — kāore he tangata e hiahiatia ana ki te tuhi aratohu kaiwhakamahi.
Ka whiwhi urupare te kaiwhakahaere mai i tētahi mema, ā, ka whakarōpūhia e te AI, ka tirohia mēnā he take kua mōhiotia, ā, ka whakatau aunoa rānei, ka tukuna rānei ki te tangata tika — ka whakawātea i te kaiwhakahaere i ngā mahi whakarōpū whakahaere.
Ka tuhi te hēkeretari i te pānui ā-wiki, ā, ka tūtohu te AI i ngā ihirangi mai i ngā pānui me ngā kaupapa o taua wā — ehara i te mea ka waihanga te AI i te pānui, engari ka kohikohi i ngā rauemi mata kia taea e te tangata te whakarite.
Kāore te AI e whakakapi i ēnei mahi katoa. Ka whakaiti ia i ngā ārai e pā ana ki ēnei mahi. Mō tētahi whakahaere e tūao ana te kaiwhakahaere, te kaiārahi rānei, ā, he iti tōna wā, ko tērā whakaiti i te ārai he rerekētanga i waenga i tētahi tūāpapa e whakamahia ana me tētahi e kohi puehu ana.
I te mea kei te huri te AI puta noa i te ao mai i te whakautu ki te mahi — te panonitanga i whakamāramaia e Te Tuhinga 1 — he mea tika kia kī mārika te tūnga o Village. Ahakoa i ngā wā Village AI ka mahi māna anō, ka mahia tēnei hei kaiāwhina e whakahaere ana i roto i ngā rohe o te whakahaere, ā, i raro i ngā ture i whakaritea e te poari, e te kaunihera rānei, mō ngā take auau, ka taea te whakahoki, ā, he tangata kawenga e āhei ana ki te urutau. Ka whakaiti i te ārai whakahaere; kāore ia e tango mana. He wāhanga kotahi anake te AI. Ko te tūāpapa — me te rōpū e kawenga ana mō tōna whakahaere — koia tonu te katoa.
Kotahi te Wāhi, Kotahi te Tohu Whakauru, ōu Ture
Ehara i te āhuatanga kotahi te uara hōhonu o te Village. Ko te whakaurunga.
Ou pānui, whakaahua, pūrongo whakahaere, maramataka, karere, rārangi ingoa, pōti, me ngā pānuitanga — kei te wāhi kotahi katoa, ka taea te rapu katoa, ā, e whakahaerehia ana e ngā ture i whakaritea e tō whakahaere. Ehara i te mea kua tohatoha ki ngā pāpāho pāpori, ngā tūāpapa karere kaihoko, te rokiroki kapua kore utu, ngā ratonga īmēra nui, ngā taputapu hui ataata, me tētahi paetukutuku kāore he tangata e whakahou ana.
He takiuru kotahi, he huinga whakahaere tūmataiti kotahi, he kaiwhakahaere kotahi e kite ana i te katoa o te whakaahua, me tētahi āpiha AI kotahi e mōhio ana ki ngā ihirangi o tō whakahaere, ā, e kōrero ana i te reo o tō horopaki whakahaere. I raro i ēnei mea katoa: he hanganga rangatira motuhake mō tō hapori. Kāore he pānuitanga, kāore he kohikohi raraunga, kāore he rerenga ā-algorithm, kāore he tikanga ratonga e huri ana me te kore whakaaetanga a koe.
Mō tētahi rōpū whakahaere, ehara tēnei i te whakatau hangarau anake. He whakatau whakahaere tēnei. Nā wai e whakahaere ana i te oranga matihiko o tō whakahaere? He kohinga kamupene kāore ō rātou hiahia e rite ana ki āu ake, kāore e taea e koe te arotake i ā rātou tukanga raraunga, ā, kāore e taea e koe te whiriwhiri i ā rātou tikanga? Rānei ko tō whakahaere anō, me tētahi hanganga e whakahaere ana koe, he whakahaere e taea ana e koe te whakaatu, ā, he nohoanga raraunga e taea ana e koe te tautuhi?
Ko te Ture AI o te EU, te GDPR, me ngā ture rangatiratanga raraunga e puta ake ana, e tohu ana ki te huarahi kotahi: e piki haere ana te tūmanako kia whakamārama ngā whakahaere mō te whakamahinga hangarau, te wāhi e noho ai ā rātou raraunga, me ngā mahi a ngā pūnaha aunoa ki ngā pārongo a ō rātou mema. Ka whakarato te Village i tētahi tūāpapa e whai whakautu mārama, e taea te whakaatu ana mō ēnei pātai.
Ko tēnei te Tuhinga 5 o te 5 i roto i te raupapa "AI Governance for Community Leaders". Hei ako anō mō te papanga, tirohia te Village Beta Programme. Mō te hanganga AI katoa, tirohia te Village AI mō te Whakahaere ā-Mahi.