He aha ngā mea e tūturu ana e rere ana i te Hāpori i tēnei rā

Raupapa: Ki te Hapori, Ki te AI — Mana Motuhake Matihiko mō ngā Hapori Taketake (Tuhinga 4 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Rāhina: CC BY 4.0 International

Ngā Rā Tuatahi

E pā ana tēnei tuhinga ki ngā mea e tū nei i ēnei rā — ehara i ngā mea e whakamahere ana mātou ki te hanga, ehara i ngā mea e tūmanako ana mātou kia tutuki, engari ko ngā mea e rere ana i te wā tūturu i roto i te whakaputanga. Ki ngā wāhanga kua whakamaheretia, engari kāore anō kia whakarewahia, ka kī mārika mātou.

Village AI kua noho ki te whakaputanga mai i te Oketopa 2025. He pūnaha hou tēnei. He pai te mahi a ētahi wāhanga. He mata tonu ētahi wāhanga. E whakapono ana mātou me whakamōhio atu ki a koutou ki ēnei mea e rua, nā te mea he hapori ka whiriwhiri i tētahi tūāpapa i runga i ngā pārongo mārama, ka noho hei hoa pakari ake i tētahi ka whiriwhiri i runga i te hokohoko.

Ngā Mea e Taea ana e Village AI mō Tō Hapori i Tēnei Rā

Whakautu i ngā pātai mō ngā ihirangi o tō hapori. Ka pātai tētahi mema o te whānau, "Ahea te hui e whai ake nei?" rānei "He aha ngā whakataunga mō te whakahou i te marae?", ka rapu a Village AI i ngā pūrongo tūturu o tō hapori — ngā pānui, ngā kōrero, ngā whakamārama kaupapa, ngā tuhinga kua whakaputaina — ā, ka tuku he whakautu e hāngai ana ki aua ihirangi. Kāore ia e matapae, e whakapae rānei i runga i ngā mōhiotanga whānui. Ki te kore e kitea e ia te whakautu i roto i ō pūrongo, ka kī atu ia.

Āwhina ki te tuhi tuarua. Ka āhei a Village AI ki te āwhina ki te tuhi tuarua i ngā pānui hapori, ngā pānui kaupapa, me ngā tuhinga whakawhitiwhiti kōrero. Nā te mea kua whakangungua ia ki ngā ihirangi o tō hapori o mua, ka whakaata āna tuhi tuarua i te āhua me te momo o tō hapori — ehara i te tauira ā-pakihi whānui. Ka arotake, ka whakatika e tētahi kaiwhakahaere ia tuhi tuarua i mua i tōna tae atu ki te hapori.

Whakarāpopoto i ngā tuhinga roa. Ka taea te whakarapopototanga o tētahi rārangi roa o ngā meneti hui, o tētahi raupapa pānui hapori rānei, ki ngā kōrero matua. He mea whaihua tēnei mō ngā mema whānau e hiahia ana kia mōhio tonu, engari kāore he wā hei pānui i ngā mea katoa.

Whakamāori i waenga i ngā reo. E tautoko ana a Village i ngā reo e rima — te reo Ingarihi, te reo Tiamana, te reo Wīwī, te reo Holani, me te reo Māori. Ka āwhina te AI ki te whakamāori i ngā ihirangi hapori, ahakoa, ka tūtohutia kia arotakehia e te tangata ngā whakawhitiwhiti kōrero hira. Mō ngā hapori e tiaki ana i te reo, mā te tautoko ā-papa mō te reo Māori ka taea e te atanga te whakahaere i te reo o te hapori.

Te whakarōpū i ngā urupare a ngā mema. Ka tukuna e tētahi mema whānau he urupare mā te papa — he pātai, he tūtohunga, he pūrongo mō tētahi mea kāore e mahi ana — ka whakarōpūhia e te AI, ka rangahau mēnā ka taea, ā, ka whakamōhio ki te mema kua whakautua. Ka mahia tēnei aunoa, ā, ka whakaora i te kaiwhakahaere i te mahi ā-ringa ki te whakarōpū i ia wāhanga o ngā urupare.

Ngā Mea Kāore e Mahia e te AI

Kāore ia e whakatau mō tō hapori. Ina pā ana tētahi pātai ki ngā tikanga, ngā uara, ngā kawa ahurea, te whakatau rānei, ka whakamutu te AI, ā, ka tukuna ki tētahi tangata. Tō kaiwhakahaere, ō kaumātua, tō runanga — ko ngā tāngata e whakawhirinaki ana tō hapori ki a rātou mō ēnei whakataunga.

Kāore ia e uru ki ngā ihirangi kāore i hoatu ki a ia. Ka noho tūmataiti tonu ngā ihirangi tūmataiti. Ka noho ki ngā hapori kē ngā ihirangi nō aua hapori. Kāore e taea e te AI te whakawhiti i ngā rohe, nā te mea he hanganga ēnei rohe, ehara i te mea i runga i te kaupapa here. Mō ngā hapori taketake e whakahaere ana i ngā mōhiotanga ahurea matatini, he mea hira tēnei wehenga hanganga — ehara i te tautuhinga ka taea te huri hē.

Kāore ia e mahi me te kore aroturuki. Ia whakautu a te AI ka haere mā Guardian AgentsGuardian Agent — ko ngā papa whakamana pāngarau e whā i whakamārama i te tuhinga o mua. Kāore he whakautu e tae atu ki tētahi mema whānau kia kore e tirotirohia ki ngā pūrongo tūturu o tō hapori.

Kāore ia e whakakīhāhā mō ngā mea kāore ia e mōhio. Ina he iti te māia o te AI, ka kī atu ia. Kei ia whakautu he tohu māia. Ka taea e ngā mema te kite i te tirohanga tuatahi mēnā kei te whakamahi te AI i ngā pūrongo pakari, kei te anga rānei ki ngā wāhi kāore i te tino mōhio.

Me pēhea te Aro ki te Tōhāhā: Te Pūnaha Kupu

Ko tētahi o ngā āhua tino matatini o te tōhāhā i roto i te AI, ko te āhua reo. Ina ka kī tētahi pūnaha i whakangungua ki ngā raraunga ā-pakihi he "kaiwhakamahi" tō whānau, ā, he "panui" ō pānui hapori, kei te whakauru ia i tētahi tirohanga ao — arā, he papanga kaihoko ngā hapori, ā, he hokohoko ihirangi te whakawhitiwhiti kōrero.

Ka aro a Village ki tēnei mā te pūnaha kupu e whakarite ana i te papanga katoa kia hāngai ki tō momo hapori.

Ka whakaritea e koe he Village mō tētahi hapori taketake mā te whakamahi i te momo hua whanau, kāore te pūnaha e whakaatu i ngā tapanga whānui. Ka whakaatu ia i te reo o tō hapori:

• Whanau, ehara i te "kaiwhakamahi" rānei "mema"
• Korero (pūrākau/kōrero), ehara i te "posts" (pānui) rānei "content" (ihirangi)
• Hui, ehara i te "meetings" (hui)
• Kaitiaki (kaiwhakahaere/kaiārahi), ehara i te "admin" (kaiwhakahaere matua)
• Whare korero (te hapori), ehara i te "the community workspace" (te wāhi mahi hapori)

Ehara tēnei i te āhua whakapaipai anake. Ko te kupu e ārahi ana i te āhua e mārama ai, e urupare ai hoki te AI ki tō hapori. Ina kua whakangungua te AI ki te kupu "whanau" hei whakakapi i te "kaiwhakamahi", ka tukatuka ia i ngā pātai, ka whakaputa urupare i roto i te anga whakaaro o te hapori. Ka mārama ia he rerekē te pātai "Me pēhea tā tātou mihi ki ngā whanau hou?" i te pātai "Me pēhea tā tātou whakauru i ngā kaiwhakamahi hou?" — ahakoa ka whakahaere rite tonu tētahi pūnaha AI whānui i ēnei.

He kupu motuhake tō ia momo hapori. Ka kite te pārihi Epikopā i ngā "mema pārihi" me te "kāwanatanga o te vestry". Ka kite te karapu hākinakina i ngā "mema karapu" me ngā "kēmu ā-tau". Ka kite te hapori taketake i āna ake kupu. Kotahi tonu te tūāpapa, engari ko te reo — ā, nā reira ko te māramatanga o te AI — he mea motuhake ki tō hapori.

Mō ngā hapori e whai wāhi ana ki te whakahou i te reo, he hiranga anō tō tēnei pūnaha kupu. Ko te tikanga, ko te papanga matihiko e whakamahia ana e tō hapori ia rā he wāhi whakamahinga reo anō — ehara i te wāhi ka noho te reo Ingarihi hei reo taunoa kāore e pātai, ā, ka noho tō reo hei whakaaro whakamuri.

Me pēhea te ako me te whakapai ake a te AI

Ehara aVillage AI i te mea tū tonu. Ka whakapai ake ia i te wā mā roto i ngā tikanga e toru:

Whakangungu anō kua whakaritea. Ka whakangungua anō te AI i ngā wā katoa ki ngā ihirangi hou rawa atu o tō hapori. I te wā o te hōtaka beta, ka mahia tēnei ia wiki. Ngā pānui hou, ngā kōrero hou, ngā whakamārama hui hou — ka uru ēnei ki te pūtake mātauranga o te AI kia noho ai ia hei wāhanga o ngā mahi o tō hapori.

Ngā urupare a ngā kaiwhakahaere. Ka tohu te kaiwhakahaere i tētahi urupare a te AI he hē, he kore whai hua rānei, ka hoki taua whakatikatika ki roto i te pūnaha. I te roanga o te wā, ka ako te AI he aha ngā mea e whai hua ana mō tō hapori, he aha ngā mea kāore. Ehara tēnei i te whakapai whānui — he whakapai motuhake tēnei mō tō hapori.

Te ako a teGuardian Agent. Ko te tuawhā o ngā tauira ako a te — te ākonga urutau — e whakarerekē ana i ngā pae whakamana i runga i ngā tauira o te tika me ngā hapa. Mēnā ka tika tonu te AI ki tētahi momo pātai, ka whakangāwari te kaitiaki i te kaha whakamana mō taua momo. Mēnā ka uaua tonu ki tētahi atu momo, ka whakakaha ake te kaitiaki i te aroturuki. Ka whai hua ake te pūnaha, ā, kāore e ngoikore tōna āta tiaki.

Ngā Mea Kei te Mahi Tonu

Kua whakangungua, kua whakarewahia te tauira whakaaro hohonu 8B, engari kei te whakapai tonu te pūnaha rerenga e whakatau ana ko ēhea pātai ka haere ki te tauira tere, ā, ko ēhea ka haere ki te tauira hohonu. Kei te whakahaerehia e te tauira tere ētahi pātai e whai painga ana i te tukatuka hohonu ake.

Te whakarite whaiaro mō ia tangata — arā, te ako a te AI i ngā manakohanga o ia mema o te whānau — kua whakamaheretia, engari kāore anō kia hangaia. Mo tēnei wā, e mōhio ana te AI ki tō hapori hei rōpū kotahi, ehara i te mōhio ki ngā mema takitahi (ki te kore rātou e whakawhiti kōrero tika ki a ia).

Te huarahi whakamanatanga kaiwhakahaere — he whakangungu hanganga mō ngā mema o te hapori e tango ana i te tūranga kaiwhakahaere — kua hoahoatia, engari kei te whakarewahia ā-wāhanga. I te wā o te hōtaka beta, he uru tika ā ngā hapori tīmatanga ki te kaihanga mō te tautoko.

Ko ngā raraunga whakangungu motuhake mō ngā iwi taketake tētahi wāhanga e mārama ana te papanga ki āna here. Kei roto i ngā raraunga whakangungu o te tauira AI taketake, pērā i ngā tauira reo o nāianei katoa, he whakaaro pōrearea nō te Hauāuru. Ko te pūnaha kupu, ko te paparanga whakangungu motuhake mō te hapori, me te Guardian Agents whakaiti i tēnei hē ā-hanganga — engari kāore e whakakore katoa i a ia. Hei hāngai hohonu ake ki ngā pūnaha mātauranga taketake motuhake, me whai hononga ngātahi ki aua hapori kāore anō kia whakatūria.

Ka whakahuatia ēnei ā-mārama e mātou, nā te mea e whakapono ana me mōhio koe ki tāu e whakamahi nei. He papanga tēnei kei āna marama tuatahi, i hangaia e tētahi tīma iti, ā, e whakamahia ana e ētahi hapori iti. He whaihua, kei te whakapai ake, ā, he mārama tōna tūnga.

He aha te tikanga o tēnei mō tō Hapori

Mēnā kei te whakaaro tō hapori ki a Village, ānei ngā mea e kōwhiria ana e koe:

Ko Village tētahi tūāpapa e mōhio ana te AI ki ngā ihirangi tūturu o tō hapori — ō koutou pānui, ō koutou kōrero, ō koutou kaupapa — ehara i te whakaaro a te ipurangi mō tētahi hapori taketake. Ka whakamanaia ā-pāngarau ia whakautu a te AI e ngā kaitirotiro motuhake ki ō koutou rekoata. E whakaata ana te rārangi kupu i tō reo: whanau, ehara i te kaiwhakamahi; hui, ehara i te hui; kaitiaki, ehara i te kaiwhakahaere.

Ka noho tō raraunga i roto i ngā rohe o tō hapori, kāore e whakamahia hei whakangungu i ngā pūnaha AI o waho, ā, ka taea te kaweake, te muku rānei i ngā wā katoa. He mārama te pūnaha ki ōna here, ka whakapai ake i runga i ngā whakatikatika a ō kaiwhakahaere, ā, ka whakamutu kia pātai ki tētahi tangata ina hiahiatia he whakataunga, ehara i te mōhiohio.

Ka hono hoki koe ki tētahi hapori kaiwhakatū — tētahi o ngā 20–25 hapori, whānau, pārihi, karapu, me ngā pakihi e āhua whakawhanake ana i te tūāpapa i tōna tau tuatahi.

Mēnā e hiahia ana koe, kei te tuwhera ngā tono mō te hōtaka beta tae noa ki te 30 o Poutū-te-rangi 2026.

Ko tēnei te Tuhinga 4 o te 5 i te raupapa "To Hapori, To AI". Mō te hanganga hangarau katoa, tirohia Village AI on Agentic Governance.

I mua: He aha te take kāore ngā ture me te whakangungu e ranea ana — Te Wero Whakahaere E whai ake: Te Hāpori i tua atu o te AI — Ngā mea ka whiwhi tūturu tō hapori