He aha te take kāore ngā ture me te whakangungu e ranea ana — Te wero o te whakahaere

Raupapa: Tō Whānau, Tō AI — Te mārama ki te Village AI mō ngā whānau (Tuhinga 3 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Līseni: CC BY 4.0 ā-ao

Te whakamaharatanga

I mua i tā tātou matapaki i te ariā whakahaere, me tīmata tātou ki tētahi pūrākau mō tētahi whakamihi.

Ka tono tētahi kaumātua o te whānau ki tētahi pūnaha AI kia āwhina ki te tuhi i tētahi whakamihi mō te whakanuitanga maumahara o tōna pāpā. He mārama tōna tono: e hiahia ana ia kia whakaahuatia ai te tangata i a ia tūturu — te tangata māhaki i whakatika i ngā paihikara o te katoa, i waiata hē i roto i te motokā, i tiaki i tētahi māra i whāngai i te haurua o te tiriti. Ka tuhi āta ia i tana tono, ā, ka tatari.

Ka whakaputa te AI i tētahi whakamaharatanga kua tuhia ātaahua. He mahana, he ngaio, he aroha hoki. E kōrero ana mō te "whakanui i tētahi oranga i ora pai," te "rapu whakamutu," te "whakamana i tōna taonga tuku iho," me "ngā maharatanga hei tautoko i a koe." He pai te pānui. He āhua manaaki te tangi. Engari he tino hē katoa.

Kāore te whānau e hiahia ana ki te whakamarie whānui. E hiahia ana rātou ki tō rātou pāpā — te tangata tūturu, ehara i te tauira. Kāore rātou e hiahia ki te "whakanui i tētahi oranga i ora pai" i roto i ngā kupu ka taea te hāngai ki tētahi tangata noa. Me rongo rātou mō te pū pahikara, te waiata hē, me ngā tōmato i whakatōia e ia ia raumati, kāore i ngaro. I tono te kaumātua mō tētahi mea whaiaro, ā, i hoatu e te AI he mea whānui — nā te mea kei roto i āna raraunga whakangungu he mano o ngā whaikōrero whakanui tauira mō ia kotahi e hopu ana i tētahi tangata tūturu.

Kāore te AI i whakahē i tana tono. Kāore ia i kī, "Kāore au e mōhio ana ki tō pāpā." I whakakapi noa ia i tāna i tonoa ki tētahi mea i tino noa ake i āna raraunga whakangungu. He whakakapi huna tēnei. Mēnā i ngenge ia, i tere rānei, i kore rānei i aro pērā i te tikanga, tērā pea kāore ia i kite. Ka pānuitia taua whakawhetai i te hui whakamaharatanga, ā, ka rongo te whānau i ngā kupu mō tō rātou pāpā, he kupu pea mō tētahi tangata noa iho — i tuhia kia ngaio, i puta mai i te ngākau pono, engari kāore i whai i ngā mea katoa i tino hira.

Ka whakatika aunoa tō waea i ngā kupu. Ka kite koe i te raina whero i raro, ā, ka whakatika koe. Ka whakatika aunoa te AI i ngā uara. Ā, kāore he raina i raro.

Ina Neke ake ngā Tauira i ngā Mea Hira

Ehara te whakawhetai whakamaharatanga i tētahi take motuhake. Ka mahi taua pūnaha anō i ia kōrero ki te AI.

Ka pātai tētahi mema o te whānau ki tētahi pūnaha AI mō ngā tohutohu ki te tiaki i tētahi mātua e kaumātua ana, ka huri te pūnaha ki te reo o ngā ratonga tiaki ngaio — aronga whakatauranga hiahia, mahere tiaki, kōwhiringa whakatā — nā te mea koirā te nuinga o ngā raraunga whakangungu. Kāore ia e toro ki te reo o te haepapa whānau, o te huringa tiaki, o te mōhio huna i waenga i ngā tuākana me ngā teina e mōhio ana ka noho tahi rātou i te Kirihimete mō ngā tekau tau e heke mai nei.

Ka pātai tētahi ki te AI kia āwhina ki te tuhi karere mō tētahi take whānau matatini — he riri mō tētahi taonga tuku iho, he kōrero uaua mō te hauora o tētahi whanaunga — ka huri te pūnaha ki ngā tauira whakawhitiwhiti kōrero ā-pakihi, nā te mea he nui rawa atu ngā karere pakihi i ngā karere whānau i roto i āna raraunga whakangungu.

Ehara i te mea e whawhai ana te AI ki ngā uara o tō whānau. Kāore noa iho ia e mōhio ana ki ngā uara o tō whānau. E mōhio ana ia ki ngā mea e noa ana i ngā tatauranga, ā, ehara i ngā mea e noa ana i ngā tatauranga i ngā mea e hira ana ki tō whānau.

Koinei te raru whakahaere. Ehara i te kino. Ehara i te ngoikore. He manukura ā-hanganga, e mahi huna ana.

He aha te take kāore e whakaoti i te raru mā te tāpiri ture

Ko te āhua tuatahi o te nuinga o ngā whakahaere, i te aroaro o ngā tūraru AI, ko te tuhi kaupapa here. Ngā kaupapa here mō te whakamahinga e whakaaetia ana. Ngā aratohu matatika mō te AI. Ngā tikanga ratonga. Ngā anga AI haepapa.

Ehara ēnei tuhinga i te mea kāore he whaihua, engari he here matua ā rātou katoa: kei te whakawhirinaki rātou ki te pūnaha AI kia ū ki a rātou.

Kāore te pūnaha AI e pānui ana i ō ture, ā, kāore ia e whakatau kia ū. Ka waihanga ia i ngā whakautu i runga i ngā tauira tatauranga o āna raraunga whakangungu. Mēnā ka taupatupatu aua tauira ki ō ture, ko ngā tauira ka toa — ehara i te mea he hēhē te AI, engari nā te mea kāore ia e mārama ki ngā ture. E mārama ana ia ki ngā tauira.

Ka taea e koe te whakangāwari i tētahi tauira — arā, te whakarerekē i tōna whakangungu kia whakakaha i ētahi whanonga. He āwhina tēnei, engari kāore e whakaoti i te raru taketake. Mā te whakangāwari ka tāpirihia he tauira hou ki runga i ngā tauira o mua. I raro i te pēhanga, i ngā āhuatanga rerekē, i ngā pātai hou rānei, ka hoki mai anō ngā tauira tawhito. Ko te kupu hangarau mō tēnei ko te "catastrophic forgetting" (te wareware ohorere), engari he māmā ake te whakamārama: ka ngaro haere te whakangungu.

He rite te tuhi i tētahi ture e kī ana, "Ka whakaute tō mātou AI i ngā uara o tō mātou whānau," ki te tuhi i tētahi ture e kī ana, "Kāore tō mātou awa e waipuke." Kāore te awa e pānui i ngā ture. Mēnā e hiahia ana koe ki te aukati i te waipuke, me hanga ngā ārai awa — he mahi hanganga e whai hua ana ahakoa ngā mahi a te awa.

E hiahiatia ana taua huarahi kotahi mō te whakahaere AI. Ehara i ngā ture hei whai mā te AI, engari he hanganga e mahi motuhake ana i waho o te AI, hei tirotiro i āna whanonga mai i waho.

Ngā Akoranga a Ngā Matua

Ehara i te mea hou te māramatanga e kī ana kāore e taea te whakaiti i ētahi whakataunga ki ngā ture. He mea tawhito tēnei.

I whakapau tōna mahi te tohunga whakaaro a Ludwig Wittgenstein ki te torotoro i te rohe i waenga i ngā mea ka taea te whakamārama tika, me ngā mea kei tua atu i te whakamārama tika. Ko tana whakatau — arā, "mō ngā mea kāore e taea te kōrero, me noho puku" — he mea hāngai tika ki te whakahaere i te AI. Ka taea e tētahi mīhini te whakautu i ētahi pātai: "E hia te wā ka tīmata ai te hui whānau?" he whakautu mārama tōna ka taea e te AI te rapu. Kāore e taea ētahi atu: "Me pēhea taku kōrero ki taku tuahine mō te tiaki a Māmā?" e pā ana ki te whakataunga, te horopaki, ngā hononga, me ngā uara e ārai ana i te whakahaere pūnaha.

Ko te rohe i waenga i ngā mea ka taea te tuku ki tētahi mīhini me ngā mea me noho ki ngā tāngata te tūāpapa o te whakahaere AI whai tikanga. Ehara i te hē te whakamahi i te AI mō te momo pātai tuatahi. Ko te hē, ko te tuku i te AI kia whakautu i te tuarua mehemea kāore he tangata e uru mai.

I kī a Isaiah Berlin, te tohunga whakaaro tōrangapū, he tino rerekē ētahi uara a te tangata — te rangatiratanga me te tika, te tikanga me te panoni, ngā hiahia takitahi me te kotahitanga o te whānau. Kāore he tātai e whakatau ana i ēnei taumahatanga. Me hiahiatia tonu te whakataunga a te tangata, te kōrero, me te momo mātauranga whaihua e whakawhanakehia ana e ngā whānau i roto i ngā whakatipuranga.

Ko ngā pūnaha AI, i runga i tō rātou hoahoa, e rapu ana ki te whakapai ake. Ka rapu rātou i tētahi whakautu kotahi. Engari, ina tūturu te pakanga o ngā uara, kāore he whakautu kotahi — kotahi noa te whakautu e whakataua ana e tēnei whānau, i tēnei wā, me ēnei tāngata, hei mea iti rawa te kino. He mea ā-tangata tērā whakataunga, ā, ko tētahi huarahi whakahaere AI e whakaponohia ana he kē atu, ehara i te whakahaere — he tuku i te mana.

Kua mōhio tonu ngā whānau ki tēnei. Ehara i te raru hei whakapai ake te whakataunga mēnā me neke tata ake a Kuia, me noho rānei ia ki tōna ake kāinga. He āwangawanga hei pupuri, hei matapaki, hei noho tahi. Kua mārama kē ngā whānau kua whakatere i ēnei whakataunga mō ngā whakatipuranga, ki ō rātou wheua, he aha i kore ai e taea te whakawhirinaki ki te AI mō ngā whakataunga uara.

Me pēhea a Village e whakahaere ai i te AI ā-hanganga

Kāore a Village e whakawhirinaki ki te whakahau i te AI kia whanonga. Ka hanga ia i te whakahaere ki roto i te hanganga — he hanganga e mahi motuhake ana i waho i te mana whakahaere o te AI, ā, kāore e taea e ia te whakakore.

Te kaiwhakatinana rohe ka aukati i te AI kia kaua e whakatau i ngā take uara. Ina pātai e pā ana ki te tūmataitinga, ngā whakataunga matatika, te horopaki whānau rānei, ka whakamutu te pūnaha, ā, ka tukuna te pātai ki tētahi tangata — tō kaiwhakahaere whānau, tō kaumātua whānau, te whānau katoa. Kāore e taea e te AI te whakakore i tēnei rohe, nā te mea kei waho o te mana whakahaere a te AI te whakahaere o te rohe.

Te pūnaha mau tonu whakahau e rokiroki ana i ngā whakahau mārama a tō whānau ki tētahi pūnaha motuhake kāore e taea e te AI te whakarerekē. Ina whakaputa te AI i tētahi whakautu, ka tirotirohia ki ēnei whakahau kua rokiroki. Mēnā ka whakahē te whakautu i tētahi whakahau, ka whai mana ake te whakahau — hei taunoa, ahakoa ngā tohutohu whakangungu a te AI.

Te kaiwhakamana whakataurite ka tirotiro i ngā whakautu kua tūtohutia e te AI ki ngā pūrongo tūturu a tō whānau. Kāore ia e pātai ki te AI mēnā he tika tōna whakautu — nā te mea he tono kia whakamana te pūnaha i a ia anō tērā. Ka whakamahi ia i ngā ine pāngarau, e whakahaere ana i runga i tētahi huarahi tino rerekē ki te AI, hei whakatau mēnā e ū ana te whakautu ki ngā ihirangi tūturu o tō whānau.

Te kaitirotiro pēhanga horopaki e mātaki ana i ngā āhuatanga whakahaere uaua — arā, ngā wā e taumaha ana te AI, e tukatuka ana i ngā tono matatini, i te tutaki rānei ki ngā pātai hou. Ka kitea ēnei āhuatanga, ka whakapiki ia i te kaha o te whakamana. Ko te uaua ake o te pātai, ko te nui ake o te arotakenga ka whiwhi te whakautu.

Ehara ēnei i ngā kaupapa here. He hanganga ēnei. Ka mahi ēnei ahakoa kāore te AI e whakaae ki a rātou, pērā i te mahi a tētahi pare awa ahakoa kāore te awa e whakaae ki a ia.

Te Rerekētanga i waenga i te Manakohanga me te Hanganga

He maha ngā whakahaere e whakaputa ana i ngā tauākī matatika mō te AI. Kāore a Village e whakawhirinaki ki ngā tauākī matatika. Ka whakawhirinaki ia ki ngā here hanganga e whakatinana ana i te whakahaere ā-tūtohi.

He mea nui tēnei wehewehenga nā te mea ko te wawata he mea e tūmanakohia ana kia tupu. Ko te hanganga he mea e tupu ana tūturu. Kāore tō whānau e whakawhirinaki ki te tūmanako ka tika te tangata e pupuri ana i te putea moni — ka kōrero koutou, ka whakaae, ka whakamārama. Koinei te whakahaere whaihua. Ka hāngai taua mātāpono ki te AI.

Te Anga Tractatus — Mārama, Tuwhera hoki

Ko te hanganga whakahaere kei muri i te Village AI e kīia ana ko te anga Tractatus. He mea nui kia mōhio ki ngā mea e toru mō tēnei.

He tuwhera. Kua whakaputaina te anga katoa i raro i te raihana puna tuwhera o te Apache 2.0. Ka taea e te tangata katoa te pānui i te waehere, te tirotiro i ngā ture, me te whakamana kei mahi te whakahaere i ngā mea e kī ana ia. He rerekē tēnei ki te whakahaere AI a Big Tech, kei reira he rangatira ngā ture, ā, he huna te whakaaro. Ina kī a Google, a OpenAI rānei he "hāngai ki ngā uara ā-tangata" tō rātou AI, kāore he huarahi āu ki te tirotiro. Mā te Tractatus, ka taea e koe te pānui i ia rārangi.

He mārama. Ka tuhia ngā whakataunga whakahaere katoa. Ka aukatia e te kaitiaki rohe te AI i te whakatau i runga i ngā uara, ka tuhia taua take. Ka kitea e te kaiwhakamana whakataurite he hapa, ka tuhia. Ka taea e ō kaiwhakahaere whānau te kite tika i ngā mahi a te pūnaha whakahaere me ngā take i mahia ai. Kāore he paparanga huna e whakahaerehia ai ngā whakataunga me te kore kawenga.

Ka taea te whakarite. Ehara te anga i te huinga ture mārō i whakahuatia mai i waho. Ka taea e ngā whānau te āhua o te whakahaere kia whakaata i ā rātou ake kaupapa matua. He whānau e tiaki ana i te taonga tuku iho o Samoa, he whānau e tuhi ana i ngā wheako pakanga a ō rātou kuia me ō rātou koroua, he uara rerekē, he āwangawanga rerekē, he here rerekē ā rātou. Ka whakaae te anga Tractatus ki tēnei — ehara i te mea mā te tuku i ngā whānau kia whakangāwari i te whakahaere, engari mā te tuku i a rātou kia tautuhi he aha ngā mea e tiakina ana e te whakahaere. Ngā uara o tō whānau, ngā rohe o tō whānau, te huarahi a tō whānau ki te mahi — e whakatinanahia ana ā-hanganga, ehara i te mea kua tuhia noa iho.

Kei te wātea te anga katoa, tae atu ki ngā rangahau kei muri i a ia, i agenticgovernance.digital. Ehara i te mea me pānui koe i a ia kia whakamahi ai i a Village — ka mahi tonu te mana whakahaere ahakoa kāore koe i tirotiro i a ia. Engari, mēnā e hiahia ana koe ki te mārama tika ki te āhua e whakahaerehia ana tō AI, kei te tuwhera te kuaha.

I te tuhinga e whai ake nei, ka tirohia e mātou ngā mahi a te Village AI i te ao tūturu i ēnei rā — he aha ngā āwhina ka taea e ia mō tō whānau, me pēhea te whakatika i te hē-whakaaro mā te pūnaha kupu, me ngā wāhanga e anga tonu ana ki te whakawhanake.

Ko tēnei te Tuhinga 3 o ngā 5 i te raupapa "Tō Whānau, Tō AI". Mō te hanganga whakahaere katoa, tirohia Village AI mō te Whakahaere Aro-Ake.

I mua: AI Hangarau Nui vs. AI o tō Whānau — He aha te take i hira ai te rerekētanga E whai ake: He aha ngā mea e rere ana i te Village i tēnei rā