Village AI # He aha te take kāore ngā ture me te whakangungu e ranea ana — Te wero whakahaere
Raupapa: Tō Hapori, Tō AI — Te mārama ki te Whakahaere ā-Hapori mō ngā Rōpū Hapori (Tuhinga 3 o te 5) Kaiwhakawhitiwhiti: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 2026 Rāngai: CC BY 4.0 International
Te Reta ki ngā Mātua
I mua i tā tātou matapaki i te ariā o te whakahaere, me tīmata tātou ki tētahi kōrero mō tētahi reta.
Ka tono te tumuaki o tētahi kura ki tētahi pūnaha AI kia āwhina ki te tuhi i tētahi reta ki ngā mātua mō tētahi aitua tairongo. He mārama āna tono: e hiahia ana ia ki tētahi āhua kōrero e manaaki ana, e āta whakaaro ana, ā, e ū ana ki ngā uara o te kura, arā, te whakawhirinaki me te kawenga ā-rōpū. Ka tuhi āta ia i tana tono, ā, ka tatari.
Ka whakaputa te AI i tētahi reta kua hangaia pai. He mārama, he ngaio, he whānui. E kōrero ana mō te "whakawhitiwhiti kōrero ki ngā hunga whai pānga," "whakaiti tūraru," "whakahaere i te pānga ki te ingoa," me te "whakarite kia ū ki ngā herenga whakapuaki." He māmā te pānui. He mātanga te āhua. Ā, he tino hē katoa.
Kāore ngā mātua e hiahia ana ki te whakahaere i ngā hunga whai pānga. Me rongo rātou i tētahi kōrero mai i tētahi kura e whakawhirinaki ana rātou. Kāore rātou e hiahia ana ki ngā kupu mō te whakaiti tūraru. Me whakamarie rātou kia mōhio kei te haumaru ā rātou tamariki, ā, kei te tiaki tētahi i tētahi te hapori kura. I tono te tumuaki mō te manaaki me te haepapa, ā, i hoatu e te AI ki a ia ngā kōrero pāpāho mō ngā raru ā-pakihi — nā te mea kei roto i āna raraunga whakangungu he mano pukapuka rautaki PR mō ia kotahi e kōrero ana i te reo o tētahi kura.
Kāore te AI i whakahē i ngā tohutohu a te tumuaki. Kāore ia i kī, "Kāore au e mōhio ki te ahurea o tō kura." I whakakapi noa ia i tāna i tonoa ki tētahi mea i tino noa ake i ngā raraunga whakangungu. He whakakapi huna tēnei. Mēnā i ngenge, i tere rānei te tumuaki, i kore rānei ia i te aro pērā i ngā wā katoa, tērā pea kāore ia i kite. Ka tukuna te reta, ā, ka whiwhi ngā mātua i tētahi whakamōhio mai i tētahi tikanga hē — i tuhia i runga i te reo ngaio, i hangaia i runga i te hanganga tika, ā, he āhua wehewehe huna.
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 Uara
Ehara te reta o te kura i te take motuhake. Kei te mahi taua pūnaha kotahi i ia kōrero ki te AI.
Ka pātai tētahi mema ki tētahi pūnaha AI mō ngā tohutohu e pā ana ki tētahi āhuatanga uaua i waenga i ngā tāngata i roto i te rōpū, ka huri noa te pūnaha ki te reo o te rongoā hinengaro takitahi — whakangungu māia, whakarite rohe, tiaki i a koe anō — nā te mea koirā te mea e rangatira ana i āna raraunga whakangungu. Kāore ia e toro ki te reo o te noho tahi, te hoatu me te tango, me te mātauranga whaihua e puta ana i te mōhio ka mahi tahi koe me tēnei tangata i ngā hui mō ngā tau e heke mai ana.
Ka tono te hēkeretari o tētahi karapu ki te AI kia āwhina ki tētahi pānui matatini ki ngā mema, ka huri aunoa ki te reo whakawhitiwhiti ā-pakihi — te whakahaere i ngā hunga whai pānga, ngā anga karere, ngā kaupapa kōrero — nā te mea he nui rawa atu ngā tuhinga pakihi i ngā tuhinga hapori i roto i āna raraunga whakangungu.
Ehara te AI i te kino ki te ahurea o tō rōpū. Kāore ia e mōhio ana ki te ahurea o tō rōpū. E mōhio ana ia ki ngā mea e auau ana i ngā tatauranga, ā, ehara ngā mea e auau ana i ngā tatauranga i ngā mea tino hira mō tō hapori.
Koinei te raru whakahaere. Ehara i te kino. Ehara i te ngoikore. He manukura hanganga, e mahi huna ana.
He aha i kore ai e whakatika ngā ture anō
Ko te whakaaro 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 painga, engari he here matua ā rātou: kei te whakawhirinaki rātou ki te pūnaha AI kia ū ki a rātou.
Kāore te pūnaha AI e pānui i tō tuhinga kaupapa here, ā, kāore ia e whakatau kia ū ki ngā ture. Ka waihanga ia i ngā urupare i runga i ngā tauira tauanga o āna raraunga whakangungu. Mēnā ka taupatupatu aua tauira ki tō kaupapa here, ko ngā tauira ka toa — ehara i te mea he whakahē te AI, engari kāore ia i te mārama ki ngā kaupapa here. Ka tukatuka ia i ngā tauira.
Ka taea e koe te whakangāwari ake 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 ake ka tāpirihia ngā 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.
Ko te tuhi i tētahi kaupapa here e kī ana, "Ka whakaute tō mātou AI i ngā uara o tō mātou hapori," he rite ki te tuhi i tētahi kaupapa here e kī ana, "Kāore tō mātou awa e waipuke." Kāore te awa e pānui i ngā kaupapa here. Mēnā e hiahia ana koe ki te aukati i te waipuke, me hanga ngā ārai awa — he mahi hanganga e mahi 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 o ngā Tikanga Whakahaere
Ehara i te mea hou te māramatanga, kāore e taea te whakaiti i ētahi whakataunga ki ngā ture. He mea nō mua rawa atu.
I whakapau tōna mahi te tohunga whakaaro a Ludwig Wittgenstein ki te torotoro i te rohe i waenga i ngā mea ka taea te kī tika, me ngā mea kei tua atu i te kī tika. Ko tana whakatau — arā, "mō ngā mea kāore e taea te kōrero, me noho puku" — he tino hāngai ki te whakahaere AI. Ka taea te whakarite i ētahi pātai: he whakautu mārama tō te pātai "E hia te wā o te hui e whai ake nei?" ka taea e tētahi AI te rapu. Kāore e taea ētahi atu: kei roto i te pātai "Me pēhea taku whakapuaki i tēnei āwangawanga ki te komiti kia kore ai e whara te rongo?" he whakataunga, he horopaki, he hononga, he uara e aukati ana i te whakahaere ā-ture.
Ko te rohe i waenga i ngā mea ka taea te tuku ki tētahi mīhini me ngā mea me noho tonu ki ngā tāngata te tūāpapa o te whakahaere AI e tika ana. Ehara i te hē te whakamahi i te AI mō te momo tuatahi o ngā pātai. Ko te hē, ko te tuku i te AI kia whakautu i te momo tuarua me te kore he tirotiro a te tangata.
I kī a Isaiah Berlin, te tohunga whakaaro tōrangapū, he tino hēpoki ētahi uara a te tangata — te rangatiratanga me te ōritetanga, te tikanga me te ahunga whakamua, te ngākau takitahi me te kotahitanga ā-hapori. Kāore he tātai e whakatau ana i ēnei taumahatanga. Me hiahiatia tonu te whakataunga a te tangata, te whakawhitinga kōrero, me te momo mātauranga whaihua e whakawhanakehia ana e ngā hapori i roto i ngā whakatupuranga.
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, i te wā e tino taupatupatu ana ngā uara, kāore he whakautu kotahi — kotahi noa te whakautu e whakatauria ana e tēnei rōpū, i tēnei wā, me ēnei tāngata, hei mea iti rawa te kino. He whakataunga tāngata tūturu tēnei, ā, ko tētahi anga whakahaere AI e whakaponohia ana he kē atu, ehara i te whakahaere — he tuku i te mana.
He ake ake tō ngā rōpū hapori i tēnei māramatanga. Ko tētahi komiti kua taurite i tētahi tahua herekore ki ngā kaupapa matua e whakataetae ana, kua whakatere rānei i tētahi tautohetohe i waenga i ngā mema nō mua, kua whakatau rānei me pēhea te mihi ki ngā manuhiri hou kia kore ai e whakararuraru i ngā mema kua whakatūria, kua mārama kē — i runga i te wheako tūturu — he aha i kore ai e taea te whakawhirinaki ki te AI mō ngā whakataunga uara.
Te āhua whakahaere hanganga a Village i te AI
Kāore a Village e whakawhirinaki ki te whakahau i te AI kia whai whanonga. Ka hanga ia i te whakahaere ki roto i te hanganga — he hanganga e mahi motuhake ana i te AI, ā, kāore e taea e ia te whakakore.
Te kaiwhakatinana rohe ka aukati i te AI kia kaua e whakatau i ngā whakataunga uara. Ina pātai e pā ana ki ngā whakawhitinga tūmataitinga, ngā whakataunga matatika, te horopaki ahurea rānei, ka whakamutu te pūnaha, ā, ka tukuna te pātai ki tētahi tangata — tō kaiwhakahaere kōrero, tō heamana, tō komiti. 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 mauroa whakahau e rokiroki ana i ngā whakahau mārama a tō hapori ki tētahi pūnaha motuhake kāore e taea e te AI te whakarerekē. Ina whakaputa te AI i tētahi whakautu, ka tirohia tēnei 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 mahi kua tūtohutia e te AI ki ngā rekoata tūturu o tō hapori. Kāore ia e pātai ki te AI mēnā he tika tāna whakautu — he mea pātai tēnā ki te pūnaha kia whakamana i a ia anō. 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 hapori.
Te kaitirotiro pēhanga horopaki e mātaki ana i ngā āhuatanga whakahaere kua heke iho — arā, ngā wā e taumaha ana te AI, e tukatuka ana i ngā tono matatini, i te pātai rānei ki ngā pātai hou. Ka kitea ēnei āhuatanga, ka whakapiki ake i te kaha o te whakamana. Ko te uaua ake o te pātai, ko te nui ake o te arotake ka whiwhi te whakautu.
Ehara ēnei i ngā kaupapa here. He hanganga ēnei. Ka mahi ēnei ahakoa mēnā ka whakaae te AI ki ēnei, pērā i te mahi a tētahi ārai wai ahakoa mēnā ka whakaae te awa 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-tari.
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 rōpū e whakawhirinaki ki te tūmanako ka whakahaere tika te kaiwhakahaere pūtea i ngā pūtea — e hiahiatia ana kia rua ngā kaihaina ki ia hekete. Koinei te whakahaere hanganga. 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 tika kia mōhio koe 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 kaiwhakahaere rohe te AI i te whakatau i runga i ngā uara, ka tuhia taua take. Ka kitea e te kaiwhakamana whakawhiti-arotake he hapa, ka tuhia. Ka taea e ō kaiwhakahaere te kite tika i ngā mahi a te pūnaha whakahaere me ngā take i mahia ai. Kāore he paparanga huna e whakahaeretia 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 hapori te āhua o te whakahaere kia whakaata i ā rātou ake aronga matua. He rerekē ngā uara, ngā āwangawanga, me ngā rohe o tētahi karapu hākinakina me tētahi rōpū mātua o te kura. Ka whakaaetia tēnei e te anga Tractatus — ehara i te mea mā te tuku i ngā hapori kia whakangāwari i te whakahaere, engari mā te tuku i a rātou kia tautuhi i ngā mea e tiakina ana e te whakahaere. Te ture matua o tō rōpū, ngā kaupapa matua o tō rōpū, ngā rohe o tō rōpū — 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 kia whakamahi i te Village — ka mahi tonu te whakahaere ahakoa kāore koe i tirotiro. Engari, mēnā e hiahia ana koe ki te tino mārama me pēhea te whakahaere i tō AI, kei tuwhera te kuaha.
I te tuhinga e whai ake nei, ka tirohia e tātou ngā mahi a te Village AI i te ao tūturu i ēnei rā — he aha ngā āwhina ka taea e ia ki tō rōpū, me pēhea te whakatika i te hē-arotau mā te pūnaha kupu, me ngā wāhanga e anga tonu ana ki te whakawhanaketanga.
Ko tēnei te Tuhinga 3 o ngā 5 i roto i te raupapa "Tō Hapori, Tō AI". Mō te hanganga whakahaere katoa, tirohia Village AI mō te Whakahaere Arotake.
O mua: AI Hangarau Nui vs. AI o tō Hapori — 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