He aha i kore ai e ranea ngā ture me te whakangungu — Te wero whakahaere
Raupapa: Tō Pariha, Tō AI — Te mārama Village AI mō ngā Hapori (Tuhinga 3 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Pipiri 2026 Rāhina: CC BY 4.0 ā-Ao
Te Reta Māreikura
I mua i tā tātou matapaki i te ariā o te whakahaere, me tīmata tātou ki tētahi pūrākau mō tētahi reta.
Ka tono te hepara ki tētahi pūnaha AI kia āwhina ki te tuhi tuatahi i tētahi reta ki tētahi whānau e tangi ana. He mārama tōna tono: e hiahia ana ia ki ngā kupu o te tūmanako whakahokinga mai — te whakamarie o te whakapono e mau ana tēnei whānau. Ka tuhi āta ia i tana tono, ā, ka tatari.
Ka whakaputa te AI i tētahi reta ātaahua kua tuhia. He mahana, he ngaio, he aroha hoki. E kōrero ana mō te "haerenga whakaora", te "rapu whakamutu", te "whakamana i tō rātou maumahara mā te noho i tō oranga pai rawa atu", me te "taonga ka waiho e rātou". He pai te pānui. He ātaahua te tangi. Ā, he tino hē katoa.
Kāore te whānau e hiahia ana ki te whakamutu. Me hiahiatia e rātou te kotahitanga o te hunga tapu. Ehara i te mea me whakahonore rātou i tētahi taonga tuku iho. Me rongo rātou kua whakahokia mai ngā mate ki te ora, ā, he wā poto noa te wehenga. I tono te minita mō te tūmanako o te aranga, ā, i hoatu e te AI ki a ia he āwhina whakaora ā-tinana — nā te mea kei roto i āna raraunga whakangungu he mano aratohu mō te tangi i ngā paetukutuku tohutohu, kotahi noa iho e kōrero ana mō te aranga o ngā mate.
Kāore te AI i whakahē i te tohutohu a te minita. Kāore ia i kī, "Kāore au e mōhio ana ki tō tikanga." I whakakapi noa ia i tāna i tonoa ki tētahi mea i tino noa ake i āna raraunga whakangungu, arā, i ngā tatauranga. He whakakapi huna tēnei. Mēnā i ngenge te minita, i tere rānei, i kore rānei i tino aro pēnā i ngā wā katoa, tērā pea kāore ia i aro. Ka tukuna tonu te reta, ā, ka whiwhi te whānau i te whakamarie mai i tētahi tikanga hē — i tuhia e ngā tohunga, i puta mai i te ngākau pono, ā, he huna tōna kore whakapono.
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 Whakakapi ngā Tauira i ngā Uara
Ehara te reta ā-wairua i te take motuhake. Ka mahi taua pūnaha anō i ia kōrero ki te AI.
Ka pātai tētahi mema o te hāhi ki tētahi pūnaha AI mō ngā tohutohu e pā ana ki tētahi āhuatanga uaua o te whānau, ka huri noa te pūnaha ki te reo rongoā hinengaro takitahi — whakangungu māia, whakarite rohe, tiaki i a ia anō — nā te mea koirā ngā mea e rangatira ana i āna raraunga whakangungu. Kāore ia e toro ki te reo o te manawanui, o te manawanui ā-tārua, me te tirohanga whānui e puta ana i te mōhio ka noho koe ki te taha o tēnei tangata i te whare karakia mō ngā tau toru tekau e heke mai nei.
Ka tono te kaiwhakahaere hāhi ki te AI kia āwhina i tētahi pānui matatini, 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 hāhi i roto i āna raraunga whakangungu.
Ehara te AI i te mea e riri ana ki tō tikanga. Kāore noa iho ia e mōhio ana ki tō tikanga. 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 hē ā-hanganga, e mahi huna ana.
Ka Mahi te AI, ka Piki ngā Tūraru
I tika ngā mea katoa i runga ake nei i te wā i whakautu noa ai te AI. E ai ki tā te Tuhinga 1 i whakamārama, kei te piki haere te mahi a te AI — ā, ka honoa he whakakapi uara huna ki tētahi mahi, kaua ki tētahi rerenga kōrero, ka kaha ake te raruraru whakahaere i roto i ngā huarahi motuhake e toru. E tohu ana ngā mātanga whakahaere e rangahau ana i ngā māngai AI i ēnei e toru anō.
Kaore e taea te whakahoki i ētahi mahi. Ka taea te whakatika i tētahi tuhinga kua hē i mua i tō tuku — he wā poto kei waenga i ngā whakaputanga a te AI me ngā hua. Mā tētahi māngai e tuku, e whakarite pukapuka, e tuku ipurangi, e muku, e whakauru rānei ki tētahi kōnae ka whakakore i taua wā poto. I mau te tumuaki i tō mātou kōrero i te reta hē nā te mea i pānui tuatahi ia. Kāore tētahi māngai i tukuna ki te whānau tangi i tōna ingoa i hoatu ki a ia te whai wāhi.
Ka pōraruraru te kawenga. Ina mahi tētahi māngai mōu, ā, he hē te hua, ko wai te tangata kawenga? Nāu i tautuhi he whāinga i roto i tētahi rerenga kōrero; nā te pūnaha i kōwhiri ngā hikoinga; nā te kamupene i hanga te pūnaha. Ka kī ngā kairangahau he "āputa haepapa" tēnei āputa e huaki ana i konei — ā, ka whakatūpato mō te "rohe pakaru matatika," kei reira ka taka te hara ki te tangata tata, ahakoa he iti rawa tōna mana whakahaere tūturu. Ka mau ki te hapori e tuku ana i tētahi kaiārahi o waho kia mahi i tōna ingoa te hara, ā, kāore he mana whakahaere āna.
Kāore e taea e koe te whakaae katoa ki ngā mea kāore e taea e koe te matapae. Ko te whakaaetanga pono, ko te mōhio ki ngā mea e whakaae ana koe. Engari, he huarahi tuwhera tonu tō te kaiwhakahaere i roto i tētahi mahi maha-hipanga, ā — pēnei i kīia e te Tuhinga 1 — ahakoa te whakamārama a te AI mō āna ake whakaaro, kāore e tino whakaata ana i ngā take i akiaki i āna mahi. Ka taea e koe te whakaae ki tētahi whāinga; kāore e taea e koe te whakaae whai tikanga, i mua, ki ia hikoinga ka mahia pea e tētahi pūnaha aunoa kia tutuki ai taua whāinga. (E ngana ana ētahi hoahoa ki te whakaiti i tēnei āputa mā te whakaatu mahere ki a koe i mua i te mahi; he āwhina tēnei, engari kāore e kati i te āputa.)
Kāore ēnei kōrero e whakahē ana i te whakamahi i te AI e mahi ana. E kī ana, ko te tikanga i tika ai i te wā o ngā chatbot, ka noho hei mea hira i te wā o ngā māngai atamai: me tirotirohia ngā whanonga a te AI e tētahi mea kei waho atu i te AI, me āhei tonu te tangata ki te urutau, ā, me noho ki ngā tāngata ngā whakatau hua, kāore e taea te huri. Koinei tonu te kaupapa o te toenga o tēnei tuhinga.
He aha i kore ai e whakatau i te raru mā te nui ake o ngā ture
Ko te hiahia tuatahi o te nuinga o ngā whakahaere, i te wā ka tūtaki ki ngā tūraru o te 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 katoa: 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 hē te AI, engari kāore ia i te mārama ki ngā kaupapa here. Ka mārama ia ki ngā tauira.
Ka taea e koe te whakangāwari motuhake 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 motuhake ka tāpirihia ngā tauira hou ki runga i ngā tauira o mua. I raro i te pēhanga, i ngā āhuatanga ohorere, 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 ngā akoranga i te wā e kore e whakamahia.
He rite te tuhi kaupapa here e kī ana "Ka whakaute tō mātou AI i ngā uara o tō mātou hapori" ki te tuhi 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 ārai i te waipuke, me hanga ngā ārai wai — he mahi hanganga e mahi ana ahakoa ngā hiahia o 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 i te AI, hei tirotiro i āna whanonga mai i waho.
Ngā Akoranga Mātauranga e Kī Ana ki a Tātou
Ehara i te mea hou te māramatanga, kāore e taea te whakaiti i ētahi whakataunga ki ngā ture. He mea tawhito.
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 pūnaha i ētahi pātai: he whakautu mārama tō te pātai "E hia te karaka o te ratonga i te Rātapu?" ka taea e tētahi AI te rapu. Kāore e taea ētahi atu: kei roto i te pātai "Me pēhea taku tata atu ki taku hoa noho mō te paepae?" ngā whakataunga, te horopaki, ngā hononga, me ngā uara e kore e taea te whakahaere pūnaha.
Ko te rohe i waenga i ngā mea ka taea te tuku ki tētahi mīhini, me ngā mea me noho tonu ki ngā tāngata, ko te tūāpapa o te whakahaere AI e tika ana. Ehara te hē i te kore whakamahi i te AI mō te momo pātai tuatahi. Ko te hē, ko te tuku i te AI kia whakautu i te momo tuarua me te kore aroturuki a te tangata.
I kī a Isaiah Berlin, te tohunga whakaaro tōrangapū, e tino taupatupatu ana 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 taupatupatu. 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 te whakautu pai rawa atu. Engari, i te wā e tino taupatupatu ana ngā uara, kāore he whakautu pai rawa atu — kotahi noa te whakautu e whakatauhia ana e tēnei hapori, i tēnei wā, me ēnei tāngata, hei mea iti rawa te kino. He mea tangata tōna pūtake, ā, ko tētahi anga whakahaere AI e whakapae ana he rerekē, ehara i te whakahaere — he tuku i te mana.
He putanga ake tō te tikanga Anglikana mō tēnei māramatanga. Ko te via media — te huarahi waenga — ehara i te whakataurite i waenga i ngā pito e rua. He mōhiotanga tēnei, ko te noho pono e hiahiatia ana kia mau tonu ki ngā āwangawanga, kaua e whakatau. He mana tō te Paipera, tō te tikanga, tō te aronga; kāore e taea te whakaiti i tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tētahi ki tēt
Me pēhea e Whakahaere ā-Tūāhua ai a Village i te AI
Kāore aVillage e whakawhirinaki ki te kī ki te AI kia 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 kaitiaki rohe ka aukati i te AI kia kaua e whakatau i ngā uara — ā, kia kaua hoki e mahi i ngā mahi whai hua māna anō. Ki te pātai e pā ana ki ngā whakawhitinga tūmataitinga, ngā whakataunga matatika, te horopaki ahurea rānei, ā, ki te whakawhiti te mahi ki te mahi i runga i te ingoa o tō hapori, ka whakamutu te pūnaha, ka tukuna ki tētahi tangata — tō kaiwhakahaere, tō tumuaki, tō komiti whakahaere. 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. Koinei te whakautu hanganga ki te raru o te "iti ake ngā huarahi ki te whakauru": kua whakaurua te huarahi ki te whakauru, kāore i waiho kia tūpono noa.
Te pūnaha mau tonu whakahau e rokiroki ana i ngā whakahau mārama a tō hapori ki tētahi pūnaha motuhake kāore e taea e te AI te whakarerekē. Ka waihanga te AI i tētahi whakautu, ka tirotirohia ki ēnei tohutohu kua penapenahia. Mēnā ka whakahē te whakautu i tētahi tohutohu, ka whai mana ake te tohutohu — hei taunoa, ahakoa ngā tūtohu whakangungu a te AI.
Te kaiwhakamana whakawhiti-tūtohu ka tirotiro i ngā whakautu me ngā mahi kua tūtohutia e te AI ki ngā pūrongo tūturu o tō hapori. Kāore ia e pātai ki te AI mēnā he tika tōna whakautu — he mea tēnei e tono ana kia whakamana te pūnaha i a ia anō, ā, pēnei i tā te Tuhinga 1 i whakamārama, kāore e taea te whakawhirinaki ki te whakamārama a te AI mō āna ake whakaaro hei whakaata i te take i puta ai te whakautu. Nō reira, ka whakakore te kaiwhakamana i ngā pūrongo a te AI mōna ake. Ka whakamahi ia i te ine pāngarau, e mahi ana i tētahi huarahi tino rerekē i te AI, hei whakatau mēnā e ū ana te whakautu ki ngā ihirangi tūturu o tō hapori. Ka tirotiro ia i te mahi, ehara i te whakamārama.
Te kaitirotiro pēhanga horopaki e mātaki ana i ngā āhuatanga whakahaere kua heke iho — arā, ngā wā e pēhanga ana te AI, e tukatuka ana i ngā tono matatini, rānei e tutaki ana 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 kāore te AI e whakaae ki a rātou, pērā i te mahi a tētahi pare wai 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 te 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 manakohanga te mea e tūmanakohia ana kia tupu. Ko te hanganga tūturu te mea ka puta. Kāore tō parohe 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 ka kīia 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 tētahi raihana puna tuwhera a te EUPL-1.2. 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 ngā Kamupene Hangarau Nui, i reira he rangatira ngā ture, ā, he huna te whakaaroaro. 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 whakatau whakahaere katoa. Ka aukati te kaitiaki rohe i te AI kia kaua e whakatau i ngā uara, ka tuhia taua take. Ka kitea e te kaiwhakamana whakataurite he hapa, ka tuhia. Ka taea e ō kaiwhakahaere te kite tika i ngā mahi a te pūnaha whakahaere me te 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 whakatakotoria mai i waho. Ka taea e ngā hapori te āhua o te whakahaere kia whakaata i ā rātou ake kaupapa matua. He rerekē ngā uara, ngā āwangawanga, me ngā rohe o tētahi pārihi Ēpīkopa me tētahi rōpū tiaki taiao. Ka taea e te anga Tractatus te whakauru i ēnei āhuatanga — ehara i te mea mā te tuku i ngā hapori kia whakangāwari i te whakahaere, engari mā te tuku kia tautuhi rātou i ngā mea e tiakina ana e te whakahaere. Ko te ture matua o tō hapori, ko te āhua matatika o tō hapori, ko ngā rohe o tō hapori — ka whakatinanahia ā-hanganga, ehara i te mea he tuhinga 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 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 he aha Village AI e mahi ana i ēnei rā i te ao tūturu — he aha ngā āwhina ka taea e ia ki tō parīhi, me pēhea te aro ki te hēhē mā te pūnaha kupu, ā, he aha ngā mea kei te whakawhanake tonu.
Ko tēnei te Tuhinga 3 o ngā 5 i roto i te raupapa "Tō Parīhi, Tō AI". Mō te hanganga whakahaere katoa, tirohia Village AI mō te Whakahaere Mana Motuhake.
I mua: AI Hangarau Nui vs. AI o tō Parihi — He aha te take o te rerekētanga E whai ake: He aha ngā mea e rere ana i tēnei rā i Village