He aha i kore ai e ranea ngā ture me te whakangungu — Te wero whakahaere

Raupapa: Tō Hapori, Tō AI — Te mārama Village AI mō ngā Rōpū Hapori (Tuhinga 3 o te 5) Kaiwhakawhitiwhiti: My Digital Sovereignty Ltd Rā: Hune 2026 Rāhina: 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 te kura ki tētahi pūnaha AI kia āwhina ki te tuhi tuatahi i tētahi reta ki ngā mātua mō tētahi aitua tairongo. He mārama āna tono: e hiahia ana ia ki tētahi āhua kōrero manaaki, āta whakaaro, 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 tangi. 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 whakaiti tūraru. Me whakamarie rātou kia mōhio ai 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 whakawhitiwhiti kōrero a-pakihi mō ngā aituā — nā te mea kei roto i āna raraunga whakangungu he mano pukapuka rautaki PR mō ia kotahi e kōrero ana i te reo o te 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 āna raraunga whakangungu. He whakakapi huna tēnei. Mēnā i ngenge, i tere rānei te tumuaki, i kore rānei ia i aro pērā i ngā wā katoa, tērā pea kāore ia i kite. Ka tukuna tonu te reta, ā, ka whiwhi ngā mātua i tētahi whakamōhio mai i tētahi tikanga hē — i tuhia ā-ngāio, i hangaia tika, ā, he āta wehewehe.

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.

Ka Whakakapi ngā Tauira i ngā Uara

Ehara te reta o te kura i te take motuhake. Kei te mahi taua pūnaha kotahi i ia whakawhitiwhiti kōrero AI.

Ka tono tētahi mema ki tētahi pūnaha AI mō ngā tohutohu mō tētahi āhuatanga uaua i waenga i ngā tāngata i roto i te rōpū, ka huri noa te pūnaha ki te reo rongoā ā-tangata takitahi — te whakangungu kaha ki te whakapuaki whakaaro, te whakarite rohe, te tiaki i a ia anō — nā te mea koirā te nuinga o ngā raraunga whakangungu. Kāore ia e toro ki te reo o te whakawhanaungatanga, o te tuku 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 i te mea e riri ana te AI ki te ahurea o tō rōpū. Kāore noa iho i te mōhio ki te ahurea o tō rōpū. E mōhio ana ia ki ngā mea e noa ana i ngā tatauranga, ā, ehara i ngā mea e noa ana i ngā tatauranga te mea tino hira mō tō hapori.

Koinei te raruraru whakahaere. Ehara i te kino. Ehara i te ngoikore. He whakawhē 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 āpiha 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. He māngai e tuku ana, e whakarite ana i ngā pukapuka, e tuku īmēra ana, e muku ana, e kōnae ana rānei, ka whakakore i taua wā poto. I mau te reta hē i tō mātāmua i tōna pānui tuatahi. Kāore tētahi māngai i tukuna īmēra māna i hoatu ki a ia taua whai wāhi.

Ka pōraruraru te kawenga. Ina mahi tētahi māngai mōu, ā, he hē te hua, ko wai te tangata kawenga? I tautuhia e koe tētahi whāinga i roto i tētahi rerenga kōrero; i kōwhiria e te pūnaha ngā hikoinga; i hangaia e te kamupene te pūnaha. Ka kī ngā kairangahau he "āputa haepapa" tēnei āputa e huaki ana i konei — ā, ka whakatūpato mō te "rohe pakaru matatika," arā, ka taka te hara ki runga i te tangata tata, ahakoa kāore ia i whai mana tūturu. He hapori e tuku ana i tētahi kaiārahi o waho kia mahi i tōna ingoa, ka riro māna te hara, engari kāore he mana whakahaere.

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 tukatuka ia i ngā tauira.

Ka taea e koe te whakatikatika āta 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 whakatikatika āta 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 puta i te whakangungu.

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 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 a te AI, engari he hanganga e mahi motuhake ana i waho i te AI, hei tirotiro i āna whanonga mai i waho.

Ngā Akoranga a Ngā Tikanga Whakahaere e Kī Mai Ana ki A Tātou

Ehara i te mea hou te māramatanga, kāore e taea te whakaiti i ētahi whakataunga ki ngā ture. He mea nō mua rawa atu 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 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 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 ēnei āwangawanga ki te komiti kia kore ai e whara te rongo?" he whakataunga, he horopaki, he hononga, he uara e kore e taea te whakahaere mā te 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 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 momo tuarua me te kore aroturuki a te tangata.

I kī a Isaiah Berlin, te tohunga whakaaro tōrangapū, he tino kore e taea te whakakotahi i ētahi uara a te tangata — te rangatiratanga me te ōritetanga, te tikanga me te ahunga whakamua, te ngākau tangata takitahi me te kotahitanga ā-hapori. Kāore he tātai e whakatau ana i ēnei taumahatanga. Me hiahiatia tonu te whakataunga a te tangata, te whiriwhiringa, 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, ka tūturu te pakanga o ngā uara, kāore he whakautu kotahi — kotahi anake te whakautu i whakatauria e tēnei rōpū, i tēnei wā, me ēnei tāngata, hei mea iti rawa te kino. He tino āhuatanga tangata tēnei whakataunga, ā, ko tētahi anga whakahaere AI e whakapae ana he rerekē, ehara i te whakahaere — he tuku i te mana.

He putanga ake tō ngā rōpū hapori ki 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 kua roa e noho ana, kua whakatau rānei me pēhea te mihi ki ngā manuhiri hou kia kore ai e whakararuraru i ngā mema taketake, 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.

Me pēhea te Whakahaere Hanganga a te Village i te AI

Kāore teVillage e whakawhirinaki ki te kī atu ki 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 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 mōna ake. Ka pātai ana mō ngā whakawhitinga tūmataitinga, ngā whakataunga matatika, te horopaki ahurea rānei, ā, ka whakawhiti rānei tētahi mahi ki te mahi i runga i te ingoa o tō hapori, ka whakamutu te pūnaha, ā, ka tukuna ki tētahi tangata — tō kaiwhakahaere, 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. Koinei te whakautu hanganga ki te raru o te "iti ake o ngā huarahi ki te whakauru": kua whakaurua te huarahi ki te whakauru, kāore i waiho kia tūpono noa.

Te pūnaha mauroa tohutohu e rokiroki ana i ngā tohutohu 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 tauira whakangungu a te AI.

Te kaiwhakamana whakawhāiti 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-tari i runga i te hanganga.

He mea nui tēnei rerekētanga nā te mea ko te manakohanga te mea e tūmanakohia ana kia tupu. Ko te hanganga tūturu te mea ka puta. Kāore tō rōpū e whakawhirinaki ki te tūmanako ka whakahaere tika te kaiwhakahaere pūtea i ngā pūtea — me 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 . He mea nui kia mōhio ki ngā mea e toru mō tēnei.

He tuwhera. Kua whakaputaina te anga katoa i raro i tētahi raihana xml-ph-3.0.

He mārama. He mārama ngā tikanga o te anga, ā, he mārama hoki ngā huarahi hei whai i aua tikanga.

He tuwhera. He tuwhera te anga, ā, ka taea te whakamahi i ngā wā katoa, i ngā wāhi katoa.

He mea whakawhirinaki. He mea whakawhirinaki te anga, ā, ka taea te whakamahi i ngā wā katoa, i ngā wāhi katoa. 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 EUPL-1.2. Ka taea e te katoa te pānui i te waehere, te tirotiro i ngā ture, me te whakamana kei mahia e te whakahaere 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 whakataunga whakahaere katoa. Ka aukati te kaitiaki rohe i te AI i te whakatau i ngā uara, ka tuhia taua take. Ka kitea e te kaiwhakamana whakawhāiti 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 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 kaupapa matua. He rerekē ngā uara, ngā āwangawanga, me ngā rohe o tētahi karapu hākinakina me tētahi rōpū mātua o te kura. 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 pūnaha whakahaere, engari mā te tuku kia tautuhi rātou i ngā mea e tiakina ana e te pūnaha whakahaere. Ko te ture matua o tō rōpū, ko ngā mea matua o tō rōpū, ko ngā rohe o tō rōpū — ka whakatinanahia 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 te Village — ka mahi tonu te 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 he aha Village AI e mahi ana i ēnei rā i te ao tūturu — he aha ngā āwhina ka taea e ia ki tō rōpū, me pēhea te aro ki te hēhē mā te pūnaha kupu, me ngā mea e mahi tonu ana.

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

I mua: AI Hangarau Nui vs. AI Hapori — He aha te take o te rerekētanga Ā muri: He aha ngā mea e rere ana i te Village i tēnei rā