He aha te take kāore ngā ture me ngā whakangungu e ranea ana — Te wero whakahaere
Raupapa: Tō Pakihi, Tō AI — Te mārama Village AI mō ngā Pakihi Iti (Tūhinga 3 o te 5) Kaiwhakaatu: My Digital Sovereignty Ltd Rā: Hune 2026 Rāhina: CC BY 4.0 International
Te Reta ki te Kiritaki
I mua i tā tātou matapaki i te ariā whakahaere, me tīmata tātou ki tētahi kōrero mō tētahi reta.
Ka tono tētahi kaiwhakahaere ki tētahi pūnaha AI kia āwhina ki te tuhi reta ki tētahi kiritaki nō mua, kua taka tōna pūkete ki muri. He tino mārama āna tono: e hiahia ana ia ki tētahi āhua e whakamana ana i te hononga — tekau mā rima tau o te pakihi pono — ā, kia mārama hoki mō te toenga nama. Kei te pāngia te kiritaki e tētahi wā uaua, ā, me mārō, me whakaute hoki te reta. Ka tuhi āta ia i tana tono, ka tatari.
Ka whakaputa te AI i tētahi reta kua hangaia pai. He ngaio, he mārama, ā, he tika tōna whakatakotoranga. E kōrero ana mō ngā "herenga nama e toe ana," "me whakatika i roto i ngā 14 rā," "ka tukuna ki tō mātou tari kohi nama," me "tō mātou haepapa ki te tiaki i ngā painga o ngā hunga whai pānga katoa." He pai te pānui. He āhua ngaio te tangi. Ā, he tino hē katoa.
Kāore te kiritaki e hiahia ana i tētahi whakatumatuma kohi nama. Me mōhio rātou e whakanuia ana te hononga, ā, kei reira he mahere utu e wātea ana. I tono te kaiwhakahaere kia mārō te reo i roto i te horopaki hononga, ā, nā te AI i hoatu ki a ia he tauira tuhi whakahoki nama — nā te mea kei roto i āna raraunga whakangungu he mano o ngā reta kohi nama mō ia kotahi e taurite ana i te mārō ki te manaaki pono mō tētahi hononga roa.
Kāore te AI i whakahē i te tohutohu a te kaiwhakahaere. Kāore ia i kī, "Kāore au e mārama ki tō hononga ki tēnei kiritaki." 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 pukumahi te kaiwhakahaere, i ngaro tōna aro rānei, i kore rānei ia i tino aro atu i tōna tikanga, tērā pea kāore ia i kite. Ka tukuna noa atu te reta, ā, ka whiwhi te hononga tekau mā rima tau i tētahi tono kāore i te hāngai ki te āhua o te hononga — i tuhia i runga i ngā tikanga ngaio, i whakatikahia tika, engari kāore rawa i te tika mō te hononga.
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 ki te kiritaki i tētahi take motuhake. Kei te mahi taua pūnaha anō i ia whakawhitinga kōrero ki te AI.
Ka pātai tētahi mema o te rōpū ki tētahi pūnaha AI mō ngā tohutohu e pā ana ki tētahi tautohetohe i te wāhi mahi, ka huri noa te pūnaha ki te reo HR o Amerika — ngā tikanga amuamu ā-ture, ngā tuhinga mō ngā take tautohetohe ā-ture, "te waihanga ara pepa" — nā te mea koirā ngā mea e rangatira ana i āna raraunga whakangungu. Kāore ia e toro ki te reo whakawhiringa, ki te whakatau raru ngātahi, ki te kōrero whaihua e tautuhi ana i ngā whakahaere iti, ā, kei reira ngā tāngata e mahi tahi ana mō ngā tau.
Ka tono te kaiwhakahaere ki te AI kia āwhina ki te whakamōhio i tētahi whakataunga uaua ki te rōpū, ka huri aunoa ki ngā tauira whakawhitiwhiti kōrero ā-pakihi — te whakahaere i ngā hunga whai pānga, ngā karere matua, te whakaputa kōrero whakahaerehia — nā te mea he nui rawa atu ngā whakawhitiwhiti kōrero ā-roto a Fortune 500 i ngā raraunga whakangungu, he iti ake ngā whakawhitiwhiti kōrero āta whakaaro a ngā pakihi iti.
Ehara te AI i te mea e whawhai ana ki te ahurea o tō whakahaere. Kāore noa iho ia e mōhio ana. 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 tika ana mō tō pakihi.
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 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 mārō ake te raru whakahaere i roto i ngā huarahi motuhake e toru. E tohu ana ngā mātanga whakahaere e rangahau ana i ngā māngai AI i ēnei toru anō.
Kaore e taea te whakahoki i ētahi mahi. Ka taea te whakatika i tētahi tuhi i 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 kōpaki, e whakarite pukapuka, e muku, e utu rānei, ka whakakore i taua wā poto. I kitea e te kaiwhakahaere i tō mātou kōrero te reta kāore i hāngai te āhua, nā te mea ko ia i pānui tuatahi. Kāore e tukuna tēnei āheinga ki te kiritaki rima tekau mā rima tau e mahi tahi ana me ia, mēnā ka tukuna e tētahi māngai te īmēra ki a ia i tōna ingoa.
Ka pōraruraru te kawenga. Ina mahi tētahi māngai i tō ingoa, ā, he hē te hua, ko wai te tangata kawenga? Nāu i tautuhi te 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 kawenga" tēnei āputa e whakatuwhera ana i konei — ā, ka whakatūpato mō te "rohe pakaru matatika," kei reira ka taka te hara ki te tangata tata, ahakoa kāore ia i whai mana tūturu. Mō tētahi pakihi e ū tonu ana ki te kawenga ki ngā kiritaki, ki ngā kaimahi, me ngā kaiwhakahaere ture, ehara i te tūraru ā-hinengaro te whiwhi hara me te kore whai mana.
Kāore e taea e koe te whakaae katoa ki ngā mea kāore e taea e koe te matapae. Ko te whakaaetanga pono he mōhio ki ngā mea e whakaae ana koe. Engari, he huarahi tuwhera tonu tō te kaiwhakahaere mā roto i tētahi mahi maha-hipanga, ā — pēnei i kī a 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 eke ai ki 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 mea e kī ana kia kaua e whakamahia 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 whakatikatika āta i tētahi tauira — arā, te whakarerekē i tana 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 rerekē, i ngā pātai hōu 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 whakahaere" 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 atu i te AI, hei tirotiro i āna whanonga mai i waho.
Ngā Akoranga a Ngā Tikanga Whakahaere e Kī Ana ki a Tātou
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 kī tika, me ngā mea kei tua atu i te kī tika. Ko tana whakatau — arā, ko te "mō ngā mea kāore e taea te kōrero, me noho puku" — he mea hāngai tika ki te whakahaere AI. Ka taea te whakarite pūnaha i ētahi pātai: he whakautu mārama tō te pātai "He aha te toenga o te pūkete 4072?" ka taea e tētahi AI te rapu. Kāore e taea ētahi atu: kei roto i te pātai "Me pēhea tā tātou whakahaere i te kōrero utu ki tēnei kiritaki motuhake?" ngā 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 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 taupatupatu ētahi uara a te tangata — pērā i te whai hua me te hōhonutanga, te tipu me te pumau, te whakatau takitahi me te whakakotahitanga ā-rōpū. Kāore he tātai e whakatau ana i ēnei taupatupatu. Me hiahiatia tonu te whakataunga a te tangata, te whiriwhiringa, me te momo mātauranga whaihua e whakawhanakehia ana e ngā whakahaere i roto i ngā tau o te mahi ngātahi.
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 pakarutanga o ngā uara, kāore he whakautu kotahi — kotahi anake te whakautu e whakatauria ana e tēnei whakahaere, i tēnei wā, me ēnei tāngata, hei taurite tika. He whakataunga ā-tangata tēnei, ā, ko tētahi anga whakahaere AI e whakapae ana he kē atu, ehara i te whakahaere — he tuku i te mana.
He putanga ake tō te tikanga mahi ngātahi mō tēnei māramatanga. Ehara te mana whakahaere ā-mema pōtitanga — kotahi te mema, kotahi te pōti — i te ine whai hua. He mōhiotanga tēnei e hiahiatia ana te whai wāhi a te hunga e pāngia ana kia puta ai he whakataunga tika. Kua mōhio hōhonu te rōpū mahi ngātahi kua whakamahi i tēnei momo mana whakahaere mō ngā tekau tau, ki tōna kōpū, he aha i kore ai e taea te whakawhirinaki ki te AI mō ngā whakataunga uara.
Me pēhea te Whakahaere ā-Rauropi a te Village i te AI
Kāore teVillage e whakawhirinaki ki te kī ki te AI kia whai whanonga. Ka whakauru 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.
Ko te kaiwhakakaha rohe e aukati ana i te AI kia kaua e whakatau i ngā whakataunga uara — ā, kia kaua hoki e whakahaere i ngā mahi whai hua māna anō. Ka pā ana tētahi pātai ki ngā whakawhitinga tūmataitinga, ngā whakataunga matatika, te horopaki hononga rānei, ā, ka whakawhiti rānei tētahi mahi ki te mahi i runga i te ingoa o tō whakahaere, ka whakamutu te pūnaha, ā, ka tukuna ki tētahi tangata — tō kaiwhakahaere, tō tumuaki, tō poari. 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 whakahaere 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 tohu whakangungu a te AI.
Te kaiwhakau whakawhiti-tātari ka tirotiro i ngā whakautu me ngā mahi kua tūtohutia e te AI ki ngā pūrongo tūturu a tō whakahaere. 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 whakamārama a Tuhinga 1, kāore e taea te whakawhirinaki ki te whakamārama a te AI mō āna ake whakaaro hei whakaata i ngā take i akiaki i 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 whakahaere. 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 taumaha 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 pakihi e whakawhirinaki ki te tūmanako ka whakahaere tika te kaiwhakahaere pūtea i ngā pūtea — me whakaaetanga takirua mō ngā utu kei runga ake i tētahi taumata. 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 mahia e te whakahaere ngā mea e kī ana ia. He rerekē tēnei ki te whakahaere AI a Big Tech, i 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 whakatau whakahaere katoa. Ka aukatia e te kaiwhakahaere rohe te AI i te 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 ngā take i mahia ai. Kāore he paparanga huna e whakatau ana i ngā whakatau 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 whakahaere te hanga i te pūnaha whakahaere kia whakaata i ā rātou ake aronga matua. He rerekē ngā āwangawanga, ngā whakaritenga kia ū ki ngā ture, me ngā rohe o tētahi umanga ture me tētahi rōpū kai. Ka taea e te anga Tractatus te whakauru i ēnei rerekētanga — ehara i te mea mā te tuku i ngā whakahaere kia whakangāwari i te pūnaha whakahaere, engari mā te tuku kia tautuhia e rātou he aha ngā mea e tiakina ana e te pūnaha whakahaere. Ko te ture whakahaere o tō whakahaere, ō uara whakahaere, ō whakaritenga kia ū ki ngā ture — 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 i a ia kia whakamahi 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 te ao tūturu i ēnei rā — he aha ngā āwhina ka taea e ia ki tō pakihi, 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 Pakihi, Tō AI". Mō te hanganga whakahaere katoa, tirohia Village AI mō te Whakahaere ā-Mahi.
I mua: AI Hangarau Nui vs. AI o tō Pakihi — He aha te take o te rerekētanga Ā muri: He aha ngā mea e rere ana i te ao tūturu i te Village i ēnei rā