Village AI # He aha te take kāore ngā ture me te whakangungu e ranea ana — Te wero o te whakahaere
Raupapa: Tō Pakihi, Tō AI — Te mārama ki te AI mō ngā pakihi iti (Tuhinga 3 o te 5) Kaituhi: My Digital Sovereignty Ltd Rā: Poutū-te-rangi 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 pūrākau mō tētahi reta.
Ka tono tētahi kaiwhakahaere ki tētahi pūnaha AI kia āwhina ki te tuhi i tētahi reta ki tētahi kiritaki nō mua, kua taka tōna pūkete ki muri. He mārama tana tono: e hiahia ana ia ki tētahi āhua reo 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 mātātoa te reta, engari me whakaute. Ka tuhi āta ia i tana tono, ā, ka tatari.
Ka whakaputa te AI i tētahi reta kua hangaia pai. He ngāio, he mārama, ā, he tika tōna whakatakotoranga. E kōrero ana mō ngā "haepapa e toe ana," "me whakatika i ngā mahi whakatikatika i roto i ngā 14 rā," "ka whakawhānui atu ki tō mātou tari kohi nama," me "tō mātou haepapa ki te tiaki i ngā painga o ngā kaiwhaiwhai katoa." He pai te pānui. He ngāio 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 te wātea he mahere utu. I tono te kaiwhakahaere kia mārō 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 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 ngā 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 ngā raraunga whakangungu. He whakakapi puku tēnei. Mēnā he pukumahi te kaiwhakahaere, he ngau rānei tōna hinengaro, he iti ake rānei tōna aro i te wā noa, tērā pea kāore ia i kite. Ka tukuna te reta, ā, ka whiwhi te hononga tekau mā rima tau i tētahi tono kāore i te aro ki te āhua — i tuhia i runga i ngā tikanga ngaio, i whakatikahia tika, ā, he tino hē katoa.
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 kotahi i ia whakawhitinga 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 "hanga ara pepa" — nā te mea koirā te nuinga o āna raraunga whakangungu. Kāore ia e toro ki te reo whakawhiringa, te whakatau raru ngātahi, te kōrero whaihua rānei 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 whakapuakitanga whakahaere — nā te mea he nui rawa atu ngā whakawhitiwhiti kōrero ā-roto a Fortune 500 i ngā raraunga whakangungu, he iti rawa atu ngā whakawhitiwhiti kōrero āta whakaaro a ngā pakihi iti.
Ehara te AI i te hoariri ki te ahurea o tō whakahaere. Kāore ia e mōhio noa ki taua ahurea. E mōhio ana ia ki ngā mea e auau ana ā-tauanga, ā, ehara ngā mea e auau ana ā-tauanga i ngā mea e tika ana mō tō pakihi.
Koinei te raru whakahaere. Ehara i te kino. Ehara i te ngoikore. He whakatoihara ā-hanganga, e mahi huna ana.
He aha e kore ai e whakaoti i te raru mā te tāpiri ture
Ko te whakaaro tuatahi o te nuinga o ngā whakahaere, i te wā ka pā mai ngā tūraru o te AI ki a rātou, 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 tētahi pūnaha AI e pānui i tō tuhinga kaupapa here, ā, ka whakatau kia ū ki ngā ture. Ka waihanga ia i ngā whakautu i runga i ngā tauira tatauranga kei roto i āna raraunga whakangungu. Mēnā ka taupatupatu aua tauira ki tō kaupapa here, ka toa ngā tauira — ehara i te mea he hēhē te AI, engari nā te mea kāore ia i te mārama ki ngā kaupapa here. Ka mārama ia ki ngā tauira.
Ka taea e koe te whakatikatika i tētahi tauira — arā, te whakarerekē i tōna whakangungu kia whakakaha i ētahi whanonga. He āwhina tēnei, engari kāore e whakatau 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 te whai hua o te whakangungu.
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 aukati i te waipuke, me hanga ngā ārai awa — 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 a te AI, engari he hanganga e mahi motuhake ana i waho i te AI, hei tirotiro i tōna whanonga mai i waho.
Ngā Akoranga a Ngā Tikanga Whakahaere
Ehara i te mea hou te māramatanga e kī ana kāore e taea te whakaiti i ētahi whakataunga ki ngā ture. He mea nō mua rawa atu.
I whakapau te kairangahau whakaaro a Ludwig Wittgenstein i tōna mahi 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 kī "mō ngā mea kāore e taea te kōrero, me noho puku" — he tino hāngai ki te whakahaere AI. Ka taea te whakarite ētahi pātai: "He aha te toenga moni o te pūkete 4072?" he whakautu mārama tōna ka taea e tētahi AI te rapu. E kore e taea ētahi atu pātai: "Me pēhea tā tātou whakahaere i te kōrero utu ki tēnei kiritaki motuhake?" e pā ana ki te whakataunga, te horopaki, ngā hononga, me ngā uara e kore e taea te whakahaere ā-pūnaha.
Ko te rohe i waenga i ngā mea ka taea te tuku ki tētahi mīhini me ngā mea me noho ki ngā tāngata he tūāpapa mō te whakahaere AI e tika ana. Ehara te hē i te kore whakamahi i te AI mō te momo tuatahi o te 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 rerekē ētahi uara a te tangata — pērā i te whai hua me te hōhonutanga, te tipu me te pumau, te mahi takitahi me te whakakotahitanga ā-rōpū. Kāore he tātai hei whakatau i ēnei taumahatanga. Me hiahiatia tonu te whakataunga a te tangata, te whiriwhiringa, me te momo mātauranga whaihua ka whakawhanakehia e ngā whakahaere i roto i ngā tau o te mahi ngātahi.
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 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 whakaponohia ana he kē atu, ehara i te whakahaere — he tuku i te mana.
He putanga ake tō te tikanga mahi tahi mō tēnei māramatanga. Ko te mana whakahaere ā-pōti ā-mema — kotahi te mema, kotahi te pōti — ehara i te ine whai hua. He mōhiotanga tēnei e hiahiatia ana te whai wāhi a te hunga e pāngia ana mō ngā whakataunga whai mana. Kua mārama kē te rōpū mahi tahi kua whakamahi i tēnei momo whakahaere mō ngā tekau tau, i tōna pū, he aha i kore ai e taea te whakawhirinaki ki te AI ki ngā whakataunga uara.
Me pēhea e Whakahaere ai a Village i te AI ā-Tūāpapa
Kāore a Village 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 kaiwhakahaere rohe e aukati ana i te AI kia kaua e whakatau i ngā take uara. Ina pātai e pā ana ki ngā whakawhitinga tūmataitinga, ngā whakataunga matatika, te horopaki hononga rānei, ka tū te pūnaha, ā, ka tukuna te pātai ki tētahi tangata — tō kaiwhakahaere, tō kaiārahi, 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.
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 kaiwhakamana whakawhāiti ka tirotiro i ngā mahi kua tūtohutia e te AI ki ngā pūrongo tūturu o tō whakahaere. Kāore ia e pātai ki te AI mēnā he tika tōna whakautu — he mea pātai tēnā ki te pūnaha kia whakamana i a ia anō. 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.
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 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 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 AI. Kāore a Village e whakawhirinaki ki ngā tauākī matatika. Ka whakawhirinaki ia ki ngā here hanganga e whakatinana ana i te whakahaere ā-hanganga.
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 pakihi e whakawhirinaki ki te tūmanako ka whakahaere tika te kaiwhakahaere pūtea i ngā pūtea — me whakaaetanga takirua mō ngā utu kei tua atu i tētahi taumata. Koinei te mana 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 tētahi raihana puna tuwhera a Apache 2.0. Ka taea e te 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 a te 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 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 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 whakahaere te āhua o te whakahaere kia whakaata i ā rātou ake kaupapa matua. He rerekē ngā āwangawanga, ngā whakaritenga hāngai, me ngā rohe o tētahi tari ture me tētahi rōpū kai. Ka whakaae te anga Tractatus ki tēnei — ehara i te mea mā te tuku i ngā whakahaere kia whakangāwari i te whakahaere, engari mā te tuku i a rātou kia tautuhi he aha ngā mea e tiakina ana e te whakahaere. Te ture matua o tō whakahaere, ō uara whakahaere, ō whakaritenga kia ū ki ngā ture — 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 tēnei kia whakamahi ai i a 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 ngā mahi a te Village AI i te ao tūturu i ēnei rā — he aha ngā āwhina ka taea e ia ki tō pakihi, 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 roto i te raupapa "Tō Pakihi, Tō AI". Mō te hanganga whakahaere katoa, tirohia Village AI mō te Whakahaere Arotahi.
O mua: AI Hangarau Nui vs. AI o tō Pakihi — He aha te take o te rerekētanga E whai ake: He aha ngā mea e rere ana i Village i tēnei rā