Ngā putanga katoa · Family Edition

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

Te whakamaharatanga

I mua i tā tātou matapaki i te ariā o te whakahaere, me tīmata tātou ki tētahi pūrākau mō tētahi whakamaharatanga. (Mēnā he kupu kāore koe i te mōhio i roto i tēnei raupapa, kua whakamāramahia ki te reo māmā i te rārangi kupu.)

Ka tono tētahi kaumātua o te whānau ki tētahi pūnaha AI kia āwhina ki te tuhi i tētahi whakamaharatanga mō te whakanuitanga o tōna pāpā. He mārama tōna tono: e hiahia ana ia kia whakaahuatia te tangata i a ia tūturu — te tangata puku i whakatika i ngā paihikara o te katoa, i waiata hē i roto i te motokā, i tiaki i tētahi māra i whāngai i te haurua o te tiriti. Ka tuhi āta ia i tana tono, ka tatari.

Ka whakaputa te AI i tētahi whakamaharatanga ātaahua kua tuhia. He mahana, he ngaio, he aroha hoki. E kōrero ana mō te "whakanui i tētahi oranga i ora pai," te "rapu whakamutu," te "whakahonore i tōna taonga tuku iho," me "ngā maharatanga hei tautoko i a koe." He pai te pānui. He ātaahua te tangi. Ā, he tino hē katoa.

Ehara i te mea e hiahiatia ana e te whānau he whakamarie whānui. E hiahiatia ana e rātou tō rātou pāpā — te tangata tūturu, ehara i te tauira. Kāore rātou e hiahia kia "whakanui i te oranga i ora pai" i roto i ngā kupu ka taea te hāngai ki tētahi tangata noa. Me rongo rātou mō te papu pahikara, te waiata hē, me ngā tōmato i whakatōia e ia ia raumati, kāore i ngaro. I tono te kaumātua mō tētahi mea whaiaro, ā, i hoatu e te AI he mea whānui noa ki a ia — nā te mea kei roto i āna raraunga whakangungu he mano whaikōrero whakamaharatanga tauira mō ia kotahi e hopu ana i tētahi tangata tūturu.

Kāore te AI i whakahē i tana tono. Kāore ia i kī, "Kāore au e mōhio ana ki tō pāpā." 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 ia, i tere rānei, i kore rānei i aro pērā i ngā wā katoa, tērā pea kāore ia i kite. Ka pānuitia taua whakamihi i te hui whakamaharatanga, ā, ka rongo te whānau i ngā kupu mō tō rātou pāpā, he kupu pea mō tētahi tangata noa iho — i tuhia kia ātaahua, i puta mai i te ngākau pono, engari kāore i whai i ngā mea katoa i tino hira.

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 Mea Nui

Ehara te whakamihi whakamaharatanga i tētahi take motuhake. Ka mahi taua pūnaha anō i ia kōrero AI.

Ka pātai tētahi mema o te whānau ki tētahi pūnaha AI mō ngā tohutohu tiaki i tētahi mātua e kaumātua ana, ka huri noa te pūnaha ki te reo o ngā ratonga tiaki ngaio — arā, ngā aromatawai hiahia, ngā mahere tiaki, ngā kōwhiringa whakatā — nā te mea koirā ngā mea e rangatira ana i āna raraunga whakangungu. Kāore ia e toro ki te reo o te haepapa whānau, o te huringa tū, o te mōhio huna i waenga i ngā tungāne me ngā tuahine e mōhio ana ka noho tahi rātou i te Kirihimete mō ngā tekau tau e heke mai nei.

Ka tono tētahi ki te AI kia āwhina ki te tuhi karere mō tētahi take whānau matatini — he riri mō tētahi taonga tuku iho, he kōrero uaua mō te hauora o tētahi whanaunga — ka huri aunoa te pūnaha ki ngā tauira whakawhitiwhiti kōrero ā-pakihi, nā te mea he nui rawa atu ngā tuhinga pakihi i ngā tuhinga whānau i roto i āna raraunga whakangungu.

Ehara i te mea e whawhai ana te AI ki ngā uara o tō whānau. Kāore noa iho ia e mōhio ki ngā uara o tō whānau. E mōhio ana ia ki ngā mea e auau ana i ngā tatauranga, ā, ehara i ngā mea e auau ana i ngā tatauranga i ngā mea e hira ana ki tō whānau.

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

Ko ngā mea katoa i runga ake nei i tika 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 piri tētahi 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. Ko ngā tohunga e rangahau ana i ngā māngai AI e tohu ana ki ēnei e toru anō.

Kaore e taea te whakahoki i ētahi mahi. Ka taea te whakatika i tētahi tuhinga i hapa 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 whakaputa, e whakarite pukapuka, e muku, e tuku kōnae rānei, ka whakakore i taua wā poto. I kite te kaumātua o te whānau i tō mātou kōrero i te whakamihi whānui nā te mea ko ia i pānui tuatahi. Kāore tētahi māngai i tukuna ki te whānau katoa i tōna ingoa i hoatu ki a ia te whai wāhi pēnei.

Ka pōraruraru te kawenga. Ina mahi tētahi māngai mōu, 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 haepapa" tēnei āputa e whakatuwhera ana i konei — ā, ka whakatūpato mō te "rohe pūreirei ā-tikanga", kei reira ka taka te hara ki te tangata tata, ahakoa kāore ia i whai mana tūturu. Ka mau ki te whānau e tuku ana i tētahi kaiārahi o waho kia mahi i tōna ingoa te hara, ā, 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 he 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, kua tino hira ake i te wā o ngā māngai: me tirotirohia ngā whanonga a te AI e tētahi mea kei waho i te AI, me āhei tonu te tangata ki te uru atu, ā, me noho ki ngā tāngata ngā whakataunga whai hua, kāore e taea te whakahoki. Koinei tonu te kaupapa o te toenga o tēnei tuhinga.

He aha i kore ai e whakatau i te raru mā te maha ake o ngā ture

Ko te hiahia tuatahi o te nuinga o ngā whakahaere, i te wā e anga ana 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 ō ture, ā, kāore ia e whakatau kia ū ki aua ture. Ka waihanga ia i ngā whakautu i runga i ngā tauira tauanga o ngā raraunga whakangungu. Mēnā ka taupatupatu aua tauira ki ō ture, ka toa ngā tauira — ehara i te mea he hē te AI, engari nā te mea kāore ia e mārama ki ngā ture. Ka mārama ia ki ngā tauira.

Ka taea e koe te whakatikatika āta i tētahi tauira — arā, te whakarerekē i tōna whakangungu kia whakanuia ētahi whanonga. He āwhina tēnei, engari kāore e whakaoti i te raru taketake. Mā te whakatikatika āta ka tāpirihia he 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 ngā akoranga.

He rite te tuhi ture e kī ana "Ka whakaute tō tātou AI i ngā uara o tō tātou whānau" ki te tuhi ture e kī ana "Kāore tō tātou awa e waipuke". Kāore te awa e pānui i ngā ture. Mēnā e hiahia ana koe ki te aukati i te waipuke, me hanga ngā ārai wai — he mahi hanganga e whai hua 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 atu i te AI, hei tirotiro i tōna whanonga mai i waho.

Ngā Akoranga a Ngā Tūturanga Tawhito

Ehara i te mea hou te māramatanga e kī ana kāore ētahi whakataunga e taea te whakaiti 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 e 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 e tētahi mīhini te whakautu i ētahi pātai: he whakautu mārama tō te pātai "E hia te karaka ka tīmata ai te hui whānau?", ā, ka taea e tētahi AI te rapu i taua whakautu. Engari kāore e taea ētahi atu: kei roto i te pātai "Me pēhea ahau e kōrero ai ki taku tuahine mō te tiaki a Māmā?" he whakataunga, he horopaki, he hononga, he uara hoki e kore e taea te whakahaere i runga i tētahi pūnaha.

Ko te rohe i waenga i ngā mea ka taea te tuku ki tētahi mīhini me ngā mea me noho ki te tangata hei tūāpapa mō 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 pātai tuarua, kāore he tangata e uru mai.

Ko Isaiah Berlin, te tohunga whakaaro tōrangapū, i kī he tino kore e taea te whakakotahi i ētahi uara ā-tangata — te rangatiratanga me te tika, te tikanga me te panoni, ngā hiahia takitahi me te kotahitanga o te whānau. Kāore he tātai e whakatau ana i ēnei taumahatanga. Me hiahiatia tonu te whakataunga ā-tangata, te kōrero, me te momo mātauranga whaihua e whakawhanakehia ana e ngā whānau 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 i whakatauria e tēnei whānau, i tēnei wā, me ēnei tāngata, hei mea iti rawa te kino. He mea tangata tērā whakataunga, ā, ko ngā huarahi whakahaere AI e whakakahore ana i tēnei, ehara i te whakahaere — he tuku i te kawenga.

Kua mōhio ngā whānau ki tēnei i ngā wā katoa. Ehara i te raru hei whakapai ake te whakataunga mēnā me neke tata ake a Kuia, me noho rānei ia ki tōna ake kāinga. He āwangawanga hei pupuri, hei matapaki, hei noho tahi. Ko ngā whānau kua whakatere i ēnei whakataunga mō ngā whakatupuranga e mōhio ana i ō rātou wheua, he aha i kore ai e taea te whakawhirinaki ki te AI mō ngā whakataunga uara.

Me pēhea e Whakahaere ai a Village i te AI ā-Tūāpapa

Kāore a Village e whakawhirinaki ki te kī atu 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 uara — me te aukati hoki i a ia kia kaua e whakahaere i ngā mahi whai hua māna anō. Ka pā ana tētahi pātai ki te tūmataitinga, ki ngā whakataunga matatika, ki te horopaki whānau rānei, ā, ka whakawhiti rānei tētahi mahi ki te mahi i runga i te ingoa o tō whānau, ka whakamutu te pūnaha, ka tukuna ki tētahi tangata — tō kaiwhakahaere whānau, tō kaumātua whānau, te whānau katoa. 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 wā hei uru atu": kua whakaurua te āheinga ki te uru atu, kāore i waiho kia tūpono noa.

Te pūnaha mauroa tohutohu e rokiroki ana i ngā tohutohu mārama a tō whānau ki tētahi pūnaha motuhake kāore e taea te whakarerekē e te AI. Ka waihanga te AI i tētahi whakautu, ka whakamātauhia 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 whakataurite ka tirotiro i ngā whakautu me ngā mahi kua tūtohutia e te AI ki ngā pūrongo tūturu a tō whānau. 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 kei runga i ngā ihirangi tūturu a tō whānau te whakautu. Ka tirotiro ia i te mahi, ehara i te whakamārama.

Te kaitirotiro pēhanga horopaki e mātaki ana i ngā āhuatanga whakahaere uaua — arā, ngā wā e pēhia 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 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 pare wai ahakoa mēnā ka whakaae te awa ki a ia.

Te Rerekētanga i waenga i te Wawata 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 rerekētanga nā te mea ko te wawata he mea e tūmanakohia ana kia tutuki. Ko te hanganga te mea e tūturu ana. Kāore tō whānau e whakawhirinaki ki te tūmanako ka tika te tangata e pupuri ana i ngā moni — ka kōrero koutou, ka whakaae, ka whakamārama. Koinei te whakahaere whaihua. 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 nui kia mōhio ki ngā mea e toru mō tēnei.

He tuwhera. Kua whakaputaina te anga katoa i raro i tētahi raihana puna tuwhera. 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 ngā Kamupene Nui, i reira he motuhake ngā ture, ā, he huna te whakaaroaro. 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 Tractatus, ka taea e koe te pānui i ia rārangi.

He mārama. Ka tuhia ki ngā pūrongo ngā whakataunga 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 tētahi hapa, ka tuhia. Ka taea e ō kaiwhakahaere whānau te kite tika i ngā mahi a te pūnaha whakahaere me te take i mahia ai. Kāore he paparanga huna e whakatauhia 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 whānau te āhua o te whakahaere kia whakaata i ā rātou ake kaupapa matua. He whānau e tiaki ana i te taonga tuku iho o Samoa, he whānau e tuhi ana i ngā wheako pakanga a ō rātou kuia me ō rātou koroua; he uara rerekē, he āwangawanga rerekē, he rohe rerekē ā rātou. Ka taea e te anga Tractatus te whakauru i tēnei — ehara i te mea mā te tuku i ngā whānau kia whakangāwari i te whakahaere, engari mā te tuku i a rātou kia tautuhi he aha ngā mea e tiakina ana e te whakahaere. Ngā uara o tō whānau, ngā rohe o tō whānau, te huarahi a tō whānau ki te mahi — 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 kia whakamahi i a Village — ka mahi tonu te whakahaere ahakoa kāore koe i te 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 Village AI i te ao tūturu i ēnei rā — ngā āwhina ka taea e ia ki tō whānau, me pēhea e arohia ai te hē-whakaaro mā te pūnaha kupu, me ngā mea e mahi tonu ana.

E hiahia ana koe ki te whakamahi pai, kia haumaru hoki i ēnei taputapu AI? Ko ā mātou akoranga kore utu — Working with Claude me Agents at Work — e whakaako ana i ngā pūkenga whaihua. Mō te hanganga whakahaere katoa kei muri o Village AI, tirohia Village AI — Agentic Governance.